🤔 Stack Overflow Developer Survey

Each year the people at Stack Overflow ask the developer community about all kinds of things related to their jobs. What’s your favorite language? What part of your job do you like the best? What was your major in college? How much do you make?

In the world of data science there is a common programming pattern called split-apply-combine that helps you answer some very high-powered questions. In this project we’ll apply this pattern from the ground up to answer some questions from the Stack Overflow 2018 programmer survey. You may find this survey very interesting to study for yourself, just to get a sense for what programmers in the wild do with their time, what they studied how much they make etc. The survey has a wealth of information and we will just barely scratch the surface.

Getting Started

Now that you are experienced with working with files lets look at a bit of the data set. The survey had 98,855 respondents. We will work with a sample of 2000 of those responses for this lab. In addition we have narrowed down the questions from 129 to just 13. At the end of this lab I’ll provide you with another sample file that contains ALL 129 columns and a sample of 1000 responses so you can explore more deeply if you wish. The columns we have included in this data set are:

• Respondent

• Country

• JobSatisfaction

• UndergradMajor

• ConvertedSalary

• Exercise

• Gender

• RaceEthnicity

• EducationParents

• HoursOutside

• Age

• LastNewJob

• LanguageWorkedWith

Data file: so_survey.csv

Respondent|Country|JobSatisfaction|UndergradMajor|ConvertedSalary|Exercise|Gender|RaceEthnicity|EducationParents|HoursOutside|Age|LastNewJob|LanguageWorkedWith
51900|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|94455.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|35 - 44 years old|Between 1 and 2 years ago|C;C#;Java;JavaScript;Objective-C;PHP;Swift;HTML;CSS
95836|Argentina|Slightly satisfied|A business discipline (ex. accounting, finance, marketing)|45600.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;CoffeeScript;JavaScript;Ruby;HTML;CSS;Bash/Shell
51710|Germany|Slightly dissatisfied|A social science (ex. anthropology, psychology, political science)|807756.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;Python;TypeScript;HTML;Bash/Shell
44125|United States|Moderately dissatisfied|A social science (ex. anthropology, psychology, political science)|175000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|45 - 54 years old|Between 1 and 2 years ago|JavaScript;Python
35167|United Kingdom|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|90288.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Go;JavaScript;Ruby;HTML;CSS
31721|Japan|Slightly dissatisfied|Information systems, information technology, or system administration|77433.0|3 - 4 times per week|Male|East Asian|They never completed any formal education|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;PHP
36729|Brazil|Moderately dissatisfied|Computer science, computer engineering, or software engineering|16848.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS
38620|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|73433.0|I don't typically exercise|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Groovy;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
54695|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|82000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;Python;SQL
22810|Turkey|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|25428.0|I don't typically exercise|Male|Middle Eastern|Primary/elementary school|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#
6289|Germany|Extremely satisfied|Information systems, information technology, or system administration|79552.0|1 - 2 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Java;JavaScript;HTML
48220|Turkey|Moderately dissatisfied|Computer science, computer engineering, or software engineering|12720.0|1 - 2 times per week|Male|Middle Eastern|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;PHP;SQL;HTML;CSS
72519|Belgium|Extremely satisfied|Information systems, information technology, or system administration|44064.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C;C#;Erlang;Haskell;Java;JavaScript;Matlab;Objective-C;PHP;Python;R;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS
99498|Estonia|Slightly satisfied|Computer science, computer engineering, or software engineering|32316.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;Python;SQL;HTML;CSS
42989|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|57170.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;CoffeeScript;F#;JavaScript;SQL;VB.NET;HTML;CSS;Bash/Shell
75468|Ukraine|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|6684.0|Daily or almost every day|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;HTML;CSS
4814|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|50000.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;C++;C#;JavaScript;PHP;Python;SQL;Delphi/Object Pascal;HTML;CSS;Bash/Shell
62436|Argentina|Slightly dissatisfied|Computer science, computer engineering, or software engineering|27336.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Java;JavaScript;Python;HTML;Bash/Shell
54029|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|115000.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|Assembly;C;C++;C#;Java;Bash/Shell
9393|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|70000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|45 - 54 years old|More than 4 years ago|Python;SQL;VB.NET;Visual Basic 6
80650|Australia|Extremely satisfied|Computer science, computer engineering, or software engineering|73576.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Go;Groovy;Java;JavaScript;Python;Kotlin;Delphi/Object Pascal;HTML;CSS
1105|Switzerland|Extremely satisfied|Computer science, computer engineering, or software engineering|99056.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C++;Go;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
20184|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|67313.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
64870|France|Extremely satisfied|Mathematics or statistics|61194.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Matlab;Python;HTML;CSS
50097|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|78000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 2 and 4 years ago|Java;JavaScript;HTML;CSS;Bash/Shell
45899|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|83000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|35 - 44 years old|More than 4 years ago|JavaScript;Objective-C;Python;Swift;HTML;CSS
1862|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|71597.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C++;C#;Java;JavaScript;HTML
41764|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|146000.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Erlang;JavaScript;Ruby;HTML;CSS
566|Canada|Moderately dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|1000000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|Go;JavaScript;PHP;SQL;HTML;CSS
86353|United Kingdom|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|34726.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Python;SQL;HTML;CSS
47618|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|57400.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
49562|Mexico|Slightly dissatisfied|Information systems, information technology, or system administration|22560.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;SQL;VB.NET;Visual Basic 6;HTML;CSS
98428|Philippines|Slightly dissatisfied|Computer science, computer engineering, or software engineering|119088.0|3 - 4 times per week|Male|East Asian;South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;Java;JavaScript;Python;TypeScript;HTML;CSS;Bash/Shell
97868|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|67313.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#
35152|Netherlands|Moderately dissatisfied|Web development or web design|58752.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;HTML;CSS;Bash/Shell
20771|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|26513.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;VB.NET;HTML;CSS
25005|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|50000.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C#;CoffeeScript;Java;JavaScript;SQL;HTML;CSS
60393|Australia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|115162.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C;C++;Python;Rust
43413|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|62486.0|1 - 2 times per week|Female|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Julia;Bash/Shell
4998|Argentina|Slightly dissatisfied|Computer science, computer engineering, or software engineering|23500.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;HTML;CSS
20573|Qatar|Moderately satisfied|Computer science, computer engineering, or software engineering|75000.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
69177|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|36716.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C++
40065|Sri Lanka|Slightly satisfied|Information systems, information technology, or system administration|12000.0|1 - 2 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;HTML;CSS
58855|United States|Extremely satisfied|Information systems, information technology, or system administration|60000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;TypeScript;HTML;CSS
51948|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|110000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C++;C#;CoffeeScript;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
62327|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|44916.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C#;Java;JavaScript;SQL;VBA;HTML;CSS;Bash/Shell
84278|Russian Federation|Slightly satisfied|Information systems, information technology, or system administration|25476.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;Python;Bash/Shell
16749|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|143328.0|Daily or almost every day|Female;Non-binary, genderqueer, or gender non-conforming|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Haskell;Java;JavaScript;TypeScript;Ocaml;HTML;CSS;Bash/Shell
100350|The former Yugoslav Republic of Macedonia|Slightly satisfied|Computer science, computer engineering, or software engineering|7152.0|1 - 2 times per week|Male|White or of European descent|Associate degree|1 - 2 hours|18 - 24 years old|Less than a year ago|Assembly;C++;C#;F#;Java;SQL;CSS
71690|Canada|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|72469.0|3 - 4 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Python;HTML;CSS;Bash/Shell
6329|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|72469.0|1 - 2 times per week|Male|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Python;HTML;CSS
76220|United Kingdom|Extremely dissatisfied|Computer science, computer engineering, or software engineering|48616.0|1 - 2 times per week|Female|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
21455|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|70000.0|1 - 2 times per week|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;CoffeeScript;Groovy;Java;JavaScript;Objective-C;Ruby;SQL;Swift;HTML;CSS;Bash/Shell
26541|Italy|Moderately satisfied|Computer science, computer engineering, or software engineering|440592.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;SQL;HTML;CSS
5282|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|70368.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
1859|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|82890.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
94909|Mexico|Extremely satisfied|Computer science, computer engineering, or software engineering|19980.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C#;Java;JavaScript;PHP;SQL;HTML;CSS
91689|Netherlands|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|44064.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
62081|Netherlands|Extremely satisfied|Mathematics or statistics|41124.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
15965|Germany|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|67313.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|3 - 4 hours|35 - 44 years old|Less than a year ago|JavaScript;Ruby;VBA
62544|India|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|12396.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;PHP;Python;Ruby;SQL;TypeScript;Visual Basic 6;HTML;CSS;Bash/Shell
92573|Japan|Slightly dissatisfied|Computer science, computer engineering, or software engineering|36015.0|Daily or almost every day|Female|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|18 - 24 years old|Less than a year ago|C#;Java;SQL
55775|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|35000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|I've never had a job|C#;Java;JavaScript;Python;HTML;CSS
60088|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|50005.0|3 - 4 times per week|Male|White or of European descent|They never completed any formal education|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
83226|Israel|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|94788.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|Java;JavaScript;TypeScript;HTML;CSS
85616|Sweden|Moderately dissatisfied|Computer science, computer engineering, or software engineering|68868.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Groovy;Java;Python
19271|Sri Lanka|Moderately satisfied|Information systems, information technology, or system administration|11076.0|1 - 2 times per week|Male|South Asian|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|C;JavaScript;Objective-C;PHP;Swift;Kotlin;HTML;CSS
20776|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|120000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;PHP;Python;HTML;CSS;Bash/Shell
61323|India|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|150288.0|I don't typically exercise|Male|South Asian|Primary/elementary school|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Objective-C;Swift;TypeScript;HTML;CSS
92023|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|72209.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C++;C#;Python;Bash/Shell
29397|New Zealand|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|1000000.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|Java;JavaScript;Perl;Python;SQL;VBA;HTML;Bash/Shell
22450|Germany|Slightly satisfied|Mathematics or statistics|44060.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;Java;JavaScript;Matlab;PHP;Python;R;HTML;CSS
32148|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|58410.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
79753|United Kingdom|Neither satisfied nor dissatisfied|Web development or web design|41671.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|JavaScript;Objective-C;Python;Swift;TypeScript;HTML;CSS;Bash/Shell
96505|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|137000.0|1 - 2 times per week|Female|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;Python;HTML;CSS;Bash/Shell
3462|United Kingdom|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|83342.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;Groovy;Java;Python;Ruby;Bash/Shell
86789|Belgium|Extremely satisfied|Computer science, computer engineering, or software engineering|26436.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;Objective-C;PHP;SQL;HTML;Bash/Shell
77857|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|260000.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS
34236|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|115000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|55 - 64 years old|More than 4 years ago|C++;C#;Java;JavaScript;SQL;HTML;CSS
55287|United States|Slightly satisfied|Mathematics or statistics|145000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|35 - 44 years old|Between 1 and 2 years ago|Java;Python;Scala;SQL;Bash/Shell
89804|United States|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|114000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;PHP;Python;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
42366|Bangladesh|Moderately satisfied|Computer science, computer engineering, or software engineering|9552.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;Java;JavaScript;PHP;Python;SQL;VBA;VB.NET;HTML;CSS
4505|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|58752.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
34225|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|50005.0|Daily or almost every day|Male;Non-binary, genderqueer, or gender non-conforming|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Python;HTML;CSS;Bash/Shell
52702|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|57576.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|JavaScript;SQL;HTML;CSS
50169|United Kingdom|Moderately dissatisfied|Web development or web design|241692.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS
69694|United States|Slightly satisfied|I never declared a major|65000.0|I don't typically exercise|Male|White or of European descent|Associate degree|Less than 30 minutes|18 - 24 years old|Less than a year ago|C#;Go;Java;SQL;VB.NET;HTML;CSS;Bash/Shell
83115|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|66674.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;Swift;Kotlin;Bash/Shell
40830|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|45000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C++;C#;Java;JavaScript;Objective-C;SQL;Swift;HTML;CSS
71351|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|83000.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C;C++;C#;Visual Basic 6;Bash/Shell
19495|Belgium|Moderately satisfied|Computer science, computer engineering, or software engineering|30840.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
9180|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|67977.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;PHP;SQL;TypeScript;VB.NET;HTML;CSS
101526|Lithuania|Moderately dissatisfied|Computer science, computer engineering, or software engineering|44064.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Python;SQL;CSS;Bash/Shell
34897|Serbia|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|11784.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Swift
28328|Belgium|Slightly satisfied|Computer science, computer engineering, or software engineering|1000000.0|1 - 2 times per week|Female|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Python;SQL;HTML;CSS
14652|Austria|Extremely satisfied|Computer science, computer engineering, or software engineering|85671.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;Swift;HTML;CSS
14638|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|112000.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;C#;Java;Python;SQL;Kotlin;HTML;CSS;Bash/Shell
31224|Australia|Moderately dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|53582.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|JavaScript;Python;HTML;CSS;Bash/Shell
90398|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|59880.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;Java;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
73197|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|63642.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java
61385|United Kingdom|Moderately dissatisfied|Computer science, computer engineering, or software engineering|45838.0|I don't typically exercise|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C++;JavaScript;HTML;CSS;Bash/Shell
71885|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|79552.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Go;Java;JavaScript;Lua;Python;R;SQL;HTML;CSS;Bash/Shell
89480|Canada|Neither satisfied nor dissatisfied|A business discipline (ex. accounting, finance, marketing)|40261.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|CoffeeScript;JavaScript;Ruby;SQL;HTML;CSS
57133|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|75000.0|3 - 4 times per week|Female|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Go;JavaScript;HTML;CSS;Bash/Shell
50575|United Kingdom|Moderately satisfied|Information systems, information technology, or system administration|62507.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;SQL
9757|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|73619.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
7628|France|Extremely dissatisfied|Computer science, computer engineering, or software engineering|110149.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;HTML;CSS
83801|Netherlands|Slightly satisfied|Information systems, information technology, or system administration|61194.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C#;SQL
99551|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|70138.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Go;Java;JavaScript;Objective-C;Python;Swift;TypeScript;Kotlin
13809|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|61194.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|Go;Java;JavaScript;Perl;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
45507|Denmark|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|77416.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
57858|Poland|Moderately dissatisfied|A humanities discipline (ex. literature, history, philosophy)|73428.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|CoffeeScript;JavaScript;Ruby;SQL;HTML;CSS
14173|Pakistan|Slightly dissatisfied|Computer science, computer engineering, or software engineering|12000.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Assembly;C;C++;C#;JavaScript;Matlab;Objective-C;PHP;SQL;Swift
87452|United Kingdom|Moderately satisfied|I never declared a major|566724.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;PHP;Python;VB.NET;Delphi/Object Pascal;HTML;CSS
8752|United States|Extremely satisfied|Web development or web design|70000.0|3 - 4 times per week|Male|Native American, Pacific Islander, or Indigenous Australian;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;PHP;HTML;CSS;Bash/Shell
60397|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|2000000.0|3 - 4 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|CoffeeScript;Go;Java;JavaScript;Python;Scala;SQL
27294|France|Moderately satisfied|Computer science, computer engineering, or software engineering|48955.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
21557|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|65000.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|Python;HTML
90588|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|152000.0|3 - 4 times per week|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|C;C++;Groovy;Java;JavaScript;SQL;Bash/Shell
74127|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|120000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Groovy;Java;JavaScript;Python;Ruby;SQL;TypeScript;Kotlin;Ocaml;HTML;CSS;Bash/Shell
76121|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|74316.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
17443|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|80000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|PHP;SQL;HTML;Bash/Shell
17481|Netherlands|Slightly dissatisfied|Computer science, computer engineering, or software engineering|22030.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C;C++;JavaScript;Python;HTML;CSS
101129|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|30597.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;Go;Java;JavaScript;R;Rust;Scala;SQL;TypeScript;Kotlin;HTML;CSS;Bash/Shell
73468|Germany|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|75880.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C;C++;C#;JavaScript;PHP;SQL;HTML;Bash/Shell
27037|Denmark|Moderately satisfied|Computer science, computer engineering, or software engineering|78900.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;TypeScript
46999|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|150000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;F#;Java;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
59557|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|85000.0|3 - 4 times per week|Male|Black or of African descent|Other doctoral degree (Ph.D, Ed.D., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|Java;Python;R;SQL;VBA
36288|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|48000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;Matlab;TypeScript;Kotlin;HTML;CSS;Bash/Shell
34997|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|48300.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
96751|United States|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|100000.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|Less than 30 minutes|45 - 54 years old|More than 4 years ago|Java;JavaScript;PHP;SQL;VBA;HTML;CSS
59125|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|50179.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
42688|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|40000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C#;Java;JavaScript;SQL;TypeScript;VB.NET;HTML;CSS
50437|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|77100.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Java;JavaScript;SQL;HTML;Bash/Shell
13782|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|123000.0|Daily or almost every day|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 1 and 2 years ago|Java;Kotlin
27915|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|108000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Go;JavaScript;SQL;HTML;CSS;Bash/Shell
69925|Canada|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|72469.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Ruby;HTML;CSS
96804|Brazil|Extremely satisfied|Information systems, information technology, or system administration|30504.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Go;Java;PHP
25904|United States|Extremely dissatisfied|Web development or web design|42000.0|Daily or almost every day|Female|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
31547|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|104000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;F#;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
25690|Finland|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|64620.0|Daily or almost every day|Male|White or of European descent|Primary/elementary school|1 - 2 hours|45 - 54 years old|More than 4 years ago|Java;JavaScript;SQL
34181|United States|Extremely satisfied|Information systems, information technology, or system administration|28000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|C;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
76968|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|97826.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C#;JavaScript;PHP;SQL;HTML;CSS
68780|Australia|Moderately satisfied|Mathematics or statistics|71976.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|More than 4 years ago|C;C++;Python
47710|United Kingdom|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|194466.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Less than a year ago|C#;SQL
74024|Russian Federation|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|24000.0|Daily or almost every day|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|PHP;Python;SQL;Bash/Shell
50677|China|Moderately dissatisfied|Computer science, computer engineering, or software engineering|37400.0|3 - 4 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;Java;Lua;Rust;Bash/Shell
78292|India|Moderately dissatisfied|Computer science, computer engineering, or software engineering|21133.0|Daily or almost every day|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;TypeScript;CSS
56626|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|50005.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
9541|Iran, Islamic Republic of...|Moderately satisfied|Computer science, computer engineering, or software engineering|23304.0|1 - 2 times per week|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
17867|Pakistan|Moderately satisfied|Computer science, computer engineering, or software engineering|8136.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;Objective-C;Python;Swift
6115|India|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|14089.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
233|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|105000.0|Daily or almost every day|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;Python;HTML;CSS
58499|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|85000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
80960|Bangladesh|Extremely satisfied|Computer science, computer engineering, or software engineering|48000.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;Java;JavaScript;PHP;SQL;HTML;CSS
25948|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|105000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS
83560|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|48955.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
36407|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|68868.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C;C++;Python;Bash/Shell
53292|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|126000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|Java;JavaScript;PHP;Python;Bash/Shell
69311|Sweden|Moderately dissatisfied|Computer science, computer engineering, or software engineering|682692.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
62109|Georgia|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|29220.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Groovy;Java;JavaScript;SQL;Kotlin;HTML;CSS;Bash/Shell
38148|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|90000.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Ruby;HTML;CSS
48896|Spain|Slightly dissatisfied|Computer science, computer engineering, or software engineering|1000000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Bash/Shell
632|United States|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|75000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
78373|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|135000.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|45 - 54 years old|Between 2 and 4 years ago|C;C++;Go;Java;JavaScript;Julia;Lua;Perl;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
78062|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|130000.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;R;SQL;HTML;CSS
43389|Romania|Moderately satisfied|Information systems, information technology, or system administration|17628.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Python;HTML;CSS
51075|South Africa|Moderately satisfied|Web development or web design|10872.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;VB.NET;HTML;CSS
58655|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|2000000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;HTML;CSS
45914|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|87800.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;Java;JavaScript;Python;HTML;CSS
54054|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|93000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C;C++
96458|Lithuania|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|51408.0|1 - 2 times per week|Male|White or of European descent|Associate degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|C;C++;C#;Go;Groovy;Java;JavaScript;Lua;Perl;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
68501|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|400000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C;C++;Matlab;Python;R;HTML;Bash/Shell
27846|United Kingdom|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|500052.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|Python;Scala;SQL;Bash/Shell
71610|India|Slightly satisfied|Computer science, computer engineering, or software engineering|11268.0|3 - 4 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|35 - 44 years old|More than 4 years ago|C;C++;C#;Java;JavaScript;SQL;VB.NET;HTML;CSS;Bash/Shell
43064|United States|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|90000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Erlang;JavaScript;PHP;SQL;Swift;HTML;CSS;Bash/Shell
79434|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|150000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C++;C#;JavaScript;TypeScript;HTML;CSS
92105|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|100000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|JavaScript;Ruby;TypeScript
91341|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|916764.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Groovy;Java;JavaScript;PHP;Python;Scala;SQL;TypeScript;HTML;CSS;Bash/Shell
71899|United States|Moderately satisfied|Information systems, information technology, or system administration|59000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|Java;JavaScript;PHP;R;SQL;HTML;CSS;Bash/Shell
2243|India|Extremely satisfied|Computer science, computer engineering, or software engineering|11724.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|35 - 44 years old|Less than a year ago|Java;JavaScript;Python;Scala;Kotlin;HTML;CSS
42435|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|115000.0|I don't typically exercise|Male|East Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
43236|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|50000.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Ruby;HTML;CSS
99014|Portugal|Moderately dissatisfied|Computer science, computer engineering, or software engineering|39164.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;SQL
84028|India|Moderately satisfied|Computer science, computer engineering, or software engineering|15654.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Java;JavaScript;Python;HTML;CSS;Bash/Shell
63602|Spain|Moderately dissatisfied|Computer science, computer engineering, or software engineering|70350.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C#
65984|United States|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|82000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
41064|United States|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|25000.0|I don't typically exercise|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;VBA;HTML;CSS;Bash/Shell
19829|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|12000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Assembly;C++;C#;Java;JavaScript;Python;R;SQL;HTML;CSS
36969|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|36716.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;Erlang;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
48326|United Kingdom|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|650076.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;C#;Matlab;Python;Bash/Shell
9434|Poland|Moderately dissatisfied|Computer science, computer engineering, or software engineering|24696.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
25721|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|24478.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;VB.NET;Visual Basic 6;HTML;CSS
12916|Belarus|Moderately satisfied|Computer science, computer engineering, or software engineering|49308.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Objective-C;Swift
81997|Brazil|Extremely satisfied|Information systems, information technology, or system administration|22452.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
97467|United States|Slightly dissatisfied|A social science (ex. anthropology, psychology, political science)|85000.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;Ruby;HTML;CSS;Bash/Shell
91866|Bulgaria|Moderately satisfied|Computer science, computer engineering, or software engineering|9756.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|SQL;Delphi/Object Pascal
48114|South Africa|Moderately satisfied|Computer science, computer engineering, or software engineering|29664.0|I don't typically exercise|Male|Black or of African descent|Primary/elementary school|3 - 4 hours|35 - 44 years old|Between 1 and 2 years ago|C#;JavaScript;Perl;PHP;SQL;HTML;CSS
94729|Brazil|Extremely satisfied|Computer science, computer engineering, or software engineering|74856.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|PHP;Delphi/Object Pascal
70724|Brazil|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|6360.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|18 - 24 years old|Less than a year ago|Java;JavaScript;PHP;HTML;CSS
79053|Czech Republic|Extremely satisfied|Computer science, computer engineering, or software engineering|73428.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|CoffeeScript;Go;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
3034|Netherlands|Extremely satisfied|Computer science, computer engineering, or software engineering|60216.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C++;C#;Java;JavaScript;Matlab;Objective-C;PHP;SQL;Delphi/Object Pascal;HTML;CSS
40519|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|72000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|More than 4 years ago|Assembly;C;C#;VB.NET
26919|Denmark|Slightly dissatisfied|Computer science, computer engineering, or software engineering|87768.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Scala;TypeScript;HTML;CSS
90797|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|153000.0|1 - 2 times per week|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C;C++;C#;JavaScript;Matlab;Python;SQL;Bash/Shell
73676|India|Moderately satisfied|Computer science, computer engineering, or software engineering|3984.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Java;JavaScript;Swift;TypeScript;HTML;CSS
29857|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|55020.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
91701|France|Moderately satisfied|Computer science, computer engineering, or software engineering|47736.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|Java;Python;Scala;SQL;HTML
99652|Germany|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|20556.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;Java;Matlab;Python;SQL;VBA
7328|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|90000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
73680|Ireland|Moderately dissatisfied|Computer science, computer engineering, or software engineering|352476.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Haskell;JavaScript;PHP;Python;SQL;HTML;CSS
50527|India|Moderately satisfied|Computer science, computer engineering, or software engineering|4128.0|3 - 4 times per week|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;Java;JavaScript;HTML;CSS
979|Russian Federation|Slightly satisfied|Mathematics or statistics|28800.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C++;Java;JavaScript;PHP;Python;SQL;Visual Basic 6;Delphi/Object Pascal;HTML;CSS;Bash/Shell
42592|Switzerland|Moderately satisfied|Computer science, computer engineering, or software engineering|118872.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|45 - 54 years old|Between 1 and 2 years ago|Assembly;C;C++;C#;Java;JavaScript;SQL;TypeScript;VBA;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
97920|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|54755.0|Daily or almost every day|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Python
20179|Hong Kong (S.A.R.)|Moderately satisfied|Computer science, computer engineering, or software engineering|76754.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;Python
20072|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|70000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;SQL;TypeScript;HTML;CSS
51748|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|102000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;SQL
80139|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|141960.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
60418|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|160000.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;HTML;CSS;Bash/Shell
27251|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|36115.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Go;JavaScript;PHP;Python;Rust;SQL;HTML;CSS;Bash/Shell
78798|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|79562.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|Assembly;Perl;Python;Ruby;SQL;HTML;CSS;Bash/Shell
32731|United States|Moderately satisfied|Mathematics or statistics|105000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
96407|Germany|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|96686.0|I don't typically exercise|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Go;Groovy;Java;Python;Ruby;Scala;SQL;HTML;CSS;Bash/Shell
28910|Singapore|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|59052.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Java;Python
92718|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|62507.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
28835|Mexico|Extremely satisfied|Computer science, computer engineering, or software engineering|103140.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Primary/elementary school|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;SQL;Delphi/Object Pascal
82654|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|144000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Java;JavaScript;Matlab;HTML;CSS;Bash/Shell
74770|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|125000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;Groovy;JavaScript;PHP;Python;Ruby;SQL;TypeScript;VB.NET;HTML;Bash/Shell
21127|Germany|Slightly satisfied|Mathematics or statistics|29376.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;Java;JavaScript;Python;R;SQL;TypeScript;HTML;CSS;Bash/Shell
60626|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|97233.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Ruby;SQL;HTML
11953|Turkey|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|25428.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|25 - 34 years old|Between 2 and 4 years ago|C#;CoffeeScript;Groovy;Java;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS
52894|United States|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|110000.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;Python;Ruby;SQL;HTML;CSS;Bash/Shell
56008|United States|Slightly satisfied|A business discipline (ex. accounting, finance, marketing)|55000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;Ruby;SQL;HTML;CSS;Bash/Shell
12951|India|Slightly satisfied|Computer science, computer engineering, or software engineering|25047.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Python
87993|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|39699.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Java;Python;SQL
45781|Netherlands|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|53851.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
68304|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|58752.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;SQL;HTML;CSS
36223|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|160000.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Go;Java;JavaScript;Objective-C;R;Ruby;Rust;Scala;HTML;CSS
13353|France|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|61194.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;Java;Bash/Shell
1422|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|140800.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Go;JavaScript;Python;Scala
27013|Mexico|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|20000.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Assembly;C#;JavaScript;SQL;HTML;CSS
81806|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|152794.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|35 - 44 years old|Between 2 and 4 years ago|Python
37503|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|86120.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;Python;Bash/Shell
64322|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|115000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;Go;JavaScript;PHP;TypeScript;HTML;CSS;Bash/Shell
74894|Russian Federation|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|33972.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
16235|Argentina|Extremely satisfied|Computer science, computer engineering, or software engineering|38136.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Python;R;SQL;HTML;Bash/Shell
13398|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|150000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|Assembly;C;C++;CoffeeScript;Clojure;JavaScript;Lua;Python;Rust;HTML;CSS;Bash/Shell
75170|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|48313.0|1 - 2 times per week|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Go;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
27884|Poland|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|22056.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Perl;SQL
87973|United States|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|140000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript
62138|United States|Moderately dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|70000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;JavaScript;Lua;PHP;Python
50736|Belarus|Extremely satisfied|Information systems, information technology, or system administration|27528.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Groovy;Java;JavaScript;Bash/Shell
95007|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|95000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;CoffeeScript;JavaScript;TypeScript;HTML;CSS
19505|United States|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|95000.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;HTML;CSS
49495|New Zealand|Moderately satisfied|Information systems, information technology, or system administration|1000000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C;C#;Java;JavaScript;Objective-C;Swift;HTML;CSS
38099|United Kingdom|Moderately satisfied|Information systems, information technology, or system administration|41671.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|JavaScript;PHP;Python;HTML;CSS;Bash/Shell
48266|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|126000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;Python;TypeScript;HTML;CSS
91534|China|Moderately satisfied|Computer science, computer engineering, or software engineering|32725.0|1 - 2 times per week|Male|East Asian|Primary/elementary school|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;Groovy;Java;JavaScript;SQL;HTML;CSS
8104|Brazil|Extremely dissatisfied|Computer science, computer engineering, or software engineering|11232.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;Objective-C;SQL;TypeScript;HTML;CSS;Bash/Shell
47331|Serbia|Slightly satisfied|Computer science, computer engineering, or software engineering|70500.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 1 and 2 years ago|C++;Java;JavaScript;Python;Scala;SQL;HTML;CSS;Bash/Shell
15819|India|Moderately satisfied|Computer science, computer engineering, or software engineering|7827.0|I don't typically exercise|Male|South Asian|Primary/elementary school|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|JavaScript;Python;TypeScript
15957|Czech Republic|Extremely satisfied|Computer science, computer engineering, or software engineering|20268.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C#;PHP;SQL;HTML;CSS
54501|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|140000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;TypeScript;HTML;CSS
8734|Lithuania|Extremely satisfied|Computer science, computer engineering, or software engineering|23796.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|More than 4 years ago|JavaScript;PHP;HTML;CSS;Bash/Shell
43219|New Zealand|Moderately satisfied|Computer science, computer engineering, or software engineering|631452.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;C++;C#;Go;JavaScript;Python;Rust;SQL;TypeScript;HTML;CSS;Bash/Shell
73138|India|Moderately satisfied|Computer science, computer engineering, or software engineering|6262.0|Daily or almost every day|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;Java;JavaScript;SQL;HTML;CSS
24294|United States|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|195000.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;Python;Scala;SQL
161|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|120000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Go;JavaScript;Python;R;SQL;HTML;CSS;Bash/Shell
100021|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|58500.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C;Java;JavaScript;PHP;Python;SQL;HTML;Bash/Shell
12271|Germany|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|63642.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|Erlang;Go;Java;JavaScript;Lua;PHP;Python;Ruby;Scala;Cobol;HTML;CSS;Bash/Shell
95493|Romania|Moderately satisfied|Computer science, computer engineering, or software engineering|36720.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;Python;Bash/Shell
88632|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|107152.0|I don't typically exercise|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;Python;HTML;CSS;Bash/Shell
13279|Romania|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|33780.0|Daily or almost every day|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;HTML;CSS
76677|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|30708.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|C;C++;Java;JavaScript;Matlab;Python;R;VBA;HTML;CSS
87157|Portugal|Moderately satisfied|Computer science, computer engineering, or software engineering|8808.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Clojure;Haskell;JavaScript;Python;HTML;CSS;Bash/Shell
24815|United Kingdom|Neither satisfied nor dissatisfied|A natural science (ex. biology, chemistry, physics)|69452.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Go;Scala;SQL
86897|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|41671.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|Less than a year ago|C#;F#;JavaScript;PHP;Python;SQL;HTML;CSS
21899|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|89000.0|1 - 2 times per week|Female|White or of European descent|Associate degree|30 - 59 minutes|35 - 44 years old|Less than a year ago|JavaScript;PHP;HTML;CSS
76693|Canada|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|64417.0|I don't typically exercise|Female|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Python;R;SQL;HTML;CSS;Bash/Shell
23199|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|108000.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C++;Objective-C;PHP;Python
97499|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|109000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Objective-C;Scala;SQL;HTML;CSS
71741|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|130000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Python;Scala;TypeScript
12770|United Kingdom|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|101400.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|45 - 54 years old|More than 4 years ago|Assembly;C;Perl;Python;Bash/Shell
1036|Pakistan|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|2172.0|Daily or almost every day|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;C++;C#;Java;JavaScript;PHP;SQL;VB.NET;HTML;CSS
25907|United States|Slightly dissatisfied|A business discipline (ex. accounting, finance, marketing)|85000.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Python;R;SQL;Delphi/Object Pascal
66091|United Kingdom|Extremely dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|26808.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Haskell;Python
66572|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|52933.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|More than 4 years ago|C++;C#;CoffeeScript;Go;Java;JavaScript;PHP;Python;SQL;HTML;CSS
28783|Romania|Moderately satisfied|Computer science, computer engineering, or software engineering|29376.0|I don't typically exercise|Female|White or of European descent|Associate degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|HTML;CSS
25944|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|36115.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|Less than a year ago|JavaScript;PHP;Python;SQL;HTML;CSS
7957|France|Moderately satisfied|Computer science, computer engineering, or software engineering|22032.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|55 - 64 years old|Less than a year ago|C;C++;Java;JavaScript;Objective-C;PHP;Python;SQL;Visual Basic 6;HTML;CSS;Bash/Shell
78262|Switzerland|Moderately satisfied|Computer science, computer engineering, or software engineering|93842.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C;Go;Perl;Python;SQL;Bash/Shell
35444|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|75000.0|1 - 2 times per week|Male|Black or of African descent;East Asian;Hispanic or Latino/Latina|Associate degree|3 - 4 hours|45 - 54 years old|More than 4 years ago|C#;Java;JavaScript;Perl;Visual Basic 6;HTML;Bash/Shell
62429|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|883428.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;TypeScript;HTML;CSS
97893|Indonesia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|111880.0|I don't typically exercise|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Scala;SQL;Kotlin;HTML;CSS
97450|India|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|5640.0|I don't typically exercise|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|I've never had a job|Java;JavaScript;PHP;Python;SQL;HTML;CSS
94978|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|48313.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|JavaScript;PHP;Delphi/Object Pascal;HTML;CSS
48989|India|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|13619.0|1 - 2 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C;C++;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
54953|Italy|Slightly dissatisfied|Mathematics or statistics|381852.0|I don't typically exercise|Female|White or of European descent|Primary/elementary school|Less than 30 minutes|25 - 34 years old|Less than a year ago|Python;R;Scala;SQL
63438|Ukraine|Slightly satisfied|Computer science, computer engineering, or software engineering|24000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;JavaScript;Python;SQL;Bash/Shell
21169|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|38000.0|I don't typically exercise|Male|East Asian;South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C;JavaScript;Python;HTML
81659|Chile|Moderately dissatisfied|Information systems, information technology, or system administration|9912.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Over 4 hours|18 - 24 years old|Between 1 and 2 years ago|Groovy;Java;JavaScript;SQL;HTML;CSS
20022|United States|Slightly dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|92500.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C#;SQL;TypeScript
23928|New Zealand|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|74911.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C#;Groovy;Java;SQL;Bash/Shell
73270|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|90000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;PHP;Ruby;SQL;HTML;CSS;Bash/Shell
58397|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|38893.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C#;Go;Haskell;Java;JavaScript;PHP;Python;Scala;SQL;HTML;CSS;Bash/Shell
41705|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|74856.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;Java;JavaScript;SQL;TypeScript;Kotlin;Delphi/Object Pascal;HTML;CSS
29213|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|40261.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
16141|Argentina|Slightly dissatisfied|Information systems, information technology, or system administration|50844.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
7888|Iran, Islamic Republic of...|Moderately dissatisfied|Computer science, computer engineering, or software engineering|21648.0|1 - 2 times per week|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Objective-C;Python;Swift
42002|Germany|Extremely satisfied|Information systems, information technology, or system administration|73428.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Java;JavaScript;Python;R;Ruby;Rust;Scala;SQL;Swift;HTML;CSS;Bash/Shell
19662|Taiwan|Slightly satisfied|Computer science, computer engineering, or software engineering|22368.0|I don't typically exercise|Male|East Asian|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Python;Ruby
64228|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|49404.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|Go;Groovy;Java;JavaScript;Python;Scala;Kotlin;HTML;Bash/Shell
79523|Germany|Moderately satisfied|Mathematics or statistics|73433.0|I don't typically exercise|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|JavaScript;PHP;Python;SQL;Bash/Shell
98224|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|77786.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C;C#
88422|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|106000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
75860|Austria|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|22032.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Matlab;R
88525|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|145000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;VB.NET;HTML;CSS
75420|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|130000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;TypeScript;HTML;CSS
71276|Sweden|Extremely satisfied|Computer science, computer engineering, or software engineering|224550.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Over 4 hours|25 - 34 years old|Between 2 and 4 years ago|C#;F#;SQL;VB.NET;Bash/Shell
65182|Belarus|Slightly dissatisfied|Computer science, computer engineering, or software engineering|11748.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#
37265|Brazil|Extremely satisfied|Computer science, computer engineering, or software engineering|52404.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;Scala
2146|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|73000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;Ruby;SQL;VB.NET;HTML;CSS;Bash/Shell
82663|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|96000.0|Daily or almost every day|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|C;C++;Java;JavaScript;Lua;Perl;PHP;Python;R;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
62307|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|120000.0|3 - 4 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C;C#;SQL
62113|Colombia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|42000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
33973|United States|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|72000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Objective-C;Swift
76763|Czech Republic|Extremely satisfied|Computer science, computer engineering, or software engineering|40536.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;Python;SQL
25030|United States|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|128000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;Groovy;Java;JavaScript;Python;SQL;TypeScript;HTML;CSS
20403|South Africa|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|9888.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
40920|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|160000.0|I don't typically exercise|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;F#;JavaScript;SQL;CSS
94403|Romania|Moderately satisfied|Computer science, computer engineering, or software engineering|67560.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;Python;SQL;Swift;HTML;CSS;Bash/Shell
2697|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|50769.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|More than 4 years ago|Java;Bash/Shell
69237|India|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|25047.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#
100877|United States|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|135000.0|Daily or almost every day|Male|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|CoffeeScript;JavaScript;Python
38373|Canada|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|72469.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|Go;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
30518|Thailand|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|39492.0|3 - 4 times per week|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;Python;TypeScript;HTML;CSS
14866|India|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|35379.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Java;JavaScript;TypeScript;HTML;CSS
83946|Egypt|Moderately satisfied|Computer science, computer engineering, or software engineering|1020.0|I don't typically exercise|Male|Middle Eastern|Associate degree|3 - 4 hours|18 - 24 years old|Less than a year ago|Assembly;C++;C#;Groovy;Java;JavaScript;R;SQL;HTML;CSS
15325|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|90000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;SQL;Kotlin
83054|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|35292.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Scala;SQL;HTML;CSS;Bash/Shell
32758|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|20664.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;SQL
57764|United States|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|125000.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|CoffeeScript;JavaScript;Ruby;Rust;Bash/Shell
85168|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|93000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Groovy;Java;JavaScript;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
16206|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|70000.0|1 - 2 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Java;JavaScript;TypeScript;HTML;CSS
54436|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|82612.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;HTML;CSS
40563|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|62507.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Java;JavaScript;Ruby;HTML;CSS;Bash/Shell
46381|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|59988.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;TypeScript;HTML;CSS
66863|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|95000.0|3 - 4 times per week|Female|Black or of African descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|PHP;Python
1668|Austria|Moderately satisfied|Computer science, computer engineering, or software engineering|61194.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Scala;SQL
9106|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|73433.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|CoffeeScript;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
97921|Azerbaijan|Slightly satisfied|Computer science, computer engineering, or software engineering|44064.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|Java;SQL
41555|Italy|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|183582.0|3 - 4 times per week|Male|White or of European descent|Associate degree|1 - 2 hours|65 years or older|More than 4 years ago|Assembly;C++;C#;Python;SQL;VBA;VB.NET;Visual Basic 6;Cobol;HTML
56808|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|39164.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C++;C#;JavaScript;HTML;CSS;Bash/Shell
10539|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|156000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|45 - 54 years old|Between 2 and 4 years ago|C#;Java;JavaScript;Kotlin;HTML;CSS;Bash/Shell
45687|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|94000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|CoffeeScript;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
8628|Germany|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|17628.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C#
42827|United Kingdom|Moderately satisfied|Mathematics or statistics|48616.0|Daily or almost every day|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|R;SQL;VBA
64556|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|52089.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Objective-C;SQL;Swift;Bash/Shell
15629|United Kingdom|Slightly satisfied|Web development or web design|34726.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;Go;Groovy;Java;JavaScript;PHP;Python;SQL;HTML;CSS
28282|Italy|Slightly satisfied|Computer science, computer engineering, or software engineering|30597.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;SQL;TypeScript;HTML;CSS
16317|Bosnia and Herzegovina|Slightly dissatisfied|Computer science, computer engineering, or software engineering|15024.0|3 - 4 times per week|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|JavaScript;SQL;TypeScript;HTML;CSS
78299|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|80000.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Clojure;JavaScript;SQL;CSS;Bash/Shell
7335|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|125014.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
66330|Romania|Extremely satisfied|Computer science, computer engineering, or software engineering|29376.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C;C++;C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
37599|Austria|Moderately satisfied|Computer science, computer engineering, or software engineering|36720.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Go;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
565|Latvia|Moderately satisfied|Computer science, computer engineering, or software engineering|31664.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;TypeScript;HTML;CSS
45923|Israel|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|112344.0|I don't typically exercise|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|C#;Java
46902|South Africa|Moderately satisfied|Computer science, computer engineering, or software engineering|23916.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
42928|Netherlands|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|36716.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C++;C#;Python
26295|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|14089.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;PHP;SQL;Visual Basic 6;HTML;CSS
77641|United States|Moderately satisfied|Mathematics or statistics|95000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|JavaScript;Python;SQL
31097|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|35559.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C++;Java;JavaScript;PHP;SQL
10322|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|110000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
35045|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|62507.0|1 - 2 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;VB.NET;HTML;CSS
51528|India|Moderately dissatisfied|Computer science, computer engineering, or software engineering|23482.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;SQL
29004|Slovakia|Moderately satisfied|Computer science, computer engineering, or software engineering|35244.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;HTML;Bash/Shell
83837|India|Moderately satisfied|Computer science, computer engineering, or software engineering|13463.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;Matlab
73897|United States|Moderately satisfied|Information systems, information technology, or system administration|60000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|Assembly;C++;C#;Java;JavaScript;Matlab;Python;Ruby;Scala;SQL;HTML;CSS;Bash/Shell
63371|Estonia|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|29376.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C++;JavaScript;PHP;Python;R;Swift;HTML;CSS
60107|Poland|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|31764.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;F#;Haskell;Java;JavaScript;Python;SQL;TypeScript;Kotlin;HTML;CSS
49408|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|30559.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;C#;SQL;Cobol;Bash/Shell
80854|United States|Moderately dissatisfied|I never declared a major|120000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|55 - 64 years old|Less than a year ago|Java;JavaScript;Objective-C;Ruby;Swift
63075|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|165000.0|3 - 4 times per week|Male|East Asian;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|CoffeeScript;Groovy;Java;JavaScript;Python;SQL;Kotlin;HTML;CSS;Bash/Shell
83339|Iran, Islamic Republic of...|Moderately satisfied|Web development or web design|22860.0|1 - 2 times per week|Non-binary, genderqueer, or gender non-conforming|Middle Eastern|Associate degree|3 - 4 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;SQL;Delphi/Object Pascal;HTML;CSS
86784|Hungary|Moderately satisfied|Computer science, computer engineering, or software engineering|28584.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Objective-C;SQL;TypeScript;HTML;CSS
51733|Canada|Extremely satisfied|Mathematics or statistics|79555.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|45 - 54 years old|More than 4 years ago|Java;JavaScript;Perl;SQL;HTML;CSS
55963|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|80000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C;C#;JavaScript;Objective-C;Perl;PHP;Python;R;SQL;HTML;Bash/Shell
13843|Russian Federation|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|16140.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Matlab;VBA;VB.NET;Visual Basic 6;Bash/Shell
47935|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|73433.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;Python;Rust;SQL
13722|Netherlands|Extremely satisfied|Computer science, computer engineering, or software engineering|60948.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C++;C#;JavaScript;SQL;HTML;CSS
88204|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|21300.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;Java;JavaScript;Python;SQL;VB.NET;HTML;CSS
60859|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|538968.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;JavaScript;SQL;TypeScript;HTML;CSS
37586|France|Moderately satisfied|Computer science, computer engineering, or software engineering|73433.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;F#;Java;JavaScript;SQL;HTML;CSS
38441|Colombia|Extremely dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|13500.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|25 - 34 years old|More than 4 years ago|C++;JavaScript;PHP;SQL;HTML;CSS
56436|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|483384.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS
46408|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|45000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C++;C#;JavaScript;Ruby;SQL;HTML;CSS
33179|Spain|Extremely satisfied|Computer science, computer engineering, or software engineering|48955.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C#;Go;JavaScript;R;SQL;TypeScript;HTML;CSS;Bash/Shell
86764|Italy|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|23496.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java
70560|Ireland|Extremely satisfied|Web development or web design|1000000.0|3 - 4 times per week|Male|White or of European descent|They never completed any formal education|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Ruby;SQL;Swift;HTML;CSS
72249|Greece|Moderately dissatisfied|Web development or web design|14688.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
63834|United States|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|720000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|Between 1 and 2 years ago|JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
5935|New Zealand|Moderately satisfied|Computer science, computer engineering, or software engineering|69430.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Java;JavaScript;PHP;Python;SQL;VB.NET;HTML;CSS;Bash/Shell
63942|United States|Extremely satisfied|Mathematics or statistics|105000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
93367|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|140000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Some college/university study without earning a degree|Over 4 hours|35 - 44 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;Swift;Kotlin;HTML;CSS
55870|Sweden|Slightly dissatisfied|Web development or web design|65868.0|Daily or almost every day|Male|White or of European descent|They never completed any formal education|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Objective-C;PHP;Ruby;HTML;CSS;Bash/Shell
15420|United Kingdom|Extremely dissatisfied|Information systems, information technology, or system administration|41671.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Go;JavaScript;PHP;Python;SQL;TypeScript;Kotlin;HTML;CSS;Bash/Shell
26635|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|150000.0|I don't typically exercise|Male|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Java;Python;R;SQL
92152|India|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|31309.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript
85207|Sweden|Moderately satisfied|Information systems, information technology, or system administration|76353.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C++;C#;Java;JavaScript;Objective-C;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
76533|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|95015.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Scala;SQL;Kotlin;HTML;Bash/Shell
29345|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|46533.0|Daily or almost every day|Male|Native American, Pacific Islander, or Indigenous Australian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Java;Python;Kotlin
18706|Iran, Islamic Republic of...|Moderately dissatisfied|Computer science, computer engineering, or software engineering|13320.0|1 - 2 times per week|Male|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;HTML;CSS
76852|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|0.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Objective-C;PHP;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
74072|United Kingdom|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|51672.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
24638|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|80000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;Perl;Python;SQL;HTML;CSS;Bash/Shell
74593|United States|Moderately dissatisfied|I never declared a major|1800000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Go;JavaScript;HTML;CSS
3595|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|48616.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;VB.NET;HTML;CSS;Bash/Shell
90796|India|Slightly satisfied|Computer science, computer engineering, or software engineering|6012.0|Daily or almost every day|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|18 - 24 years old|Between 2 and 4 years ago|JavaScript;PHP;HTML;CSS
14145|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|102500.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Java;Kotlin;HTML;CSS
78475|Australia|Moderately satisfied|Information systems, information technology, or system administration|43985.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;SQL;VB.NET;CSS
53176|Australia|Moderately satisfied|Information systems, information technology, or system administration|87971.0|I don't typically exercise|Male|Middle Eastern;White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
56840|Sweden|Extremely satisfied|Computer science, computer engineering, or software engineering|70368.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Erlang;Ruby;Scala
45343|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|111123.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|JavaScript;Python;SQL;VBA;Delphi/Object Pascal
29200|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|49200.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;JavaScript;Python;HTML;CSS;Bash/Shell
63063|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|156000.0|I don't typically exercise|Male|White or of European descent|Associate degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;TypeScript;HTML;CSS;Bash/Shell
100663|United States|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|96000.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;Go;Groovy;Java;JavaScript;Objective-C;Python;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
54808|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|100000.0|Daily or almost every day|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;TypeScript;HTML;CSS;Bash/Shell
1997|Germany|Moderately satisfied|Information systems, information technology, or system administration|60216.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C++;JavaScript;PHP;SQL;HTML;CSS
30642|Sweden|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|104799.0|3 - 4 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;Python;R;Scala;SQL;Bash/Shell
21906|Russian Federation|Slightly dissatisfied|Computer science, computer engineering, or software engineering|17616.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;JavaScript;PHP;SQL;HTML;CSS
60364|Canada|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|36235.0|1 - 2 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Go;JavaScript;PHP;SQL;Delphi/Object Pascal;HTML;CSS;Bash/Shell
90384|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|91791.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Groovy;Java;Python;SQL;Kotlin;Bash/Shell
34114|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|97680.0|I don't typically exercise|Female|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL
25671|United Kingdom|Slightly satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|66674.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|C#;VBA;Bash/Shell
70751|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|115000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;Java;JavaScript;PHP;Python;HTML;CSS;Bash/Shell
13064|Spain|Slightly dissatisfied|Computer science, computer engineering, or software engineering|55075.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;PHP;Python;HTML;CSS;Bash/Shell
42614|India|Extremely dissatisfied|Computer science, computer engineering, or software engineering|9393.0|1 - 2 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;Groovy;Java;Kotlin
8260|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|130000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;C#;JavaScript;Matlab;Ruby;SQL;HTML;CSS;Bash/Shell
81737|Iran, Islamic Republic of...|Moderately satisfied|Computer science, computer engineering, or software engineering|14988.0|I don't typically exercise|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#
73407|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|83800.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
89963|Norway|Slightly dissatisfied|Computer science, computer engineering, or software engineering|79064.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Groovy;Haskell;Java;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
15481|France|Slightly satisfied|Computer science, computer engineering, or software engineering|42836.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Python;SQL;HTML
69980|United States|Moderately satisfied|Information systems, information technology, or system administration|74000.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;SQL;Bash/Shell
24271|Belgium|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|925248.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;TypeScript;HTML;CSS
13675|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|70000.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Haskell;JavaScript;Python;SQL;TypeScript;Kotlin;Ocaml;HTML;CSS;Bash/Shell
22188|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|39164.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;HTML;CSS
48286|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|500052.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;C#;Java;JavaScript;Matlab;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
89668|Austria|Slightly satisfied|Computer science, computer engineering, or software engineering|39648.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;C#;JavaScript;Lua;PHP;SQL;TypeScript;HTML;CSS
58671|Finland|Moderately satisfied|Computer science, computer engineering, or software engineering|66089.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
84019|Canada|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|95015.0|1 - 2 times per week|Male|White or of European descent|They never completed any formal education|30 - 59 minutes|25 - 34 years old|Less than a year ago|Clojure;Java;JavaScript;PHP;Ruby;Scala;SQL;TypeScript;HTML;CSS;Bash/Shell
29406|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|83224.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C++;C#
54802|France|Moderately satisfied|Computer science, computer engineering, or software engineering|807756.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;C#;Java;JavaScript;PHP;SQL;VB.NET;HTML;CSS;Bash/Shell
8375|Bangladesh|Slightly satisfied|Computer science, computer engineering, or software engineering|30000.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;C++;C#;CoffeeScript;Java;JavaScript;Matlab;Perl;PHP;Python;Ruby;SQL;Swift;TypeScript;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
101245|Netherlands|Extremely satisfied|Computer science, computer engineering, or software engineering|79552.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|Python;Ruby;Rust;Bash/Shell
42802|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|140000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Go;Groovy;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
29567|South Africa|Slightly satisfied|Computer science, computer engineering, or software engineering|48.0|Daily or almost every day|Male|South Asian|Primary/elementary school|1 - 2 hours|25 - 34 years old|More than 4 years ago|C;C#;JavaScript;SQL;TypeScript;HTML;CSS
86256|United States|Extremely satisfied|I never declared a major|125000.0|Daily or almost every day|Male|Hispanic or Latino/Latina;Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Ruby;HTML;CSS
24541|Australia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|111963.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C++;C#;JavaScript;Lua;SQL;TypeScript;HTML;CSS
7596|Finland|Extremely satisfied|Computer science, computer engineering, or software engineering|69761.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|JavaScript;Python;TypeScript
28442|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|108000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|CoffeeScript;JavaScript;PHP;Python;SQL;HTML;CSS
70216|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|150000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;Java;JavaScript;Ruby;Swift;HTML;CSS
74451|India|Extremely dissatisfied|Computer science, computer engineering, or software engineering|15811.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Matlab;PHP;Python;SQL
3805|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|48955.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;Java;JavaScript;Objective-C;Python;R;Swift;Visual Basic 6;HTML;CSS;Bash/Shell
61154|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|110000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C;Matlab;Python
8347|Switzerland|Slightly dissatisfied|A natural science (ex. biology, chemistry, physics)|250248.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;Python;SQL;HTML;Bash/Shell
68949|France|Moderately satisfied|Computer science, computer engineering, or software engineering|51408.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;C++;JavaScript;PHP;Ruby;HTML;CSS
10018|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|10400.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|Java;JavaScript
95677|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|102000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C++;C#;Java;JavaScript;SQL;VBA;HTML;CSS;Bash/Shell
36277|France|Moderately satisfied|Computer science, computer engineering, or software engineering|56298.0|1 - 2 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Python
2255|Dominican Republic|Slightly satisfied|Computer science, computer engineering, or software engineering|24000.0|3 - 4 times per week|Male|Black or of African descent;Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
66935|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|75000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Java;JavaScript;SQL;TypeScript;HTML;CSS
12339|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|47904.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C;C++;Matlab;Python;HTML;CSS;Bash/Shell
28876|United Kingdom|Moderately dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|20836.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
13489|Brazil|Moderately dissatisfied|Computer science, computer engineering, or software engineering|6552.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C#;JavaScript;Python;R;Ruby;HTML;CSS
9968|Greece|Moderately dissatisfied|Computer science, computer engineering, or software engineering|23496.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C;C++;Java;JavaScript
75116|Czech Republic|Extremely satisfied|Information systems, information technology, or system administration|69024.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;PHP;Python;SQL;HTML;CSS;Bash/Shell
17069|Sweden|Moderately satisfied|Mathematics or statistics|52404.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Matlab;Objective-C;Python;SQL;VBA
87128|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|29376.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|CoffeeScript;JavaScript;PHP;HTML;CSS;Bash/Shell
86670|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|40584.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C++;C#;Java;JavaScript;Matlab;PHP;SQL;TypeScript;HTML;CSS
75820|Spain|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|30597.0|Daily or almost every day|Female|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|R
43725|India|Moderately satisfied|Computer science, computer engineering, or software engineering|12524.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;Python;Ruby;SQL;HTML;CSS
60465|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|1500.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C;C#;Java;JavaScript;Perl;PHP;Python;SQL;HTML;CSS;Bash/Shell
64424|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|41916.0|I don't typically exercise|Female|East Asian;Hispanic or Latino/Latina;White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;HTML;CSS;Bash/Shell
99135|Netherlands|Extremely satisfied|Computer science, computer engineering, or software engineering|91800.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Java
65264|Romania|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|58752.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|3 - 4 hours|35 - 44 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS
95790|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|82000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;SQL;TypeScript;HTML;CSS
20664|United Kingdom|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|56395.0|3 - 4 times per week|Male|Middle Eastern;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
49222|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|83342.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS
71095|Greece|Moderately satisfied|Computer science, computer engineering, or software engineering|33192.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Scala;SQL;HTML;CSS
3088|Turkey|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|50868.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|35 - 44 years old|More than 4 years ago|JavaScript;R;HTML;CSS
6575|United States|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|60000.0|Daily or almost every day|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
25531|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|60000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;JavaScript;Python;HTML;CSS
32882|Poland|Extremely satisfied|Computer science, computer engineering, or software engineering|35292.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|CoffeeScript;JavaScript;TypeScript;CSS
23924|Poland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|14704.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
68845|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|86000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Perl;Rust;SQL;TypeScript;HTML;CSS;Bash/Shell
88454|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|127000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|C;C++;C#;Clojure;Go;Groovy;Java;JavaScript;SQL;TypeScript;VB.NET;Visual Basic 6;HTML;Bash/Shell
13767|Germany|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|14688.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|More than 4 years ago|C++;C#;Matlab;Bash/Shell
19973|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|100652.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|45 - 54 years old|More than 4 years ago|C;C++;JavaScript;Perl;Python;SQL;HTML;CSS;Bash/Shell
75213|Switzerland|Slightly satisfied|Computer science, computer engineering, or software engineering|106356.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;Java;JavaScript;PHP;R;SQL;VB.NET;HTML
74530|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|135000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;Go;Python;Ruby;HTML;CSS
64951|United States|Extremely satisfied|Mathematics or statistics|140000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|65 years or older|More than 4 years ago|C;C++;C#;Java;VB.NET;Delphi/Object Pascal;HTML;CSS
49683|United Kingdom|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|108345.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;SQL;VB.NET;HTML;CSS
69835|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|85000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Java;JavaScript;Python;Ruby;Scala;SQL;HTML;CSS;Bash/Shell
16223|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|15000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
21043|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|132000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C++;C#;Java;JavaScript;Objective-C;SQL;Swift;VB.NET;HTML;CSS
93935|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|62412.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C;C++;C#;Java;JavaScript;Lua
76975|Bangladesh|Moderately satisfied|Computer science, computer engineering, or software engineering|17328.0|I don't typically exercise|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;PHP;Python;SQL;HTML;CSS
27005|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|163000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
41122|United States|Moderately satisfied|Mathematics or statistics|65000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|PHP;Python;HTML;CSS;Bash/Shell
93236|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|75880.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;Java
64376|Australia|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|63979.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C++;C#;Java;JavaScript;Lua;Objective-C;PHP;SQL;TypeScript;VBA;VB.NET;HTML;CSS
22857|Greece|Extremely satisfied|Computer science, computer engineering, or software engineering|73428.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C++;C#;Groovy;Java;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
13870|Brazil|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|33684.0|I don't typically exercise|Male|Hispanic or Latino/Latina|They never completed any formal education|Over 4 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Python;TypeScript;HTML;CSS
89681|Netherlands|Extremely satisfied|Information systems, information technology, or system administration|66084.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;Objective-C;Perl;PHP;SQL;Swift;VBA;HTML;CSS;Bash/Shell
65773|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|55562.0|1 - 2 times per week|Male|Middle Eastern|Associate degree|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;C#;Java;JavaScript;Matlab;PHP;Python;SQL;VBA;VB.NET;Visual Basic 6;Delphi/Object Pascal;HTML;CSS;Bash/Shell
24093|Malaysia|Slightly satisfied|Information systems, information technology, or system administration|29640.0|I don't typically exercise|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;HTML;CSS
14962|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|20292.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;R;SQL;HTML;CSS;Bash/Shell
75196|Netherlands|Slightly satisfied|Computer science, computer engineering, or software engineering|65352.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;C#;CoffeeScript;Erlang;Groovy;Java;JavaScript;Matlab;Objective-C;PHP;Python;Ruby;SQL;Swift;HTML;CSS;Bash/Shell
76278|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|44916.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;Python;SQL;Swift;HTML;CSS;Bash/Shell
60180|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|78750.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;SQL;CSS;Bash/Shell
69084|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|70985.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;SQL;HTML;CSS
41201|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|58746.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;HTML;CSS
41836|India|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|109581.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Python;R
91450|Israel|Moderately satisfied|Computer science, computer engineering, or software engineering|93960.0|I don't typically exercise|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Python
45100|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|54000.0|3 - 4 times per week|Male|Black or of African descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
35653|Croatia|Moderately satisfied|Mathematics or statistics|29373.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|Haskell;Python
24202|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|85000.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;Java;JavaScript;SQL;HTML;CSS
75819|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|74000.0|Daily or almost every day|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Ruby;TypeScript;HTML;CSS;Bash/Shell
20880|Iceland|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|62856.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C;C#;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
754|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|80000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C;C++;C#;Python;VB.NET
57449|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|21168.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;TypeScript;HTML;CSS;Bash/Shell
59294|Switzerland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|109483.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Python;Bash/Shell
11006|France|Extremely satisfied|Computer science, computer engineering, or software engineering|31821.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
90683|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|170000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;Java;JavaScript;Lua;Matlab;Python;Ruby
65610|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|59970.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;SQL
6002|Poland|Moderately satisfied|Information systems, information technology, or system administration|49404.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;Ruby;SQL;HTML;CSS;Bash/Shell
48952|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|24478.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;SQL;HTML;CSS
19805|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|146000.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C;Go;Java;Perl;Python;SQL;Bash/Shell
30961|Iran, Islamic Republic of...|Extremely satisfied|Computer science, computer engineering, or software engineering|27636.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C++;Python;Bash/Shell
63771|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|55981.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|JavaScript;Python;HTML;CSS;Bash/Shell
49234|Jordan|Slightly satisfied|Computer science, computer engineering, or software engineering|15600.0|I don't typically exercise|Male|Middle Eastern;White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Objective-C;Swift
89142|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|55000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;Lua;Python;Ruby;Rust;SQL;TypeScript;HTML;CSS;Bash/Shell
2659|Serbia|Moderately dissatisfied|Computer science, computer engineering, or software engineering|44064.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;Objective-C
97902|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|8076.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;C#;Java;JavaScript;Python;Scala;HTML;CSS;Bash/Shell
37626|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|75000.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Java;SQL;Swift;VBA;VB.NET;Visual Basic 6;HTML;CSS
70039|Finland|Moderately satisfied|Computer science, computer engineering, or software engineering|44064.0|1 - 2 times per week|Male|South Asian|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|Less than a year ago|C++;C#;Java;JavaScript;Matlab;Python;Scala;SQL;HTML;CSS;Bash/Shell
33939|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|68537.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
64138|Bulgaria|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|37500.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C#;Java;JavaScript;PHP;Python;VBA;VB.NET;Visual Basic 6;HTML;CSS
30442|Germany|Extremely satisfied|Information systems, information technology, or system administration|134627.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Groovy;Java;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
86149|United States|Moderately satisfied|Information systems, information technology, or system administration|78200.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS
84599|Italy|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|36716.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
19005|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|140000.0|I don't typically exercise|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;TypeScript;Kotlin;HTML;CSS;Bash/Shell
42046|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|165000.0|1 - 2 times per week|Male|East Asian|Some college/university study without earning a degree|Less than 30 minutes|35 - 44 years old|Between 1 and 2 years ago|JavaScript;Python;TypeScript;HTML;CSS
81760|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|95000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|C;Java;JavaScript;Perl;PHP;SQL;HTML;CSS;Bash/Shell
82502|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|58752.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Assembly;C;C++;Hack;Java;JavaScript;Objective-C;PHP;Rust;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
29036|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|36000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Assembly;C;C++;Matlab;Python;SQL;HTML;CSS
35735|Russian Federation|Moderately satisfied|Computer science, computer engineering, or software engineering|74304.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Go;Groovy;Java;JavaScript;Lua;Scala;SQL;TypeScript;HTML;CSS;Bash/Shell
53616|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|42300.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Java;Python;HTML;CSS
40332|India|Extremely satisfied|Computer science, computer engineering, or software engineering|23482.0|3 - 4 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C;C++;Go;Java;JavaScript;Matlab;PHP;Python;R;SQL;HTML;CSS;Bash/Shell
63937|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|90000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;Objective-C;Ruby;Swift;Kotlin;Bash/Shell
53663|Canada|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|32209.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|45 - 54 years old|Between 2 and 4 years ago|Java;SQL;Visual Basic 6
94766|United States|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|200000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|Assembly;C;C++;Python;Bash/Shell
57422|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|66027.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Go;Java;JavaScript;Objective-C;PHP;Python;SQL;Swift;Kotlin;HTML;CSS
95987|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|1000000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;Groovy;Java;JavaScript;Objective-C;SQL;Swift;TypeScript;Kotlin;HTML;CSS
53434|France|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|56543.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;Haskell;Python;SQL;Bash/Shell
28845|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|84000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
18841|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|53851.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;HTML;CSS
73618|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|2000000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Python;SQL;Swift;TypeScript;HTML;CSS
11924|Venezuela, Bolivarian Republic of...|Extremely satisfied|Information systems, information technology, or system administration|600.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
76150|Sweden|Extremely satisfied|Computer science, computer engineering, or software engineering|49404.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C#
63262|Germany|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|72209.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Objective-C;TypeScript;HTML;CSS
1759|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|154000.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;JavaScript;Perl;Ruby;SQL;HTML;CSS;Bash/Shell
84550|United States|Moderately satisfied|I never declared a major|100000.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;Perl;PHP;Python;HTML;CSS;Bash/Shell
35747|Canada|Slightly satisfied|Computer science, computer engineering, or software engineering|104678.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;PHP;Python;SQL;TypeScript;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
43292|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|100000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;Java;JavaScript;Objective-C;Python;Swift;HTML;CSS;Bash/Shell
6987|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|59880.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;Lua;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
21801|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|121000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
75652|Philippines|Extremely satisfied|Computer science, computer engineering, or software engineering|14652.0|I don't typically exercise|Male|East Asian;South Asian|Associate degree|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;SQL;VBA;VB.NET;Visual Basic 6;Delphi/Object Pascal
47300|Canada|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|72469.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Lua;Python;Bash/Shell
98155|Italy|Moderately dissatisfied|Computer science, computer engineering, or software engineering|22284.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C;C++;Haskell;Java;JavaScript;PHP;Python;SQL;Visual Basic 6;HTML;CSS;Bash/Shell
81920|Armenia|Moderately satisfied|Computer science, computer engineering, or software engineering|23628.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;SQL;HTML;CSS
51944|Russian Federation|Slightly satisfied|Mathematics or statistics|14856.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#;Java;JavaScript;Python;SQL;Bash/Shell
14261|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|125014.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
51422|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|103000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Python
7868|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|115000.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Groovy;Java;JavaScript;Python;R;Scala;TypeScript
19604|United States|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|108252.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Kotlin;HTML;CSS;Bash/Shell
91500|United States|Extremely satisfied|Information systems, information technology, or system administration|88500.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Go;Java;JavaScript;Ruby;SQL;VB.NET;HTML;CSS;Bash/Shell
8570|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|58000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Lua;SQL;HTML;CSS
62203|Ireland|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|61194.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|JavaScript;Python;SQL;HTML;CSS
77965|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|120000.0|I don't typically exercise|Male|White or of European descent|Associate degree|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Perl;Python;SQL;HTML;CSS;Bash/Shell
54241|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|53892.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;Python;Swift;Kotlin;HTML;CSS;Bash/Shell
51899|Russian Federation|Moderately satisfied|Computer science, computer engineering, or software engineering|20808.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;Scala;SQL
42384|Indonesia|Extremely satisfied|Computer science, computer engineering, or software engineering|107400.0|I don't typically exercise|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|Assembly;C;C++;Java;JavaScript;PHP;Python;SQL;VB.NET;Visual Basic 6;Kotlin;HTML;CSS
63202|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|6204.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;Python
35898|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|80000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;Groovy;Java;JavaScript;Objective-C;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
84867|Pakistan|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|11820.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL
71735|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|38820.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;HTML;CSS
54691|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|25047.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Groovy;Java;JavaScript
83990|Brazil|Neither satisfied nor dissatisfied|A business discipline (ex. accounting, finance, marketing)|10476.0|Daily or almost every day|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;HTML;CSS
98776|India|Moderately satisfied|Computer science, computer engineering, or software engineering|28178.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;JavaScript;Python;R
1742|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|160000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;JavaScript;Objective-C;SQL;Swift;HTML;CSS;Bash/Shell
662|Bulgaria|Extremely dissatisfied|A business discipline (ex. accounting, finance, marketing)|12000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;TypeScript;HTML;CSS
47379|Belgium|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|146868.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Python;VBA;VB.NET;Visual Basic 6
4583|Russian Federation|Slightly satisfied|Information systems, information technology, or system administration|25476.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Java;JavaScript;Matlab;PHP;Python;SQL;HTML;CSS;Bash/Shell
2578|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|138904.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
25836|Nigeria|Slightly satisfied|Computer science, computer engineering, or software engineering|13332.0|Daily or almost every day|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|More than 4 years ago|Java;Kotlin;HTML
14757|Poland|Moderately satisfied|Mathematics or statistics|22932.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;SQL
60999|Mexico|Moderately satisfied|Computer science, computer engineering, or software engineering|22560.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
8384|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|29376.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Less than a year ago|C++;C#;Go;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
73938|New Zealand|Extremely satisfied|Computer science, computer engineering, or software engineering|40196.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;Clojure;Java;JavaScript;Perl;PHP;Python;SQL;TypeScript;Delphi/Object Pascal;HTML;CSS
19156|Uruguay|Moderately satisfied|Computer science, computer engineering, or software engineering|60000.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
27072|Norway|Moderately dissatisfied|Computer science, computer engineering, or software engineering|84165.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Groovy;Java;JavaScript;Python;Ruby;Scala;SQL;HTML;CSS;Bash/Shell
22567|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|74550.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS
76423|Taiwan|Slightly satisfied|Computer science, computer engineering, or software engineering|84743.0|I don't typically exercise|Male|East Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C++;C#;Groovy;Java;JavaScript;Python;HTML;Bash/Shell
47039|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|2000000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|55 - 64 years old|More than 4 years ago|Assembly;C;C++;C#;Java;JavaScript;Objective-C;PHP;Python;SQL;Swift;VBA;VB.NET;Delphi/Object Pascal;HTML;CSS;Bash/Shell
10743|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|88119.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|Groovy;Java;Python;SQL;TypeScript;Kotlin;HTML;CSS;Bash/Shell
50829|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|1000000.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Python
75243|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|60000.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;Kotlin;HTML;CSS
93360|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|106000.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
40163|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|165000.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;Python;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
57297|France|Moderately satisfied|Computer science, computer engineering, or software engineering|34269.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Assembly;C;C++;Clojure;Haskell;Java;JavaScript;Python;HTML;CSS
30587|United Kingdom|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|37504.0|I don't typically exercise|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
34801|United States|Moderately satisfied|Information systems, information technology, or system administration|85000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Assembly;C;C++;C#;Go;Java;JavaScript;Matlab;Objective-C;PHP;VBA;Kotlin;HTML;CSS;Bash/Shell
47469|Croatia|Moderately satisfied|Computer science, computer engineering, or software engineering|25656.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
75609|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|59980.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C++;Lua;Python
38237|Canada|Slightly dissatisfied|Computer science, computer engineering, or software engineering|80521.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C#;Clojure;Erlang;F#;Go;Haskell;JavaScript;Python;Ruby;Rust;VB.NET;Visual Basic 6
35052|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|107964.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|C;C++;Go;JavaScript;Objective-C;Python;SQL;HTML;CSS;Bash/Shell
61282|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|10236.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Matlab;PHP;Python;SQL;HTML;CSS;Bash/Shell
29848|Belgium|Moderately satisfied|Computer science, computer engineering, or software engineering|55686.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;Lua;SQL;HTML;CSS
27109|Canada|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|24156.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript
39791|Philippines|Slightly satisfied|Information systems, information technology, or system administration|6120.0|I don't typically exercise|Male|East Asian;South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;HTML;CSS
39629|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|58000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Java;PHP;Python;HTML;CSS
8559|Ireland|Extremely satisfied|Computer science, computer engineering, or software engineering|90288.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Groovy;Java;JavaScript;R;SQL;TypeScript;Kotlin;HTML;CSS;Bash/Shell
66591|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|94000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|Java;JavaScript;Python;HTML;Bash/Shell
96319|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|67069.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java
76379|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|105000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C;C++;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
10062|Malta|Moderately satisfied|Computer science, computer engineering, or software engineering|39776.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
54223|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|90000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C;C++;Python;Bash/Shell
20856|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|103300.0|1 - 2 times per week|Female|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;Groovy;Java;JavaScript;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
83561|India|Slightly satisfied|Computer science, computer engineering, or software engineering|11741.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;SQL;HTML;CSS
64160|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|63896.0|3 - 4 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;Python;Ruby;HTML;CSS;Bash/Shell
55491|France|Moderately satisfied|Computer science, computer engineering, or software engineering|51403.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Go;Java;JavaScript;Python;Scala;Bash/Shell
8446|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|105000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|C#;F#;Java;JavaScript;SQL;HTML;CSS
29303|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|61752.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Go;PHP;SQL;HTML;CSS;Bash/Shell
86128|Australia|Slightly satisfied|Computer science, computer engineering, or software engineering|57581.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
20763|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|130000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Go;Java;JavaScript;TypeScript;HTML;CSS
99911|Ukraine|Slightly satisfied|Computer science, computer engineering, or software engineering|36000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;CSS
57656|India|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|13306.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;Python;R;TypeScript;HTML;CSS
6181|India|Slightly dissatisfied|Information systems, information technology, or system administration|5640.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;HTML;CSS
76715|Mexico|Slightly dissatisfied|Computer science, computer engineering, or software engineering|5796.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Professional degree (JD, MD, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C;C++;Objective-C;Swift
90037|United Kingdom|Slightly dissatisfied|A natural science (ex. biology, chemistry, physics)|683412.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C++;C#;JavaScript;PHP;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS
81185|Cuba|Moderately satisfied|Computer science, computer engineering, or software engineering|876.0|Daily or almost every day|Male|Black or of African descent;Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|25 - 34 years old|Between 1 and 2 years ago|C++
45373|India|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|27708.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;SQL
90276|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|122000.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Groovy;Java;JavaScript;Perl;Python;TypeScript;Bash/Shell
30624|Poland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|21876.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;Go
92258|Canada|Extremely satisfied|A health science (ex. nursing, pharmacy, radiology)|61196.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Python;Scala;SQL;HTML;CSS;Bash/Shell
52971|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|3757.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
62765|United States|Extremely satisfied|Web development or web design|50000.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
88501|Poland|Slightly dissatisfied|Mathematics or statistics|30000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
93045|Bulgaria|Slightly dissatisfied|Computer science, computer engineering, or software engineering|26256.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java;Ruby;TypeScript;Kotlin
84335|Bulgaria|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|12000.0|I don't typically exercise|Female|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|PHP;SQL;HTML;CSS
41006|Australia|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|74375.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|Java;JavaScript;SQL
31418|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|56365.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Rust;SQL;TypeScript;HTML;CSS;Bash/Shell
62709|Russian Federation|Extremely satisfied|Computer science, computer engineering, or software engineering|115000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C++;Objective-C;Swift
68114|Netherlands|Slightly satisfied|Computer science, computer engineering, or software engineering|79552.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;Python;Kotlin
95558|Russian Federation|Slightly dissatisfied|Computer science, computer engineering, or software engineering|12.0|I don't typically exercise|Female;Transgender|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS
86398|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|15600.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C++;C#;Python;VBA;VB.NET
24186|United States|Moderately satisfied|A health science (ex. nursing, pharmacy, radiology)|120000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;Go;Java;JavaScript;Python;Scala;SQL;HTML;CSS;Bash/Shell
63928|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|68000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Java;JavaScript;Perl;Python;SQL;Swift;TypeScript;Kotlin;HTML;CSS;Bash/Shell
78437|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|95000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript
68457|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|115000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;C#;JavaScript;Perl;SQL;TypeScript;HTML;CSS;Bash/Shell
87207|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|90000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Assembly;C#;Matlab;Bash/Shell
89623|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|90000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;Objective-C;Python;Bash/Shell
15827|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|170000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Groovy;Java;JavaScript;Objective-C;Python;Ruby;SQL;Swift;HTML;CSS;Bash/Shell
76384|United Kingdom|Slightly satisfied|Mathematics or statistics|46498.0|1 - 2 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#
31770|Germany|Moderately satisfied|Information systems, information technology, or system administration|61194.0|3 - 4 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;SQL
68677|Russian Federation|Moderately satisfied|Web development or web design|17088.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;JavaScript;Lua;Perl;PHP;SQL;HTML;CSS;Bash/Shell
98051|Ukraine|Moderately satisfied|Computer science, computer engineering, or software engineering|44400.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript
54992|United Kingdom|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|55006.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;SQL;VBA;VB.NET;HTML;CSS
76940|Brazil|Slightly dissatisfied|Computer science, computer engineering, or software engineering|811000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;JavaScript;Ruby;SQL;HTML;CSS
9042|Russian Federation|Moderately satisfied|Information systems, information technology, or system administration|37152.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;HTML;CSS
18947|Maldives|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|15588.0|3 - 4 times per week|Female|South Asian|Primary/elementary school|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;SQL;HTML;CSS
50503|Germany|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|43320.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;Java;Matlab;Python;Bash/Shell
37946|Portugal|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|18360.0|1 - 2 times per week|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;SQL;VBA;VB.NET;Visual Basic 6
40193|United States|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|80000.0|I don't typically exercise|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Java;Matlab;Python
21258|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|16000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C++;Java;JavaScript;Python
99474|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|70000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Perl;Python;HTML;CSS
42902|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|109200.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C++;C#;Java;JavaScript;PHP;Python;SQL;Bash/Shell
59582|Colombia|Slightly satisfied|Computer science, computer engineering, or software engineering|16872.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;Groovy;Java;JavaScript;Python;SQL;TypeScript;Cobol;HTML;CSS;Bash/Shell
99441|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|55562.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|55 - 64 years old|Less than a year ago|Assembly;C;C++;C#;HTML;Bash/Shell
12166|India|Moderately satisfied|Computer science, computer engineering, or software engineering|4692.0|3 - 4 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|18 - 24 years old|Between 1 and 2 years ago|Swift
13006|Italy|Slightly satisfied|Computer science, computer engineering, or software engineering|30597.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C++;Java;JavaScript;Lua;PHP;Python;SQL;HTML;CSS;Bash/Shell
42202|Argentina|Slightly satisfied|Information systems, information technology, or system administration|20340.0|I don't typically exercise|Female|Hispanic or Latino/Latina;White or of European descent|Professional degree (JD, MD, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Haskell;Java;JavaScript;Objective-C;Python;Swift;TypeScript;Kotlin;HTML;CSS;Bash/Shell
94706|Lebanon|Slightly dissatisfied|Computer science, computer engineering, or software engineering|21384.0|I don't typically exercise|Female|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|C++;C#;Java;Matlab;R;Swift;Cobol;HTML;CSS
77558|Austria|Slightly satisfied|Computer science, computer engineering, or software engineering|35688.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C;C++;JavaScript;Python;Bash/Shell
86195|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|50000.0|Daily or almost every day|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;SQL;HTML;CSS
52440|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|44449.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;Matlab;Python;Ruby;HTML;CSS;Bash/Shell
95199|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|69000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;Java;Bash/Shell
57989|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|63000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;HTML;CSS
26999|United States|Slightly dissatisfied|A humanities discipline (ex. literature, history, philosophy)|175000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Groovy;Java;HTML;Bash/Shell
12026|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|128000.0|I don't typically exercise|Female|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C++;Python
63243|Poland|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|15180.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;TypeScript;HTML;CSS
33018|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|54336.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Haskell;Java;JavaScript;Scala;SQL;TypeScript;HTML;CSS;Bash/Shell
74694|Colombia|Moderately dissatisfied|Computer science, computer engineering, or software engineering|29520.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;HTML
60299|Germany|Slightly dissatisfied|Web development or web design|22032.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;Java;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
48153|France|Moderately dissatisfied|Computer science, computer engineering, or software engineering|36716.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Clojure;Java;JavaScript;Python;TypeScript;Bash/Shell
95880|India|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|5260.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C++;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
90296|Israel|Moderately satisfied|Computer science, computer engineering, or software engineering|129900.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|Clojure;Groovy;JavaScript;Python;Ruby;Bash/Shell
59039|Netherlands|Moderately satisfied|Information systems, information technology, or system administration|91791.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;SQL;HTML;CSS
12403|United States|Moderately satisfied|Information systems, information technology, or system administration|83200.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
46195|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|42348.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;TypeScript
54437|Netherlands|Extremely satisfied|Computer science, computer engineering, or software engineering|54336.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C++;JavaScript;PHP;Python;TypeScript;HTML;CSS
10113|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|235000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Assembly;C;C++;JavaScript;Objective-C;Python;Swift;HTML;CSS
12713|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|41124.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|PHP;SQL;HTML;CSS
22558|Turkey|Extremely satisfied|Computer science, computer engineering, or software engineering|146865.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C;C#;JavaScript;Objective-C;PHP;Python;VB.NET
11375|Dominican Republic|Moderately dissatisfied|Computer science, computer engineering, or software engineering|16860.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Some college/university study without earning a degree|Over 4 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;SQL;HTML
3337|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|84165.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|C#;SQL;Delphi/Object Pascal;HTML;CSS
58940|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|5088.0|I don't typically exercise|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;SQL;VB.NET;HTML
62937|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|25000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;Perl;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
70203|Germany|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|58752.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
42068|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|275000.0|I don't typically exercise|Male|East Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|Assembly;C;Java;Objective-C
46104|Czech Republic|Slightly satisfied|Computer science, computer engineering, or software engineering|27900.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
55152|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|170000.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Java;Kotlin
17901|Belgium|Moderately dissatisfied|Computer science, computer engineering, or software engineering|38184.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
66005|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|131000.0|3 - 4 times per week|Male|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;Python;TypeScript;Visual Basic 6;HTML;CSS;Bash/Shell
32349|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|91791.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;SQL;Bash/Shell
13253|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|88119.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;Java;Objective-C;Python;SQL;Bash/Shell
71877|Sweden|Moderately dissatisfied|Mathematics or statistics|56292.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;C++;Haskell;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
62587|India|Moderately dissatisfied|Computer science, computer engineering, or software engineering|9424.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Between 2 and 4 years ago|Objective-C;Swift
77234|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|41000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;VB.NET;HTML;CSS
56304|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|38893.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
101567|Australia|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|111963.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;SQL;Bash/Shell
73781|United States|Extremely satisfied|Information systems, information technology, or system administration|90000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
59609|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|150000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;VB.NET;HTML;CSS
33066|France|Slightly satisfied|Computer science, computer engineering, or software engineering|39164.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C;C++;Go;Java;JavaScript;PHP;Scala;TypeScript;Ocaml;HTML;CSS;Bash/Shell
76128|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|104030.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Go;JavaScript;PHP;Python;R;SQL;HTML;CSS;Bash/Shell
5419|Turkey|Extremely satisfied|Mathematics or statistics|600000.0|I don't typically exercise|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;VB.NET;HTML;CSS
80769|Slovenia|Slightly satisfied|Computer science, computer engineering, or software engineering|22032.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;Java;PHP;SQL;VBA;VB.NET;HTML;CSS
19051|United Kingdom|Moderately dissatisfied|Computer science, computer engineering, or software engineering|34726.0|3 - 4 times per week|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;Swift;HTML
21021|Greece|Moderately satisfied|Computer science, computer engineering, or software engineering|46992.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;SQL
48564|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|61580.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS
12707|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|54755.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;C++;C#;Matlab;Python;Bash/Shell
57240|Germany|Slightly satisfied|A social science (ex. anthropology, psychology, political science)|36716.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
44654|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|34726.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C++;C#;Java;JavaScript;Matlab;Python;Bash/Shell
64092|Sweden|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|93420.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;Matlab;SQL;VB.NET;HTML;CSS
26973|United States|Extremely dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|68000.0|I don't typically exercise|Female|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|HTML;CSS
75591|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|64417.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;SQL;VBA;VB.NET;Visual Basic 6;Delphi/Object Pascal;HTML;CSS
9287|Australia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|87971.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|C++;C#;JavaScript;SQL;VB.NET;HTML;CSS;Bash/Shell
87545|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|135000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Assembly;C;Go;Java;JavaScript;Lua;Python;Ruby;Rust;Scala;SQL;HTML;CSS;Bash/Shell
98849|Sweden|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|74856.0|I don't typically exercise|Male|White or of European descent|Associate degree|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C++;C#;Python
50530|Russian Federation|Moderately satisfied|Computer science, computer engineering, or software engineering|36084.0|I don't typically exercise|Female|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;Python;HTML;CSS;Bash/Shell
11814|Portugal|Moderately satisfied|Computer science, computer engineering, or software engineering|30840.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;HTML
89307|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|73433.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Java;Scala;Kotlin
21804|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|62507.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|More than 4 years ago|Java;JavaScript;PHP;Ruby;SQL;HTML;CSS;Bash/Shell
9933|Pakistan|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|11928.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
87614|France|Extremely satisfied|Computer science, computer engineering, or software engineering|97910.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;Bash/Shell
14793|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|90000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
30224|United States|Slightly satisfied|Mathematics or statistics|132000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|CoffeeScript;JavaScript;Ruby;CSS
55276|Italy|Moderately dissatisfied|Computer science, computer engineering, or software engineering|33657.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;HTML;CSS
88901|Japan|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|37812.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;CoffeeScript;Go;Java;JavaScript;Objective-C;PHP;Python;Ruby;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
96731|India|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|4740.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;PHP;Python;SQL;Swift;Cobol;HTML;CSS
32179|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|160000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|C;C++;Java;JavaScript;Perl;PHP;Ruby;Rust;Scala;HTML;CSS;Bash/Shell
33803|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|250000.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|JavaScript;Ruby;HTML;CSS
83190|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|95462.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;Objective-C;Python;Ruby;Swift
65782|Russian Federation|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|61992.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;SQL
25565|India|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|19568.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Python;R;VBA
80703|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|14400.0|3 - 4 times per week|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
63405|Thailand|Moderately satisfied|Computer science, computer engineering, or software engineering|7524.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|Go;JavaScript;PHP;Python;Ruby;HTML
63114|Czech Republic|Moderately satisfied|Information systems, information technology, or system administration|29376.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Java
42749|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|65000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C;C++;C#;Java;Python;SQL;VBA;VB.NET
70448|United Kingdom|Extremely satisfied|Mathematics or statistics|69452.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|JavaScript;Python;SQL;TypeScript;HTML;CSS
96450|Poland|Neither satisfied nor dissatisfied|A natural science (ex. biology, chemistry, physics)|59988.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Go;JavaScript;Python;SQL;HTML;CSS
89392|United States|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|90000.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
87160|Israel|Moderately satisfied|Computer science, computer engineering, or software engineering|88224.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C++;C#;Java;JavaScript;SQL;TypeScript;Visual Basic 6;HTML;CSS;Bash/Shell
83898|India|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|18785.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Erlang;JavaScript;Python;R;HTML;CSS
74443|India|Slightly satisfied|Computer science, computer engineering, or software engineering|10175.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|JavaScript;TypeScript;HTML;CSS
3225|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|62418.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C#;Groovy;Java;Objective-C;Rust;Scala;SQL;TypeScript;VBA;Kotlin;HTML;CSS;Bash/Shell
69151|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|61194.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Go;Java;JavaScript;SQL;Kotlin;HTML;CSS;Bash/Shell
81460|Romania|Moderately satisfied|Computer science, computer engineering, or software engineering|13872.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C#;Java;JavaScript;HTML;CSS
49856|Norway|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|63762.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;TypeScript;HTML
73628|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|95000.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript
94405|United Kingdom|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|56951.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS
44672|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|133000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;Java;JavaScript;Matlab;Python;HTML;CSS;Bash/Shell
13496|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|129000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|C#;Objective-C;Swift;Bash/Shell
25950|Austria|Moderately satisfied|Computer science, computer engineering, or software engineering|46507.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Java;Python;TypeScript
59871|United Kingdom|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|55562.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
60380|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|185000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;CoffeeScript;Java;JavaScript;Perl;PHP;Python;SQL;TypeScript;VBA;HTML;CSS;Bash/Shell
67897|India|Moderately satisfied|Computer science, computer engineering, or software engineering|11268.0|I don't typically exercise|Male|South Asian|Primary/elementary school|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#;Java;JavaScript;PHP;SQL;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
72422|Ukraine|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|18000.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;Clojure;Java;JavaScript;Python;Scala;SQL;HTML;CSS;Bash/Shell
21772|Russian Federation|Moderately satisfied|Computer science, computer engineering, or software engineering|28656.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;SQL;HTML;CSS
41981|India|Moderately satisfied|Computer science, computer engineering, or software engineering|7984.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|SQL
80258|India|Moderately dissatisfied|Computer science, computer engineering, or software engineering|20351.0|3 - 4 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Java;JavaScript;R;Scala;SQL;TypeScript
27245|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|190000.0|1 - 2 times per week|Male|East Asian;White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C;C++;Java;Python;Bash/Shell
64672|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|23808.0|3 - 4 times per week|Female|Hispanic or Latino/Latina|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java
98427|Belgium|Moderately satisfied|Computer science, computer engineering, or software engineering|33780.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C++;C#;Java;HTML;CSS
28588|Romania|Moderately satisfied|Information systems, information technology, or system administration|48955.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|SQL
67274|Malta|Moderately satisfied|Computer science, computer engineering, or software engineering|22032.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C#;Java;Python
81522|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|174000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Go;Java;JavaScript;HTML;CSS;Bash/Shell
89855|Germany|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|61680.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|45 - 54 years old|Between 2 and 4 years ago|CoffeeScript;JavaScript;Perl;PHP;SQL;HTML;CSS;Bash/Shell
61348|Germany|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|46992.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|R
43880|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|400044.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C#;Java;JavaScript;PHP;SQL;HTML;CSS
91547|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|86676.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;TypeScript;HTML;CSS
52029|United States|Moderately satisfied|Information systems, information technology, or system administration|124500.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|JavaScript;Perl;SQL;HTML;CSS;Bash/Shell
67308|Colombia|Slightly satisfied|Information systems, information technology, or system administration|7176.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;SQL
4784|Lithuania|Moderately satisfied|Computer science, computer engineering, or software engineering|42504.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP
65690|Canada|Slightly dissatisfied|Computer science, computer engineering, or software engineering|48313.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C;Go;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
3878|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|122100.0|I don't typically exercise|Male|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;HTML;CSS
91650|India|Moderately satisfied|Computer science, computer engineering, or software engineering|3500.0|Daily or almost every day|Male|East Asian|They never completed any formal education|3 - 4 hours|18 - 24 years old|Less than a year ago|Java;JavaScript;Python;HTML;CSS
62947|Turkey|Moderately satisfied|Computer science, computer engineering, or software engineering|26544.0|I don't typically exercise|Male|Middle Eastern;White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;HTML;CSS
39517|United Kingdom|Slightly dissatisfied|Web development or web design|52783.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS
82665|Turkey|Slightly dissatisfied|Computer science, computer engineering, or software engineering|38148.0|I don't typically exercise|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|35 - 44 years old|Less than a year ago|C#;Go;JavaScript;Ruby
11342|Ukraine|Moderately satisfied|Computer science, computer engineering, or software engineering|33120.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Java;Kotlin
69446|Canada|Extremely dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|112730.0|1 - 2 times per week|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|Between 1 and 2 years ago|Groovy;Java;Bash/Shell
97228|Latvia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|29376.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C#;JavaScript;HTML;CSS
71761|India|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|5636.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;Python;HTML;CSS
64513|United Kingdom|Extremely satisfied|Mathematics or statistics|33615.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;SQL;TypeScript;HTML;CSS
51916|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|107000.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|55 - 64 years old|More than 4 years ago|C;C#;JavaScript;Julia;Objective-C;SQL;TypeScript;HTML
760|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|99468.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;Go;Groovy;Java;JavaScript;Objective-C;Python;Ruby;Swift;Kotlin;HTML;CSS;Bash/Shell
23513|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|66000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;Bash/Shell
24905|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|31764.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;C#
67756|Pakistan|Moderately satisfied|Computer science, computer engineering, or software engineering|9756.0|1 - 2 times per week|Female|Middle Eastern;South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;Java;JavaScript;Python;HTML;CSS
95633|United States|Moderately dissatisfied|A social science (ex. anthropology, psychology, political science)|95000.0|3 - 4 times per week|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Python;SQL;TypeScript;HTML;CSS
76889|Nigeria|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|5004.0|I don't typically exercise|Male|Black or of African descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;Python;HTML;CSS;Bash/Shell
74425|Ukraine|Moderately satisfied|Computer science, computer engineering, or software engineering|76000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;JavaScript;Rust;Bash/Shell
66673|United States|Slightly satisfied|Information systems, information technology, or system administration|117000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|Java;Perl;SQL;Bash/Shell
37862|Australia|Extremely satisfied|Computer science, computer engineering, or software engineering|112762.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Python;SQL;TypeScript;HTML;CSS
28600|United Kingdom|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|62507.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;Python;Ruby;Scala;Kotlin
48883|Romania|Moderately satisfied|Computer science, computer engineering, or software engineering|35244.0|3 - 4 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|More than 4 years ago|Groovy;Java;JavaScript
13234|Hungary|Slightly satisfied|Computer science, computer engineering, or software engineering|40392.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C;C++;Java;JavaScript;Lua;Perl;SQL
39646|United States|Slightly dissatisfied|A social science (ex. anthropology, psychology, political science)|1164000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;HTML;CSS;Bash/Shell
95524|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|102000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;Python;SQL;TypeScript;VB.NET;HTML;CSS;Bash/Shell
81448|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|125014.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Groovy;Java;Python;Scala;HTML;CSS;Bash/Shell
327|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|23440.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;VBA;VB.NET;Visual Basic 6;HTML
70748|Ireland|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|44060.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Haskell;Java;Matlab;Ruby;Scala;Bash/Shell
34422|Iran, Islamic Republic of...|Moderately dissatisfied|Information systems, information technology, or system administration|36000.0|I don't typically exercise|Male|Middle Eastern|They never completed any formal education|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java
53513|Italy|Moderately dissatisfied|Computer science, computer engineering, or software engineering|29373.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;PHP;SQL;VBA;HTML;CSS;Bash/Shell
19630|Italy|Moderately dissatisfied|Computer science, computer engineering, or software engineering|64866.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|Groovy;Java;Python;SQL;Cobol;Bash/Shell
96390|South Africa|Slightly satisfied|Computer science, computer engineering, or software engineering|54384.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;TypeScript;HTML;CSS
48420|Czech Republic|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|27804.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Python;VBA;Bash/Shell
75954|Denmark|Moderately satisfied|Mathematics or statistics|49308.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;Matlab;Python;R;Bash/Shell
37201|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|47000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
54106|Netherlands|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|68537.0|3 - 4 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;Scala;SQL;Swift;HTML;CSS
95701|United States|Slightly dissatisfied|I never declared a major|90000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;HTML;CSS;Bash/Shell
10317|Portugal|Slightly satisfied|Computer science, computer engineering, or software engineering|14688.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;PHP;HTML;CSS;Bash/Shell
39800|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|95000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Python;SQL;CSS
22566|Canada|Moderately dissatisfied|Computer science, computer engineering, or software engineering|96626.0|I don't typically exercise|Female|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
66207|United Kingdom|Moderately dissatisfied|Computer science, computer engineering, or software engineering|38893.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;HTML;CSS
66788|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|118068.0|I don't typically exercise|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;Ruby;Kotlin
11559|Switzerland|Extremely satisfied|Computer science, computer engineering, or software engineering|83416.0|1 - 2 times per week|Male|White or of European descent|Primary/elementary school|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
88541|Poland|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|63516.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Python;R;Scala
24620|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|76514.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;Swift
54979|Qatar|Slightly dissatisfied|Computer science, computer engineering, or software engineering|120000.0|I don't typically exercise|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS
53442|India|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|18780.0|Daily or almost every day|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|PHP;Python;SQL;HTML;CSS;Bash/Shell
13237|Canada|Slightly dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|48313.0|Daily or almost every day|Female|Native American, Pacific Islander, or Indigenous Australian;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;HTML;CSS;Bash/Shell
46824|India|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|3756.0|I don't typically exercise|Male|South Asian|They never completed any formal education|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
90267|United States|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|2000000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|55 - 64 years old|Less than a year ago|C;Go;Perl;PHP;SQL;Bash/Shell
97711|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|79973.0|3 - 4 times per week|Male|East Asian;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Ruby;HTML;CSS
47043|Japan|Moderately dissatisfied|Information systems, information technology, or system administration|54023.0|Daily or almost every day|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|CoffeeScript;JavaScript;PHP;Ruby;HTML;CSS;Bash/Shell
78240|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|63642.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;Python;R;SQL;TypeScript;HTML;CSS
27054|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|135000.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|CoffeeScript;Haskell;Java;JavaScript;Ruby;HTML;CSS;Bash/Shell
20656|United States|Slightly satisfied|A business discipline (ex. accounting, finance, marketing)|70000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS
85667|United Republic of Tanzania|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|37500.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;Python;SQL;HTML;CSS
4746|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|73433.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C++;C#;Java;JavaScript;SQL;HTML
78606|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|20000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;Lua;Matlab;Python;Bash/Shell
37621|India|Slightly satisfied|Computer science, computer engineering, or software engineering|4692.0|3 - 4 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C#;Java;JavaScript;PHP;SQL;VB.NET;HTML;CSS
30340|Austria|Moderately satisfied|Computer science, computer engineering, or software engineering|1000000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;Java;JavaScript;PHP;SQL;HTML
35729|India|Moderately dissatisfied|Computer science, computer engineering, or software engineering|9706.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Objective-C;Swift
95852|Ukraine|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|18000.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;SQL
10997|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|130000.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;Groovy;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
78878|India|Moderately satisfied|Computer science, computer engineering, or software engineering|7200.0|I don't typically exercise|Male|East Asian|Primary/elementary school|Over 4 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS
95197|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|68500.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS
58025|Australia|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|123959.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Java;Objective-C;Ruby;Swift;Bash/Shell
6660|Romania|Extremely dissatisfied|Computer science, computer engineering, or software engineering|58752.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Swift;Kotlin
66063|Myanmar|Slightly dissatisfied|Computer science, computer engineering, or software engineering|6000.0|3 - 4 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Groovy;Java;JavaScript;HTML;CSS;Bash/Shell
96035|Denmark|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|52597.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Swift;Ocaml;HTML;CSS
96482|France|Moderately satisfied|Computer science, computer engineering, or software engineering|121164.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Java;JavaScript;Perl;Python;Ruby;Rust;Scala;SQL;Swift;Bash/Shell
38046|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|142000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Lua;Python;HTML;CSS
64294|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|150000.0|1 - 2 times per week|Female|South Asian;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;Python;SQL;TypeScript
98973|Germany|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|55075.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;HTML
14782|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|70000.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C;C++;CoffeeScript;Java;JavaScript;SQL;TypeScript;HTML;CSS
95338|United States|Moderately satisfied|Mathematics or statistics|75000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C;Python;R;SQL;HTML;CSS;Bash/Shell
33297|Netherlands|Slightly dissatisfied|Computer science, computer engineering, or software engineering|48955.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java
19466|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|114596.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Clojure;Ruby
9944|Brazil|Slightly satisfied|Computer science, computer engineering, or software engineering|11604.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;TypeScript;HTML;CSS
26164|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|50000.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
44463|Canada|Slightly dissatisfied|Information systems, information technology, or system administration|60391.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Ruby;SQL;HTML;CSS
69530|India|Moderately dissatisfied|Computer science, computer engineering, or software engineering|10175.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;HTML;CSS
92572|Austria|Extremely satisfied|Web development or web design|82000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C;C#;JavaScript;Objective-C;PHP;Swift;TypeScript;VB.NET;HTML
51971|Denmark|Moderately satisfied|Computer science, computer engineering, or software engineering|887580.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C++;C#;SQL;VB.NET
7075|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|45624.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;C++;Java;JavaScript;Lua;Python;R;Bash/Shell
16088|Germany|Moderately satisfied|Mathematics or statistics|117492.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;Rust
64501|Russian Federation|Extremely satisfied|Computer science, computer engineering, or software engineering|31848.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Assembly;C++;Go;Java;JavaScript;Lua;PHP;Python;Scala;SQL;TypeScript;Bash/Shell
75367|United States|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|45000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Assembly;Go;Groovy;Ruby;Bash/Shell
32729|India|Moderately dissatisfied|Information systems, information technology, or system administration|26400.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java;Python;SQL
60772|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|68040.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;Java;Python;Cobol
39437|Brazil|Extremely dissatisfied|Computer science, computer engineering, or software engineering|32127.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
7580|Netherlands|Slightly dissatisfied|A business discipline (ex. accounting, finance, marketing)|85671.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Objective-C;Python;Ruby;Swift
80738|Romania|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|34680.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;JavaScript;Python
81401|India|Extremely satisfied|Computer science, computer engineering, or software engineering|8448.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;TypeScript;HTML;CSS
14902|Australia|Extremely dissatisfied|Computer science, computer engineering, or software engineering|99967.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|Between 1 and 2 years ago|C#;JavaScript;R;SQL;TypeScript;HTML;CSS
90240|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|57200.0|Daily or almost every day|Male;Transgender|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|18 - 24 years old|More than 4 years ago|C#;JavaScript;Python;SQL;VB.NET;HTML;CSS;Bash/Shell
53894|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|112400.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;Bash/Shell
49337|Canada|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|76495.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;HTML;CSS
84518|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|160000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Go;Groovy;Java;JavaScript
19477|Romania|Moderately satisfied|Computer science, computer engineering, or software engineering|23652.0|I don't typically exercise|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java
66518|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|66089.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|More than 4 years ago|JavaScript;Python;Ruby;Scala;Swift;TypeScript
36045|United States|Extremely satisfied|Information systems, information technology, or system administration|115000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
71740|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|6000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Java;Lua;PHP;SQL;HTML;CSS;Bash/Shell
33005|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|49032.0|I don't typically exercise|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|JavaScript;PHP;Python;SQL;HTML;CSS
30951|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|150000.0|3 - 4 times per week|Male|Black or of African descent;East Asian;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;Erlang;Go;Haskell;Java;JavaScript;Rust;Scala;TypeScript;Bash/Shell
75510|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|21000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C;C++;C#;JavaScript;Python;SQL;VBA;HTML;CSS;Bash/Shell
35833|France|Moderately dissatisfied|Computer science, computer engineering, or software engineering|125124.0|3 - 4 times per week|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;C++;Erlang;Go;Haskell;Java;JavaScript;Matlab;Perl;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
27692|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|76397.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;TypeScript
57718|Austria|Moderately satisfied|Computer science, computer engineering, or software engineering|91791.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
64887|Bangladesh|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|5160.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;HTML;CSS
17525|Austria|Extremely satisfied|Computer science, computer engineering, or software engineering|122388.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Less than a year ago|C#;Java;JavaScript;PHP;SQL;Swift;VBA;VB.NET;HTML;CSS
47020|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|135000.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Java;Objective-C;Swift;Kotlin
45879|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|29373.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;Go;Java;JavaScript;Objective-C;PHP;SQL;Swift;Bash/Shell
35576|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|115000.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|CoffeeScript;JavaScript;Python;Ruby;HTML;CSS;Bash/Shell
19380|Finland|Moderately satisfied|Computer science, computer engineering, or software engineering|44064.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Go;Java;JavaScript;PHP;R;SQL;Swift;HTML;CSS
10047|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|80000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C#;Java;JavaScript;Objective-C;SQL;Swift;TypeScript;HTML;CSS
9651|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|28000.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Python;HTML;CSS;Bash/Shell
29455|Germany|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|67313.0|I don't typically exercise|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;R;SQL;HTML;CSS
22209|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|144000.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|Over 4 hours|45 - 54 years old|More than 4 years ago|JavaScript;SQL
84041|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|200000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C;Clojure;Erlang;Java;JavaScript;Ruby;SQL;HTML;Bash/Shell
98497|United States|Extremely satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|65000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;HTML;CSS
47708|Mexico|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|12888.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;CoffeeScript;JavaScript;Python;Ruby;SQL;HTML;CSS
72530|India|Extremely dissatisfied|Computer science, computer engineering, or software engineering|2820.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;JavaScript;PHP;SQL;HTML;CSS
10826|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|75000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
14597|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|154000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C;C++;C#;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
22936|United Kingdom|Moderately satisfied|Mathematics or statistics|27781.0|1 - 2 times per week|Male;Transgender|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;JavaScript;Matlab;R;HTML;CSS;Bash/Shell
12276|Iran, Islamic Republic of...|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|1200.0|1 - 2 times per week|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C;C++;C#;JavaScript;Python;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
59073|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|60000.0|1 - 2 times per week|Female|Black or of African descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;Ruby;SQL;HTML;CSS
51487|France|Slightly satisfied|Computer science, computer engineering, or software engineering|41612.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS
76565|Libyan Arab Jamahiriya|Extremely satisfied|Computer science, computer engineering, or software engineering|3900.0|I don't typically exercise|Male|Middle Eastern|They never completed any formal education|3 - 4 hours|45 - 54 years old|More than 4 years ago|C;C++;C#;JavaScript;SQL;VB.NET;Delphi/Object Pascal;HTML;CSS
90914|United States|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|90000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Go;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
85308|India|Extremely satisfied|Computer science, computer engineering, or software engineering|6576.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;Java;Python
75575|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|58000.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Associate degree|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;Python;HTML;CSS
74877|Canada|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|74885.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|45 - 54 years old|More than 4 years ago|C++;C#;Java;JavaScript;Objective-C;PHP;Python;SQL;VBA;Bash/Shell
94611|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|94000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Assembly;Python
52323|France|Moderately dissatisfied|Computer science, computer engineering, or software engineering|30840.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;Java;JavaScript;PHP;Python;SQL;VB.NET;HTML;CSS;Bash/Shell
22692|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|56460.0|3 - 4 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Groovy;Java;SQL;Bash/Shell
54589|India|Moderately satisfied|Computer science, computer engineering, or software engineering|18780.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Java;JavaScript;Matlab;Python;SQL;HTML;CSS
26327|France|Slightly satisfied|Information systems, information technology, or system administration|42836.0|1 - 2 times per week|Male|Black or of African descent;White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Less than a year ago|Groovy;Java;SQL;HTML;CSS
93266|Belgium|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|73433.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|55 - 64 years old|More than 4 years ago|C;C#;SQL;HTML;CSS
109|Azerbaijan|Slightly satisfied|A business discipline (ex. accounting, finance, marketing)|144.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|3 - 4 hours|18 - 24 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
1923|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|70000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;VB.NET;HTML;CSS
13094|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|51983.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;Java;Python
397|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|2000000.0|3 - 4 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Assembly;C;C++;Matlab;Python;Bash/Shell
64244|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|31000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;C#;Java;JavaScript;PHP;Python;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS
71846|Ukraine|Extremely satisfied|Computer science, computer engineering, or software engineering|45096.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C++;Go;Java;Objective-C;Python;Swift;Kotlin
41972|Belarus|Moderately satisfied|Information systems, information technology, or system administration|32664.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C;C++;C#;Java;JavaScript;SQL;HTML;CSS
44613|Italy|Moderately satisfied|Computer science, computer engineering, or software engineering|42836.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;Erlang;Groovy;Java;JavaScript;Objective-C;Perl;PHP;Python;Scala;Delphi/Object Pascal;Bash/Shell
72477|Ecuador|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|3600.0|I don't typically exercise|Female|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;Java;JavaScript;PHP;Python;R;SQL;HTML;CSS
28306|Thailand|Slightly satisfied|Information systems, information technology, or system administration|293736.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|C++
20960|Brazil|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|77979.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;HTML;CSS
33696|Australia|Moderately dissatisfied|Computer science, computer engineering, or software engineering|119960.0|3 - 4 times per week|Male|Middle Eastern|Primary/elementary school|1 - 2 hours|35 - 44 years old|Less than a year ago|JavaScript;Objective-C;Swift;HTML;CSS
20381|United Kingdom|Extremely satisfied|Web development or web design|29170.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C#;CoffeeScript;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
69430|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|29376.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Java;JavaScript;Python;SQL;HTML;CSS
28143|Poland|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|24702.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;SQL;VBA;VB.NET;HTML;Bash/Shell
9309|Australia|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|83172.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C;C#;Java;JavaScript;PHP;Python;SQL;TypeScript;VBA;HTML;CSS;Bash/Shell
67341|United States|Extremely satisfied|Web development or web design|103000.0|1 - 2 times per week|Male;Transgender|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;Visual Basic 6;HTML;CSS
46142|India|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|150288.0|Daily or almost every day|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Java;JavaScript;SQL;TypeScript;HTML;CSS
99337|United States|Moderately dissatisfied|A social science (ex. anthropology, psychology, political science)|58000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|45 - 54 years old|More than 4 years ago|C++;C#;Java;HTML;CSS
30203|France|Moderately dissatisfied|Web development or web design|33780.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;CoffeeScript;Java;JavaScript;Perl;PHP;Ruby;Rust;Swift;TypeScript;HTML;CSS;Bash/Shell
47879|India|Moderately satisfied|Computer science, computer engineering, or software engineering|18785.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;SQL;TypeScript;HTML;CSS
72708|Pakistan|Moderately satisfied|Computer science, computer engineering, or software engineering|32532.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;PHP;Python;SQL;TypeScript;Bash/Shell
3285|Singapore|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|56779.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;Python;SQL;TypeScript;HTML;CSS
14443|Ukraine|Moderately satisfied|Computer science, computer engineering, or software engineering|10140.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#
10877|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|96626.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript
49168|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|150000.0|3 - 4 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Groovy;JavaScript;Python;HTML;CSS;Bash/Shell
37287|United Kingdom|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|852876.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|SQL
71744|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|38184.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;PHP;Ruby;SQL;HTML;CSS;Bash/Shell
71432|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|110000.0|3 - 4 times per week|Male|White or of European descent|Associate degree|1 - 2 hours|45 - 54 years old|Between 2 and 4 years ago|Groovy;Java;SQL;VBA
1517|Peru|Slightly dissatisfied|Computer science, computer engineering, or software engineering|88000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Assembly;C;C++;C#;CoffeeScript;Erlang;Haskell;Java;JavaScript;Lua;Matlab;Perl;Python;R;Ruby;SQL;HTML;CSS;Bash/Shell
97131|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|110000.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Ruby;SQL;HTML;CSS
25292|Bulgaria|Moderately satisfied|Mathematics or statistics|26400.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;Python;SQL;HTML
90855|South Africa|Slightly dissatisfied|Information systems, information technology, or system administration|62304.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C++;C#;JavaScript;PHP;R;Delphi/Object Pascal;HTML;CSS
34211|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|90000.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|55 - 64 years old|More than 4 years ago|C++;C#;Java;JavaScript;Python;SQL;Swift;HTML;CSS;Bash/Shell
99837|Serbia|Moderately satisfied|Computer science, computer engineering, or software engineering|20556.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C++;JavaScript;Objective-C;PHP;Python;SQL;Swift;HTML;CSS;Bash/Shell
40262|Ethiopia|Extremely dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|6972.0|1 - 2 times per week|Male|Black or of African descent|Associate degree|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Python;TypeScript
14284|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|70000.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|18 - 24 years old|Less than a year ago|Assembly;Java;JavaScript;Matlab;Python;R;SQL;HTML;CSS;Bash/Shell
22957|Australia|Extremely satisfied|Computer science, computer engineering, or software engineering|111963.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;TypeScript
79645|Spain|Extremely satisfied|Computer science, computer engineering, or software engineering|367164.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;TypeScript;HTML;CSS;Bash/Shell
3646|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|90000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|JavaScript;SQL;VB.NET;HTML;CSS
61098|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|80776.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Assembly;C;C++;Java;JavaScript;Objective-C;SQL;Swift;HTML;CSS;Bash/Shell
13504|United States|Moderately dissatisfied|Information systems, information technology, or system administration|60000.0|Daily or almost every day|Female;Transgender|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;SQL;Delphi/Object Pascal;HTML;CSS
80749|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|80772.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;SQL;HTML
39006|France|Slightly satisfied|Computer science, computer engineering, or software engineering|122388.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;F#;TypeScript
86376|France|Moderately satisfied|Computer science, computer engineering, or software engineering|55075.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript
99104|Russian Federation|Slightly dissatisfied|Computer science, computer engineering, or software engineering|10620.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|18 - 24 years old|More than 4 years ago|C;C++;JavaScript;Matlab;Python;SQL;Visual Basic 6;HTML;CSS
15503|India|Extremely satisfied|Computer science, computer engineering, or software engineering|11268.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|JavaScript
27374|Canada|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|82132.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;Python;SQL;Bash/Shell
58214|Brazil|Moderately satisfied|Information systems, information technology, or system administration|1000000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;HTML;CSS
11804|United Kingdom|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|45838.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|CoffeeScript;JavaScript;Ruby;HTML;CSS;Bash/Shell
575|Ireland|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|63642.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;TypeScript;HTML;CSS
10770|Portugal|Extremely satisfied|Computer science, computer engineering, or software engineering|38552.0|I don't typically exercise|Male|White or of European descent|They never completed any formal education|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;Go;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
78807|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|80000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;HTML;CSS;Bash/Shell
4004|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|63516.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;JavaScript;Python;TypeScript;HTML;CSS
1599|China|Extremely dissatisfied|Computer science, computer engineering, or software engineering|60000.0|Daily or almost every day|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;C#;Java;JavaScript;PHP;SQL;HTML;CSS
45525|Brazil|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|29076.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;Bash/Shell
100475|Russian Federation|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|42456.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Java;JavaScript;HTML;CSS
69472|Portugal|Slightly satisfied|Computer science, computer engineering, or software engineering|41124.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C;C++;CoffeeScript;Erlang;JavaScript;PHP;Ruby;Rust;SQL;HTML;CSS
71422|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|17640.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;JavaScript;PHP;Python;HTML;CSS
2676|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|150000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;Python;Scala;SQL;HTML;CSS;Bash/Shell
7309|Australia|Neither satisfied nor dissatisfied|A natural science (ex. biology, chemistry, physics)|121560.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
94688|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|0.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;F#;Java;JavaScript;Python;Scala;SQL;HTML;CSS;Bash/Shell
1628|India|Slightly satisfied|Computer science, computer engineering, or software engineering|281784.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Assembly;C;C++;Java;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
28843|United States|Moderately satisfied|A health science (ex. nursing, pharmacy, radiology)|120000.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;JavaScript;Python;SQL;TypeScript;VBA
25238|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|84000.0|Daily or almost every day|Male|Native American, Pacific Islander, or Indigenous Australian;White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Python;R;SQL;HTML;CSS
80971|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|90000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
37329|Australia|Slightly satisfied|Computer science, computer engineering, or software engineering|59980.0|1 - 2 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;CoffeeScript;JavaScript;Ruby;HTML;CSS
21234|Australia|Moderately satisfied|Mathematics or statistics|63979.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C++;Java;JavaScript;Python;R;SQL;Swift;Kotlin;CSS
84373|United States|Slightly dissatisfied|A social science (ex. anthropology, psychology, political science)|1020000.0|1 - 2 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;TypeScript;HTML;CSS;Bash/Shell
84281|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|15132.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;Python;TypeScript;HTML;CSS
50496|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|29000.0|Daily or almost every day|Female|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Assembly;Java;Matlab;Python;SQL
65661|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|120000.0|Daily or almost every day|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;Ruby;HTML;CSS
58900|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|62507.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;SQL;HTML;CSS;Bash/Shell
63868|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|80000.0|I don't typically exercise|Male|South Asian|Associate degree|3 - 4 hours|25 - 34 years old|Less than a year ago|C++;Java;JavaScript;SQL;HTML;CSS
4324|Germany|Moderately dissatisfied|Information systems, information technology, or system administration|734328.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;PHP;HTML;CSS
84821|France|Slightly satisfied|A health science (ex. nursing, pharmacy, radiology)|36716.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C;Java;JavaScript;Objective-C;PHP;Ruby;SQL;Swift;VBA;VB.NET;Visual Basic 6;Kotlin;HTML;CSS;Bash/Shell
6165|Russian Federation|Moderately satisfied|Web development or web design|8850.0|Daily or almost every day|Male|White or of European descent|Associate degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
28879|Austria|Extremely dissatisfied|Computer science, computer engineering, or software engineering|79552.0|1 - 2 times per week|Male|Middle Eastern|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;Python;R;TypeScript;HTML;CSS
92117|France|Extremely satisfied|Web development or web design|14688.0|1 - 2 times per week|Male|Black or of African descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;Java;JavaScript;PHP;Python;Scala;SQL;HTML;CSS;Bash/Shell
14978|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|100000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;Java;JavaScript;Objective-C;Python;Ruby;SQL;Swift;HTML;CSS;Bash/Shell
41310|Italy|Moderately satisfied|Computer science, computer engineering, or software engineering|26436.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Objective-C;PHP;SQL;Swift;HTML;CSS
73845|Hungary|Moderately satisfied|Computer science, computer engineering, or software engineering|34296.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;Groovy;Java;JavaScript;Ruby;HTML;CSS;Bash/Shell
31973|Czech Republic|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|40536.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;Lua;Python;SQL;HTML;CSS;Bash/Shell
52154|Turkey|Slightly dissatisfied|Computer science, computer engineering, or software engineering|8004.0|I don't typically exercise|Male|Middle Eastern;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS
48208|Iran, Islamic Republic of...|Extremely satisfied|Computer science, computer engineering, or software engineering|0.0|I don't typically exercise|Male|Middle Eastern|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|18 - 24 years old|I've never had a job|Assembly;C;C++;Java;Python;SQL;HTML;CSS;Bash/Shell
61588|Italy|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|22032.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|55 - 64 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS
96446|Croatia|Moderately satisfied|Computer science, computer engineering, or software engineering|25656.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Python
11514|Australia|Extremely dissatisfied|A business discipline (ex. accounting, finance, marketing)|47984.0|3 - 4 times per week|Female|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|JavaScript;PHP;Ruby;SQL;HTML;CSS
22740|Bangladesh|Moderately satisfied|Computer science, computer engineering, or software engineering|1444.0|3 - 4 times per week|Male|South Asian|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;SQL;TypeScript;HTML
739|Iran, Islamic Republic of...|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|20000.0|1 - 2 times per week|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS
51724|Czech Republic|Slightly satisfied|Computer science, computer engineering, or software engineering|17376.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|Java
93728|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|110000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C;C++;C#;Java;JavaScript;SQL;Kotlin;Bash/Shell
53978|Ukraine|Moderately satisfied|Computer science, computer engineering, or software engineering|42000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Go;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
75843|South Korea|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|26352.0|I don't typically exercise|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Ruby;TypeScript;HTML;CSS
60446|India|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|23482.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
52330|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|50904.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;Python;HTML;CSS;Bash/Shell
17298|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|52783.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#
95882|India|Slightly satisfied|Computer science, computer engineering, or software engineering|3756.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;SQL;HTML;CSS
99565|Australia|Extremely dissatisfied|A natural science (ex. biology, chemistry, physics)|84497.0|1 - 2 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;Python;R;HTML;CSS
9849|Sri Lanka|Extremely satisfied|Computer science, computer engineering, or software engineering|11700.0|3 - 4 times per week|Male|South Asian|Some college/university study without earning a degree|3 - 4 hours|18 - 24 years old|I've never had a job|C++;C#;Java;JavaScript;PHP;SQL;HTML;CSS
2586|United States|Moderately satisfied|Mathematics or statistics|57000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;Perl;R;Bash/Shell
47087|Canada|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|32209.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|R;SQL
20326|Viet Nam|Slightly satisfied|Computer science, computer engineering, or software engineering|3600.0|I don't typically exercise|Male|East Asian|Some college/university study without earning a degree|3 - 4 hours|18 - 24 years old|Less than a year ago|C++;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
35251|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|62000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
27230|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|62507.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
10395|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|93500.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;Ruby;SQL;HTML;CSS;Bash/Shell
4138|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|43482.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;C#;Python;SQL;HTML;CSS;Bash/Shell
56644|Canada|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|44609.0|1 - 2 times per week|Female|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;SQL
30890|India|Extremely satisfied|Computer science, computer engineering, or software engineering|16437.0|I don't typically exercise|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
19432|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|60000.0|3 - 4 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|C#;Java;JavaScript;Perl;Python;SQL;HTML;CSS;Bash/Shell
3|United Kingdom|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|70841.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;Python;Bash/Shell
99139|Turkey|Moderately dissatisfied|Computer science, computer engineering, or software engineering|23844.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP
28919|Israel|Moderately satisfied|Computer science, computer engineering, or software engineering|120000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;Python;R;SQL;TypeScript
83780|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|14976.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;SQL;Bash/Shell
54688|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|690000.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;Ruby;HTML;CSS;Bash/Shell
24765|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|110000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;TypeScript
96527|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|70985.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Ruby;SQL
12130|United States|Slightly satisfied|A social science (ex. anthropology, psychology, political science)|30000.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Python;R;HTML
11832|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|44449.0|1 - 2 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;SQL;HTML;CSS;Bash/Shell
57366|Germany|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|1000000.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Perl;SQL;HTML;CSS;Bash/Shell
70359|Other Country (Not Listed Above)|Moderately satisfied|Computer science, computer engineering, or software engineering|12480.0|I don't typically exercise|Female|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|C++;Java;JavaScript;Matlab;PHP;Python;SQL;Visual Basic 6;HTML;CSS
32452|United Kingdom|Slightly dissatisfied|Web development or web design|33.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;HTML;CSS
81220|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|85000.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;Groovy;Java;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
54378|Egypt|Slightly dissatisfied|Computer science, computer engineering, or software engineering|1800.0|I don't typically exercise|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|25 - 34 years old|More than 4 years ago|C;C++;C#;SQL;VBA;Visual Basic 6;HTML;CSS;Bash/Shell
12328|Norway|Moderately satisfied|Information systems, information technology, or system administration|53560.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
72867|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|96000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;JavaScript;Scala;TypeScript;Bash/Shell
81698|Algeria|Slightly dissatisfied|Computer science, computer engineering, or software engineering|4728.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;Matlab;PHP;Python;SQL;Delphi/Object Pascal;HTML;CSS
19984|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|79552.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS
54322|Czech Republic|Moderately satisfied|Computer science, computer engineering, or software engineering|28956.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;Perl;PHP;Python;SQL;HTML;CSS;Bash/Shell
25522|United Kingdom|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|70841.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
65851|Australia|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|103965.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;VBA;HTML;CSS;Bash/Shell
3119|Ireland|Moderately satisfied|Computer science, computer engineering, or software engineering|88119.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Go;Haskell;Java;JavaScript;R;Scala;SQL;Bash/Shell
22065|United States|Extremely dissatisfied|I never declared a major|98000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;Bash/Shell
89450|Argentina|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|30000.0|1 - 2 times per week|Female|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;SQL;HTML;Bash/Shell
21867|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|41671.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;C#
98905|Japan|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|120000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|JavaScript;Ruby;HTML;CSS
93735|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|30000.0|3 - 4 times per week|Female|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C++;JavaScript;Python;R;SQL;HTML;CSS;Bash/Shell
65710|United States|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|100000.0|3 - 4 times per week|Male|Black or of African descent;East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
50835|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|70000.0|3 - 4 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|CoffeeScript;Clojure;Java;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
40989|Ukraine|Slightly satisfied|Computer science, computer engineering, or software engineering|48000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C;C++;Java;JavaScript;Objective-C;Python;TypeScript;Kotlin;HTML;CSS;Bash/Shell
89218|United States|Moderately dissatisfied|Information systems, information technology, or system administration|95000.0|I don't typically exercise|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;Ruby;SQL
69039|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|17640.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Less than a year ago|Assembly;C;C++;C#;Haskell;Java;JavaScript;Python;Scala;Kotlin;HTML;CSS;Bash/Shell
96869|United States|Moderately satisfied|I never declared a major|90000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
37945|Hungary|Slightly satisfied|Computer science, computer engineering, or software engineering|35724.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|Assembly;C;C++;C#;Erlang;Java;JavaScript;Matlab;Objective-C;Python;SQL;Swift;Kotlin;HTML;CSS;Bash/Shell
3472|Ukraine|Slightly satisfied|Computer science, computer engineering, or software engineering|12108.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;SQL
60176|Serbia|Extremely satisfied|Computer science, computer engineering, or software engineering|8808.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;SQL
32041|Malaysia|Slightly satisfied|Mathematics or statistics|19116.0|I don't typically exercise|Female|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C;Java;JavaScript;Objective-C;Swift;HTML;CSS
25425|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|136000.0|Daily or almost every day|Female|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;Go;Java;Python;Bash/Shell
74236|United States|Extremely dissatisfied|A humanities discipline (ex. literature, history, philosophy)|55000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;JavaScript;Objective-C;R;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
68601|United Kingdom|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|716748.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;Perl;Python;Bash/Shell
6077|Sweden|Extremely dissatisfied|A natural science (ex. biology, chemistry, physics)|52404.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;Python;SQL;Bash/Shell
101576|United States|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|80000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;PHP;SQL;TypeScript;VB.NET;HTML;CSS
85084|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|109500.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;HTML;CSS
38647|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|180000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C++;JavaScript;Lua;Python;TypeScript;Bash/Shell
71593|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|32000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C#
28195|United States|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|225000.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;Python;SQL;HTML;Bash/Shell
45129|Austria|Moderately satisfied|Computer science, computer engineering, or software engineering|52872.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;Python;SQL;TypeScript;Kotlin;HTML;CSS;Bash/Shell
100511|Ireland|Moderately satisfied|Computer science, computer engineering, or software engineering|85671.0|Daily or almost every day|Female|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;Hack;Haskell;Lua;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
23379|Croatia|Slightly satisfied|Computer science, computer engineering, or software engineering|30588.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
99897|United States|Moderately satisfied|Mathematics or statistics|150000.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|CoffeeScript;JavaScript;Python;R;SQL;HTML;Bash/Shell
38054|Belarus|Slightly dissatisfied|Computer science, computer engineering, or software engineering|9684.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
13361|Australia|Moderately dissatisfied|A business discipline (ex. accounting, finance, marketing)|134352.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Clojure;Groovy;Java;JavaScript;Matlab;Python;SQL;Bash/Shell
3552|India|Extremely satisfied|Computer science, computer engineering, or software engineering|9396.0|Daily or almost every day|Male|South Asian|Primary/elementary school|Over 4 hours|18 - 24 years old|Less than a year ago|JavaScript;PHP;SQL;Swift;TypeScript;HTML;CSS
74771|United States|Extremely satisfied|Web development or web design|108600.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;Python;SQL;HTML;CSS
14129|Spain|Extremely satisfied|Information systems, information technology, or system administration|97910.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Java;Scala
9178|Russian Federation|Slightly satisfied|Computer science, computer engineering, or software engineering|8496.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;C#;Java;Objective-C;Python;SQL;Swift
50265|Brazil|Extremely satisfied|Computer science, computer engineering, or software engineering|26196.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C++;C#;Python;Ruby;TypeScript;Bash/Shell
67284|Venezuela, Bolivarian Republic of...|Moderately satisfied|Information systems, information technology, or system administration|1000000.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
27361|Albania|Slightly dissatisfied|Computer science, computer engineering, or software engineering|35244.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;HTML;CSS
32211|Canada|Slightly satisfied|Computer science, computer engineering, or software engineering|64417.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Erlang;Java;Scala;Swift
92596|United States|Moderately satisfied|Mathematics or statistics|90000.0|Daily or almost every day|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Python
68693|United States|Moderately satisfied|Mathematics or statistics|2600.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;Python;HTML;CSS
13475|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|56460.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C++;C#;CoffeeScript;Java;JavaScript;SQL;HTML;CSS
73635|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|104030.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;Java;Python;Scala;SQL
83171|Bangladesh|Slightly dissatisfied|Computer science, computer engineering, or software engineering|2892.0|I don't typically exercise|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C;C++;Java;PHP;SQL;HTML;CSS
42916|Poland|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|21876.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Java;SQL
14854|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|118366.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Assembly;C;C++;C#;Groovy;Java;JavaScript;Lua;Python;TypeScript;HTML;CSS;Bash/Shell
69500|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|50179.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|JavaScript;TypeScript;HTML;CSS;Bash/Shell
90282|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|19236.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;C#;Java;JavaScript;TypeScript;HTML
78866|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|106000.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++
61575|France|Moderately satisfied|Computer science, computer engineering, or software engineering|36716.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|55 - 64 years old|Between 2 and 4 years ago|PHP;SQL;HTML;CSS
36229|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|104678.0|1 - 2 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|Java;Python;Kotlin;HTML;CSS;Bash/Shell
73482|United States|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|125000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|45 - 54 years old|Less than a year ago|Java;JavaScript;SQL;VBA;HTML;CSS;Bash/Shell
100806|Iran, Islamic Republic of...|Moderately satisfied|Computer science, computer engineering, or software engineering|2328.0|Daily or almost every day|Male|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|35 - 44 years old|Between 2 and 4 years ago|C#;SQL;Visual Basic 6;HTML;CSS
93854|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|88000.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|Go;Groovy;Java;JavaScript;Perl;Rust;SQL;TypeScript;Kotlin;HTML;CSS;Bash/Shell
1491|Australia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|36468.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;C#;Java;JavaScript;Python;HTML;CSS;Bash/Shell
78846|Belarus|Moderately dissatisfied|Computer science, computer engineering, or software engineering|34800.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Java
46475|Germany|Extremely satisfied|Information systems, information technology, or system administration|67560.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|CoffeeScript;Java;JavaScript;Python;Ruby;SQL;CSS;Bash/Shell
16524|China|Moderately satisfied|Computer science, computer engineering, or software engineering|20568.0|1 - 2 times per week|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Python;R;SQL;TypeScript;HTML;CSS
23659|Canada|Extremely satisfied|Mathematics or statistics|64417.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|CoffeeScript;Go;JavaScript;Lua;PHP;Python;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
55797|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|31948.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;JavaScript;SQL;VB.NET;Visual Basic 6;HTML;CSS
53683|United Kingdom|Moderately satisfied|Web development or web design|69452.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|45 - 54 years old|More than 4 years ago|Java;JavaScript;Kotlin;HTML;CSS;Bash/Shell
67567|United States|Moderately satisfied|Information systems, information technology, or system administration|63000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;Cobol;HTML;CSS;Bash/Shell
65905|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|68000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Perl;Ruby;Rust;HTML;CSS;Bash/Shell
52846|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|41000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|More than 4 years ago|C++;C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS
74298|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|100000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
11565|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|60000.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;Haskell;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
13432|China|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|31788.0|1 - 2 times per week|Female;Transgender;Non-binary, genderqueer, or gender non-conforming|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Groovy;Java;JavaScript;Python;HTML;CSS;Bash/Shell
16723|Russian Federation|Slightly dissatisfied|Mathematics or statistics|12732.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Java;JavaScript;SQL
2380|Serbia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|27276.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Java
51735|Poland|Moderately dissatisfied|Computer science, computer engineering, or software engineering|59988.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
80999|United States|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|82000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Java;JavaScript;PHP;SQL;Bash/Shell
4046|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|119058.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Haskell;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
77052|United States|Moderately satisfied|Web development or web design|10000.0|1 - 2 times per week|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;Java;PHP;SQL;Swift;HTML;CSS
33532|India|Slightly satisfied|Web development or web design|4512.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;Java;JavaScript;PHP;SQL;VBA;VB.NET;HTML;CSS
43376|United Kingdom|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|150012.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;Python;Ruby;HTML;CSS
72696|Russian Federation|Moderately satisfied|Information systems, information technology, or system administration|21228.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C#;JavaScript;PHP;TypeScript;HTML;CSS
29028|Canada|Slightly satisfied|Computer science, computer engineering, or software engineering|66027.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;Visual Basic 6
39401|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|82500.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
94400|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|66674.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C++;C#;JavaScript;Lua;SQL;TypeScript;HTML;CSS;Bash/Shell
51679|United States|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|101000.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|PHP;Ruby;Scala;SQL;TypeScript;HTML;CSS
67118|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|73433.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Haskell;JavaScript;Python;Rust;Scala;SQL;HTML;CSS;Bash/Shell
2423|India|Moderately satisfied|Information systems, information technology, or system administration|2820.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|PHP;Python
92180|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|155000.0|3 - 4 times per week|Male|White or of European descent|Associate degree|Less than 30 minutes|45 - 54 years old|Less than a year ago|Erlang;JavaScript;Python;Ruby;SQL;HTML;CSS;Bash/Shell
1381|Brazil|Slightly dissatisfied|Information systems, information technology, or system administration|37428.0|Daily or almost every day|Male|White or of European descent|They never completed any formal education|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Perl;PHP;SQL;TypeScript;VBA;VB.NET;Visual Basic 6;HTML;CSS
18603|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|75000.0|1 - 2 times per week|Male|South Asian|Associate degree|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;Objective-C;Swift;HTML;CSS
74152|Australia|Extremely satisfied|Computer science, computer engineering, or software engineering|15000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Assembly;C;C++;Go;Java;JavaScript;Python;TypeScript;HTML;CSS;Bash/Shell
33569|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|190000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Java;JavaScript;Python;HTML;CSS
25229|Other Country (Not Listed Above)|Moderately satisfied|Computer science, computer engineering, or software engineering|30600.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|PHP;SQL;Delphi/Object Pascal;HTML
50720|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|125000.0|I don't typically exercise|Male|Black or of African descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Go;Lua;Perl;Python;SQL
51356|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|101383.0|1 - 2 times per week|Female|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;SQL;HTML;CSS;Bash/Shell
6774|Hong Kong (S.A.R.)|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|130896.0|I don't typically exercise|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|I've never had a job|Assembly;C#;Erlang;Java;JavaScript;Objective-C;PHP;Python;SQL;TypeScript;HTML;CSS
94763|United States|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|43000.0|1 - 2 times per week|Female|Black or of African descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;HTML;CSS
66432|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|19464.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript
100060|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|100000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#
47630|United States|Moderately satisfied|Mathematics or statistics|262000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|45 - 54 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML
47544|United States|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|55000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;PHP;Python;SQL;VB.NET;HTML;CSS;Bash/Shell
59201|New Zealand|Moderately satisfied|Computer science, computer engineering, or software engineering|87701.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|Go;JavaScript;Lua;PHP;Python;SQL;HTML;CSS;Bash/Shell
48597|France|Moderately satisfied|Information systems, information technology, or system administration|38184.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|More than 4 years ago|C;C++;Java;JavaScript;SQL;TypeScript;Visual Basic 6;HTML;CSS
70671|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|140000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;JavaScript;Objective-C;Ruby;Swift;HTML;CSS;Bash/Shell
58427|Argentina|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|26400.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
70505|Finland|Moderately dissatisfied|A business discipline (ex. accounting, finance, marketing)|64620.0|I don't typically exercise|Male|White or of European descent|Associate degree|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;HTML;CSS
71718|United States|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|180000.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|55 - 64 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;Python;Ruby;Scala;SQL;Bash/Shell
31961|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|84000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;Java;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
69533|India|Moderately satisfied|Computer science, computer engineering, or software engineering|5640.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|JavaScript;PHP;Python;HTML;CSS
91590|Germany|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|85671.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Go;JavaScript;PHP;Python;HTML;CSS;Bash/Shell
32597|Japan|Moderately satisfied|Computer science, computer engineering, or software engineering|0.0|Daily or almost every day|Male|White or of European descent|Associate degree|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|JavaScript;Ruby;HTML;CSS;Bash/Shell
73273|India|Moderately satisfied|Computer science, computer engineering, or software engineering|20000.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;PHP;Python;SQL;VB.NET;HTML;CSS
60219|Hong Kong (S.A.R.)|Slightly satisfied|Computer science, computer engineering, or software engineering|67351.0|I don't typically exercise|Male|East Asian;South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C;C++;JavaScript;Python;TypeScript;Ocaml;Bash/Shell
98153|Australia|Extremely dissatisfied|A business discipline (ex. accounting, finance, marketing)|51983.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Ruby;SQL;HTML;CSS
51967|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|185400.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;F#
44558|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|51408.0|I don't typically exercise|Male|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;PHP;TypeScript;HTML;CSS;Bash/Shell
43523|Germany|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|40388.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|R
68343|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|63979.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|45 - 54 years old|Between 1 and 2 years ago|C;CoffeeScript;JavaScript;Perl;PHP;Python;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
70062|United States|Extremely satisfied|Information systems, information technology, or system administration|70000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Python;R;SQL
79309|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|160000.0|I don't typically exercise|Male|Black or of African descent|Primary/elementary school|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;Python;SQL;TypeScript;HTML;CSS
71745|Indonesia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|6984.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C;C++;C#;Java;JavaScript;PHP;SQL;TypeScript;VB.NET;Visual Basic 6;Kotlin;Delphi/Object Pascal;HTML;CSS
62008|Austria|Extremely satisfied|Computer science, computer engineering, or software engineering|22032.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;C#;Java;JavaScript;Python;Swift;Bash/Shell
941|United States|Neither satisfied nor dissatisfied|I never declared a major|72000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;VB.NET;HTML;CSS;Bash/Shell
52581|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|1000000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Go;Java;JavaScript;Python;Rust;HTML;CSS;Bash/Shell
69528|Bangladesh|Moderately satisfied|Computer science, computer engineering, or software engineering|10824.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;Python
9141|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|70000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;C#;F#;Java;Python
100803|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|70000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|Java;JavaScript;Python;HTML;CSS
487|Australia|Slightly satisfied|Computer science, computer engineering, or software engineering|87971.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|C++;C#;JavaScript;SQL;TypeScript;HTML;CSS
92012|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|110000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|Between 1 and 2 years ago|Groovy;Java;JavaScript;Objective-C;SQL;HTML;CSS;Bash/Shell
67184|Spain|Extremely satisfied|Computer science, computer engineering, or software engineering|24478.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Primary/elementary school|Over 4 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;Java;JavaScript;PHP;Python;Delphi/Object Pascal;HTML;CSS;Bash/Shell
40645|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|175384.0|I don't typically exercise|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|55 - 64 years old|Less than a year ago|C;C++;Objective-C;Python
7842|Poland|Slightly satisfied|I never declared a major|12348.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;JavaScript;Lua;TypeScript;HTML;CSS;Bash/Shell
54102|India|Extremely satisfied|Computer science, computer engineering, or software engineering|18785.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|Go;Java;PHP;Python;TypeScript;HTML;CSS
12334|India|Moderately dissatisfied|Computer science, computer engineering, or software engineering|37572.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;Python
5549|Hungary|Moderately satisfied|Computer science, computer engineering, or software engineering|32160.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C#;Java;JavaScript;SQL;TypeScript;HTML;CSS
85263|Australia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|63979.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|Between 1 and 2 years ago|C;C++;Java;Objective-C;SQL;Swift
94464|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|280000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C;Java;JavaScript;Lua;Objective-C;Python;R;Ruby;Rust;SQL;HTML;CSS;Bash/Shell
53082|Japan|Extremely dissatisfied|Computer science, computer engineering, or software engineering|54293.0|1 - 2 times per week|Male|East Asian|They never completed any formal education|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
43419|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|20592.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;Python;SQL;HTML;CSS;Bash/Shell
60065|Russian Federation|Slightly satisfied|Computer science, computer engineering, or software engineering|50400.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;CSS;Bash/Shell
51539|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|45528.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|More than 4 years ago|Java;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
45478|Canada|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|70054.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;Python;SQL;CSS
93300|India|Slightly satisfied|Computer science, computer engineering, or software engineering|6576.0|1 - 2 times per week|Female|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;SQL
24330|Sri Lanka|Moderately satisfied|Computer science, computer engineering, or software engineering|16200.0|I don't typically exercise|Male|South Asian|Primary/elementary school|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;SQL;TypeScript;HTML;CSS
63727|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|1440000.0|3 - 4 times per week|Female|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Python;SQL;HTML;CSS;Bash/Shell
96429|Liechtenstein|Extremely satisfied|Information systems, information technology, or system administration|0.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C#;JavaScript;Python;SQL;Swift;TypeScript;HTML;CSS
28342|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|35768.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;C#;Haskell;Java;Scala;SQL;Swift;HTML;CSS
80964|Argentina|Extremely satisfied|Computer science, computer engineering, or software engineering|14400.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;Java;JavaScript;Python;TypeScript;HTML;CSS
49057|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|50005.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;PHP;TypeScript;HTML;CSS
49447|United Kingdom|Slightly dissatisfied|A natural science (ex. biology, chemistry, physics)|53061.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Python;R;SQL;Bash/Shell
24085|Nigeria|Moderately dissatisfied|Mathematics or statistics|2664.0|I don't typically exercise|Male|Black or of African descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;PHP;TypeScript;HTML;CSS
59755|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|55075.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;Python;HTML;CSS
14849|United States|Extremely satisfied|I never declared a major|120000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;R;SQL;TypeScript;VB.NET;HTML;CSS
34164|Philippines|Extremely satisfied|Computer science, computer engineering, or software engineering|18192.0|1 - 2 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|C++;C#;Java;JavaScript;PHP;SQL;HTML;CSS
71508|Sweden|Slightly dissatisfied|Computer science, computer engineering, or software engineering|89832.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;F#;Java;Bash/Shell
18933|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|96000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Go;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
30031|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|135441.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C;C++;C#;Lua;Matlab;Python;Bash/Shell
68789|Japan|Slightly dissatisfied|Information systems, information technology, or system administration|39257.0|1 - 2 times per week|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;Go;Java;JavaScript;Matlab;PHP;Swift;VBA;HTML
22841|Poland|Extremely satisfied|Computer science, computer engineering, or software engineering|35292.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
54999|Portugal|Slightly satisfied|Mathematics or statistics|73433.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Java;JavaScript;SQL;HTML;CSS;Bash/Shell
34076|United States|Moderately dissatisfied|A humanities discipline (ex. literature, history, philosophy)|82000.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
71431|Ukraine|Moderately dissatisfied|Computer science, computer engineering, or software engineering|14400.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Groovy;Java;Scala
70262|Switzerland|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|625620.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|65 years or older|More than 4 years ago|C;JavaScript;Perl;PHP;Ruby;HTML;CSS;Bash/Shell
5280|France|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|42836.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;SQL;Delphi/Object Pascal;HTML;CSS
101502|France|Moderately satisfied|Computer science, computer engineering, or software engineering|55075.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;Kotlin;HTML;CSS
47205|United Kingdom|Moderately dissatisfied|I never declared a major|62507.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;Rust;SQL;HTML;CSS;Bash/Shell
41513|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|2000000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;SQL;HTML;CSS
41433|Germany|Extremely dissatisfied|Computer science, computer engineering, or software engineering|85671.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;SQL;TypeScript;VB.NET;HTML;Bash/Shell
87857|Turkey|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|22248.0|I don't typically exercise|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C#;SQL;Delphi/Object Pascal;HTML;CSS
69492|Poland|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|70572.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;R;Ruby;SQL;HTML;CSS;Bash/Shell
85880|United States|Moderately satisfied|I never declared a major|145000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|Haskell;Java;JavaScript;Python;Scala;SQL;Bash/Shell
19053|Philippines|Moderately satisfied|Information systems, information technology, or system administration|15360.0|3 - 4 times per week|Male|East Asian|They never completed any formal education|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;VB.NET
28210|India|Slightly satisfied|Computer science, computer engineering, or software engineering|3756.0|Daily or almost every day|Female;Male|South Asian|Primary/elementary school|1 - 2 hours|18 - 24 years old|Less than a year ago|Assembly;Java;JavaScript;PHP;Python;SQL;HTML;CSS
21359|Switzerland|Slightly satisfied|Computer science, computer engineering, or software engineering|65064.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;C#;Java;JavaScript;PHP;Python;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
89756|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|160000.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;Objective-C;Ruby;Swift;HTML;CSS;Bash/Shell
12505|South Korea|Slightly satisfied|Information systems, information technology, or system administration|80000.0|I don't typically exercise|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;Objective-C;PHP;Python;SQL;Swift;Bash/Shell
13283|Norway|Moderately dissatisfied|Information systems, information technology, or system administration|765138.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C;C#;Python;SQL;TypeScript;Bash/Shell
20770|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|100652.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Clojure;Java;Ruby;SQL;Ocaml;HTML;CSS;Bash/Shell
15281|Brazil|Extremely dissatisfied|Computer science, computer engineering, or software engineering|22452.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Python
20489|Bangladesh|Slightly satisfied|Computer science, computer engineering, or software engineering|21660.0|3 - 4 times per week|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Scala;SQL;TypeScript;HTML;CSS;Bash/Shell
2941|Canada|Slightly satisfied|Computer science, computer engineering, or software engineering|74885.0|I don't typically exercise|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|Java;JavaScript;HTML;CSS;Bash/Shell
5875|Nigeria|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|4164.0|3 - 4 times per week|Male|Black or of African descent|Professional degree (JD, MD, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS
30029|Brazil|Moderately satisfied|Web development or web design|11232.0|I don't typically exercise|Male|Black or of African descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Java;PHP;SQL;Kotlin;HTML;CSS
84753|China|Moderately satisfied|Computer science, computer engineering, or software engineering|82592.0|3 - 4 times per week|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;Ruby;SQL;Swift;HTML;CSS
9193|Paraguay|Extremely dissatisfied|Computer science, computer engineering, or software engineering|200000.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;Objective-C;PHP;Python;SQL;Swift;HTML;CSS
60144|France|Moderately satisfied|Computer science, computer engineering, or software engineering|50179.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;JavaScript;Objective-C;Python;SQL;HTML;CSS;Bash/Shell
21376|Russian Federation|Slightly satisfied|Computer science, computer engineering, or software engineering|10620.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|PHP;Ruby;HTML;CSS
55750|Ireland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|85671.0|3 - 4 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;CoffeeScript;JavaScript;Ruby;SQL;TypeScript;HTML;CSS
52650|Russian Federation|Moderately satisfied|Information systems, information technology, or system administration|12732.0|3 - 4 times per week|Male|White or of European descent|Associate degree|Less than 30 minutes|18 - 24 years old|Less than a year ago|JavaScript;TypeScript;HTML;CSS
7045|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|58340.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
74974|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|200000.0|3 - 4 times per week|Female|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C#;Java;Objective-C;PHP;Python;Ruby;SQL;Swift;VBA;VB.NET;Visual Basic 6
48918|Denmark|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|89148.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#;Python;Delphi/Object Pascal
96692|Brazil|Slightly satisfied|Computer science, computer engineering, or software engineering|21336.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Ruby;SQL;HTML;CSS
23466|Germany|Moderately satisfied|Information systems, information technology, or system administration|16884.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|C++;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
16315|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|45876.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C;C++;C#;Objective-C;Python;Ruby;SQL;Swift
64699|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|71000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Assembly;C;C++;JavaScript;TypeScript;HTML;CSS
1225|United States|Moderately dissatisfied|A business discipline (ex. accounting, finance, marketing)|170000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
6917|France|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|58752.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|45 - 54 years old|Less than a year ago|Assembly;C;SQL;Delphi/Object Pascal;HTML;Bash/Shell
42719|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|89175.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|45 - 54 years old|More than 4 years ago|Java;JavaScript;SQL;HTML;CSS
44316|Norway|Moderately dissatisfied|Information systems, information technology, or system administration|77789.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|Groovy;JavaScript;Lua;Perl;HTML;CSS
41163|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|156000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Assembly;C;Java;Python;HTML;Bash/Shell
57059|Russian Federation|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|34176.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Java
71567|France|Slightly dissatisfied|Computer science, computer engineering, or software engineering|51408.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;TypeScript;Kotlin;HTML;CSS;Bash/Shell
80244|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|82000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
40583|Brazil|Moderately dissatisfied|Computer science, computer engineering, or software engineering|22452.0|1 - 2 times per week|Male|Black or of African descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|18 - 24 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;HTML;CSS
63877|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|62000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;TypeScript;HTML
75721|United States|Moderately satisfied|Mathematics or statistics|120000.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|45 - 54 years old|Between 1 and 2 years ago|JavaScript;SQL;Bash/Shell
9044|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|100000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Python;R;SQL;HTML;Bash/Shell
94033|Poland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|28236.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
21842|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|63979.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;Python;Bash/Shell
25412|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|1800000.0|1 - 2 times per week|Female|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|JavaScript;Perl;PHP;Python;SQL;HTML;CSS;Bash/Shell
5637|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|145000.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|3 - 4 hours|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;PHP;SQL;VB.NET;HTML;CSS
81885|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|76514.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|45 - 54 years old|Between 2 and 4 years ago|Java;SQL;TypeScript;HTML;CSS
23811|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|36720.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Go;Java;JavaScript;Lua;Objective-C;Perl;PHP;Python;Rust;Swift
8491|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|155000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Clojure;Python;Ruby
22497|Russian Federation|Moderately satisfied|Computer science, computer engineering, or software engineering|14856.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Assembly;Groovy;Java;SQL;Bash/Shell
54105|United Kingdom|Moderately dissatisfied|Computer science, computer engineering, or software engineering|55562.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
34938|Brazil|Moderately dissatisfied|Web development or web design|33684.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;HTML;CSS;Bash/Shell
3527|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|90000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;SQL
33264|United States|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|88000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|Less than 30 minutes|45 - 54 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS
99086|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|100000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Go;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
73875|Pakistan|Extremely satisfied|Computer science, computer engineering, or software engineering|18000.0|1 - 2 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;TypeScript;Kotlin
52562|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|62507.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;VB.NET;HTML;CSS
58428|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|135000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|55 - 64 years old|Between 2 and 4 years ago|Perl;Python
62328|Germany|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|17628.0|3 - 4 times per week|Male|Middle Eastern;White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;Java;JavaScript;Matlab;PHP;SQL
31791|Ireland|Moderately satisfied|Mathematics or statistics|64254.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
99681|United Kingdom|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|88899.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;Matlab;Python;HTML;CSS;Bash/Shell
49150|France|Moderately satisfied|Computer science, computer engineering, or software engineering|22320.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Between 2 and 4 years ago|C;C++;C#;Java;JavaScript;Lua;PHP;Python;SQL;TypeScript;VBA;HTML;CSS;Bash/Shell
2590|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|137000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|CoffeeScript;JavaScript;Ruby;SQL;HTML;CSS
34691|Denmark|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|69036.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#;Lua;Python;Bash/Shell
47689|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|56673.0|I don't typically exercise|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;PHP;Python;HTML;CSS;Bash/Shell
28311|France|Slightly dissatisfied|A business discipline (ex. accounting, finance, marketing)|48955.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;HTML;CSS
73456|Finland|Extremely satisfied|Computer science, computer engineering, or software engineering|63642.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Clojure;Java;JavaScript;Scala;SQL;HTML;CSS;Bash/Shell
86363|Italy|Slightly satisfied|Computer science, computer engineering, or software engineering|44060.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|Groovy;Java;JavaScript;PHP;Python;Ruby;HTML;CSS;Bash/Shell
41676|France|Moderately dissatisfied|Computer science, computer engineering, or software engineering|45732.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Java;JavaScript;Python;Scala;TypeScript;HTML;CSS
30328|Australia|Slightly satisfied|Computer science, computer engineering, or software engineering|71976.0|3 - 4 times per week|Female|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;Java
49531|Belarus|Slightly satisfied|Computer science, computer engineering, or software engineering|8472.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|More than 4 years ago|Python;SQL
1395|Brazil|Slightly satisfied|Information systems, information technology, or system administration|9360.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Java;JavaScript;Python;SQL;HTML;CSS
63102|Australia|Extremely satisfied|Computer science, computer engineering, or software engineering|127957.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Clojure;JavaScript;Objective-C;Python;SQL;Swift;HTML;CSS;Bash/Shell
64911|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|966768.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;Java;JavaScript;SQL;HTML;CSS
39116|China|Slightly dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|13092.0|1 - 2 times per week|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Python;HTML;CSS
90189|India|Slightly satisfied|Computer science, computer engineering, or software engineering|2256.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|JavaScript;HTML;CSS
44567|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|122388.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C#;SQL;VBA;VB.NET;HTML;CSS
17871|United States|Slightly satisfied|Information systems, information technology, or system administration|58000.0|1 - 2 times per week|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
97417|Belarus|Moderately dissatisfied|Computer science, computer engineering, or software engineering|30000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C++;C#;SQL
93613|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|38337.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;C#;CoffeeScript;Java;JavaScript;Matlab;PHP;Python;SQL;TypeScript;VB.NET;HTML;CSS;Bash/Shell
28193|United Kingdom|Neither satisfied nor dissatisfied|A natural science (ex. biology, chemistry, physics)|173650.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Less than a year ago|C;Java;Objective-C;Swift;Kotlin;HTML
57405|Spain|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|32979.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C;C++;Python;Bash/Shell
96255|Spain|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|24478.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS
56472|Finland|Moderately satisfied|Mathematics or statistics|71232.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;Groovy;Java;JavaScript;PHP;Python;SQL;TypeScript;HTML
83120|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|61194.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
99052|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|67313.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;SQL
66979|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|92000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;Clojure;F#;Go;JavaScript;SQL;TypeScript
31119|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|173650.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|Objective-C;Swift
38899|Israel|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|64944.0|I don't typically exercise|Male|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Java;JavaScript;Objective-C;Python;SQL;Swift;HTML;CSS
80757|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|30559.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Groovy;Java;JavaScript;Scala;Swift;Kotlin;Ocaml;Bash/Shell
62003|United States|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|87000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;Java;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
89038|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|822444.0|1 - 2 times per week|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Objective-C;HTML;CSS
23672|Ecuador|Slightly satisfied|Computer science, computer engineering, or software engineering|42000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Groovy;Java;JavaScript;Objective-C;SQL;TypeScript;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
49372|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|48000.0|1 - 2 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;HTML;CSS
22513|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|17592.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
64426|Spain|Moderately satisfied|Information systems, information technology, or system administration|29373.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Less than a year ago|Java;SQL
77327|India|Moderately satisfied|Computer science, computer engineering, or software engineering|15888.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C++;Java;JavaScript;Python;Scala;SQL;HTML;CSS;Bash/Shell
68270|India|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|6951.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;TypeScript;HTML;CSS
19324|Canada|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|32209.0|I don't typically exercise|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Assembly;C;C++;C#;Java;JavaScript;Julia;Matlab;PHP;Python;Bash/Shell
78291|Sweden|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|56591.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|CoffeeScript;Java;JavaScript;Ruby;SQL
19125|United Kingdom|Slightly dissatisfied|Computer science, computer engineering, or software engineering|62507.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Go;Java;JavaScript;Python;HTML;CSS
2404|Australia|Slightly satisfied|Information systems, information technology, or system administration|63835.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;Perl;PHP;Python;SQL;HTML;CSS;Bash/Shell
84046|France|Extremely satisfied|Computer science, computer engineering, or software engineering|35988.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;PHP;HTML;CSS
89877|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|67000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|1 - 2 hours|35 - 44 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
84796|India|Slightly satisfied|Computer science, computer engineering, or software engineering|5256.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Objective-C;Swift
10333|El Salvador|Slightly dissatisfied|Computer science, computer engineering, or software engineering|9432.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C#;Python;VB.NET;Visual Basic 6
35830|Mexico|Moderately dissatisfied|Web development or web design|13536.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;PHP;SQL;TypeScript;VB.NET;HTML;CSS
56268|Canada|Extremely dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|201303.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;C++;C#;Haskell;JavaScript;Matlab;Python;SQL;VB.NET;HTML;CSS;Bash/Shell
33451|United States|Extremely satisfied|Information systems, information technology, or system administration|92000.0|Daily or almost every day|Male|White or of European descent|Associate degree|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;VB.NET;HTML;CSS
81|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|73428.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|C;C++;C#;Java;JavaScript;VB.NET;HTML;CSS;Bash/Shell
58242|Bangladesh|Slightly satisfied|Computer science, computer engineering, or software engineering|2604.0|I don't typically exercise|Female|East Asian|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|Assembly;C;C++;C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS
16314|Nigeria|Moderately dissatisfied|Computer science, computer engineering, or software engineering|3096.0|I don't typically exercise|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;SQL;HTML;CSS
48723|Canada|Slightly dissatisfied|Computer science, computer engineering, or software engineering|96626.0|1 - 2 times per week|Female|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;Perl;HTML
19428|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|71500.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;Objective-C;Python;SQL;Swift;TypeScript;Kotlin;HTML;CSS;Bash/Shell
2382|Austria|Moderately satisfied|Computer science, computer engineering, or software engineering|57400.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C;Java;Python;Ruby
75427|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|88000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS;Bash/Shell
37441|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|106000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|Python;R;SQL;Bash/Shell
25755|Netherlands|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|61194.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Matlab;Python;Ruby;HTML;CSS
2367|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|90000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Java
81005|Russian Federation|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|24000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Python;TypeScript;HTML;CSS;Bash/Shell
6976|United States|Slightly dissatisfied|A social science (ex. anthropology, psychology, political science)|60060.0|1 - 2 times per week|Female|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;R;SQL;VBA;HTML;CSS
51524|France|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|46507.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;SQL;Bash/Shell
67784|Switzerland|Extremely dissatisfied|Computer science, computer engineering, or software engineering|62556.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;R
91089|Poland|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|44111.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|45 - 54 years old|More than 4 years ago|JavaScript;Lua;PHP;Python;SQL;HTML;CSS;Bash/Shell
98712|France|Moderately dissatisfied|Web development or web design|666744.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS
11126|India|Slightly satisfied|Computer science, computer engineering, or software engineering|10958.0|Daily or almost every day|Male|South Asian|Primary/elementary school|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;Python;TypeScript;HTML;CSS;Bash/Shell
41240|Singapore|Slightly satisfied|Computer science, computer engineering, or software engineering|54504.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;Objective-C;PHP;Python;SQL;HTML;CSS;Bash/Shell
71104|Switzerland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|112611.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;Java
16345|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|155000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Less than a year ago|C;C++;C#;Go;Groovy;Java;JavaScript;Lua;Objective-C;Perl;PHP;Python;SQL;TypeScript;VB.NET;HTML;CSS;Bash/Shell
48980|Canada|Slightly dissatisfied|Computer science, computer engineering, or software engineering|30598.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;C#;JavaScript;SQL;HTML;CSS
4495|Netherlands|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|105253.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C;C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS
101524|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|80000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Go;JavaScript;Python;SQL;TypeScript;Bash/Shell
96543|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|90000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
51342|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|40000.0|Daily or almost every day|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Assembly;C;C++;C#;JavaScript;Lua;Objective-C;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
41205|Poland|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|32460.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;SQL;Bash/Shell
89555|Spain|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|35492.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;C#
9323|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|90000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|More than 4 years ago|JavaScript;PHP;HTML;CSS
94866|Italy|Moderately satisfied|Computer science, computer engineering, or software engineering|39164.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Go;Java
46524|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|225000.0|I don't typically exercise|Male|East Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|45 - 54 years old|Less than a year ago|C++;Java;Python;R;Scala;Bash/Shell
12942|India|Slightly satisfied|Computer science, computer engineering, or software engineering|28961.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Python;SQL;HTML;CSS
28200|United Kingdom|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|58340.0|3 - 4 times per week|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;R
75631|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|112730.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
14693|Viet Nam|Slightly satisfied|Computer science, computer engineering, or software engineering|7200.0|I don't typically exercise|Male|Native American, Pacific Islander, or Indigenous Australian|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|PHP;Python;Ruby;HTML
84818|Belarus|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|6048.0|I don't typically exercise|Female|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|Java;SQL;Kotlin
56038|Canada|Moderately dissatisfied|Computer science, computer engineering, or software engineering|58781.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C;C++;C#;Java;JavaScript;SQL;VBA;HTML
11653|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|70000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;Go;Python;Ruby;SQL;Kotlin;HTML;CSS;Bash/Shell
87536|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|345000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
1790|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|60000.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
39829|United States|Moderately dissatisfied|Mathematics or statistics|75000.0|I don't typically exercise|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|PHP;Python
8186|United States|Moderately dissatisfied|Mathematics or statistics|100000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;Python;SQL;HTML;Bash/Shell
34981|Australia|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|53582.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|Java;SQL;Bash/Shell
570|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|34726.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;Java;JavaScript;Scala;SQL;HTML;CSS
9385|Romania|Moderately dissatisfied|Mathematics or statistics|10284.0|I don't typically exercise|Male|White or of European descent|Associate degree|3 - 4 hours|18 - 24 years old|Between 1 and 2 years ago|C;C++;C#;Java;Matlab
21140|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|6012.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;C#;Java;JavaScript;Ruby
63173|United States|Moderately satisfied|Mathematics or statistics|66000.0|3 - 4 times per week|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;C#;JavaScript;PHP;Python;R;Ruby;SQL;VBA;Visual Basic 6;HTML;CSS
74670|Russian Federation|Moderately satisfied|Information systems, information technology, or system administration|33972.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Groovy;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
2813|Spain|Moderately dissatisfied|A humanities discipline (ex. literature, history, philosophy)|35988.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|Between 1 and 2 years ago|JavaScript;PHP;Ruby;SQL;HTML;CSS
24634|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|80000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C;C#;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
30790|Poland|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|40584.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|PHP;Python;Ruby;HTML;CSS;Bash/Shell
19820|Costa Rica|Slightly satisfied|Computer science, computer engineering, or software engineering|45000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|More than 4 years ago|Java;JavaScript;SQL;HTML;CSS;Bash/Shell
6792|France|Moderately satisfied|Computer science, computer engineering, or software engineering|0.0|3 - 4 times per week|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Scala;SQL;CSS;Bash/Shell
50772|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|35244.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
21268|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|58340.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;Python;SQL;HTML;CSS
16814|Switzerland|Extremely satisfied|Computer science, computer engineering, or software engineering|93842.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|CoffeeScript;Java;JavaScript;Lua;Perl;PHP;Ruby;SQL;HTML;CSS;Bash/Shell
78559|Brazil|Slightly dissatisfied|Mathematics or statistics|524016.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|55 - 64 years old|More than 4 years ago|Java;JavaScript;PHP;SQL;Cobol;HTML;CSS;Bash/Shell
13456|Australia|Slightly satisfied|Mathematics or statistics|111963.0|I don't typically exercise|Male|East Asian|Professional degree (JD, MD, etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|C;C++;R;SQL;Bash/Shell
82479|United States|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|64000.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C;Java;JavaScript;PHP;Python;SQL;HTML;CSS
12687|United States|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|85000.0|1 - 2 times per week|Female|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|R;SQL;HTML
95004|United States|Extremely satisfied|Information systems, information technology, or system administration|84000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;HTML
68560|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|50000.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C++;Go;Haskell;Java;Python;Ruby;HTML;CSS;Bash/Shell
73332|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|25003.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS
35379|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|82000.0|1 - 2 times per week|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C;C++;Java;JavaScript;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
490|Ireland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|48955.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Go;Groovy;JavaScript;Python;Ruby;SQL;HTML;CSS;Bash/Shell
87076|United Kingdom|Moderately satisfied|I never declared a major|44449.0|I don't typically exercise|Male|White or of European descent|They never completed any formal education|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C++;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
79639|India|Moderately satisfied|Web development or web design|5640.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;Java;JavaScript;PHP;HTML;CSS
15904|Nepal|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|1176.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;Java;JavaScript;Matlab;PHP;SQL;HTML;CSS
51794|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|48616.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;SQL;Kotlin
63047|Australia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|59980.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;Groovy;PHP;SQL;VB.NET;HTML;CSS
42429|Germany|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|30597.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Python;R;Scala
32414|France|Extremely satisfied|Computer science, computer engineering, or software engineering|153000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C#;F#;JavaScript;PHP;SQL;TypeScript;HTML;CSS
4503|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|122388.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#
7602|Netherlands|Slightly dissatisfied|Computer science, computer engineering, or software engineering|44064.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;HTML;CSS;Bash/Shell
72122|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|170000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 1 and 2 years ago|Assembly;C;C++;C#;Bash/Shell
3013|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|70000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;C#;Clojure;Java;JavaScript;PHP;Python;Ruby;SQL;HTML;CSS
62829|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|79973.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;Groovy;JavaScript;Python;Ruby;Bash/Shell
5123|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|78000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Go;Groovy;Java;Python;Scala;Bash/Shell
88781|Netherlands|Extremely satisfied|Computer science, computer engineering, or software engineering|51408.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Haskell;Java;JavaScript;PHP;Python;Scala;SQL;Bash/Shell
63483|United States|Slightly dissatisfied|A humanities discipline (ex. literature, history, philosophy)|110.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|55 - 64 years old|Between 2 and 4 years ago|R;SQL;VBA;VB.NET;HTML
16053|India|Extremely dissatisfied|Computer science, computer engineering, or software engineering|9393.0|I don't typically exercise|Male|South Asian|Professional degree (JD, MD, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|C#;JavaScript;Python;HTML;CSS;Bash/Shell
69725|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|51403.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
10999|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|115000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Lua;TypeScript;HTML;CSS;Bash/Shell
83532|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|87140.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C;C++;Java;Perl;SQL;Bash/Shell
76724|Switzerland|Moderately satisfied|Web development or web design|145977.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
85116|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|73433.0|1 - 2 times per week|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Scala
20951|United Kingdom|Slightly dissatisfied|I never declared a major|60423.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS
60284|Sweden|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|1000000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|Less than a year ago|C++;Java;Python;HTML
22627|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|126000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
20435|India|Slightly satisfied|Computer science, computer engineering, or software engineering|15588.0|3 - 4 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Assembly;JavaScript;Python;SQL;HTML;CSS
72885|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|49000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;Python;Ruby;SQL;HTML;CSS
32001|Estonia|Moderately satisfied|Computer science, computer engineering, or software engineering|33780.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Python;HTML;CSS;Bash/Shell
62735|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|85000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
5375|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|35292.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;HTML;CSS;Bash/Shell
42856|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|0.0|3 - 4 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|3 - 4 hours|35 - 44 years old|More than 4 years ago|PHP;R;SQL;HTML
48911|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|128000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|Assembly;Java;JavaScript;Python;Rust;TypeScript;HTML;CSS;Bash/Shell
57001|Sweden|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|45960.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;Python;HTML;CSS;Bash/Shell
66260|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|125000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|Assembly;C;Go;Haskell;Rust;SQL;HTML;Bash/Shell
73890|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|145000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|55 - 64 years old|Between 1 and 2 years ago|SQL;Bash/Shell
76127|France|Extremely satisfied|Computer science, computer engineering, or software engineering|63642.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Clojure;Go;Python;SQL
19519|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|50000.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
60684|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|85000.0|I don't typically exercise|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
87223|India|Moderately satisfied|Computer science, computer engineering, or software engineering|16152.0|3 - 4 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
70924|Russian Federation|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|16980.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C;Python
14094|Ukraine|Slightly dissatisfied|Computer science, computer engineering, or software engineering|37200.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
66626|Pakistan|Slightly satisfied|Information systems, information technology, or system administration|36000.0|Daily or almost every day|Male|South Asian|Professional degree (JD, MD, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;Java
60140|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|130000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Go;Java;JavaScript;Scala;SQL;Bash/Shell
91030|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|1000000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|C;Go;Ruby;Bash/Shell
53954|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|55075.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Python
95445|Belgium|Extremely dissatisfied|Computer science, computer engineering, or software engineering|122388.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|Java;JavaScript;Python;Swift
12183|Italy|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|63642.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;PHP;Rust;SQL;Bash/Shell
44304|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|138000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Bash/Shell
77250|Brazil|Slightly dissatisfied|Information systems, information technology, or system administration|13104.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS
79913|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|136000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;C++;JavaScript;Objective-C;Perl;Python;Ruby;Rust;Swift;HTML;CSS;Bash/Shell
78332|India|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|187848.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Python;SQL;Bash/Shell
28716|United States|Slightly satisfied|A social science (ex. anthropology, psychology, political science)|180000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|Groovy;Java;JavaScript;HTML;CSS;Bash/Shell
84879|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|85000.0|1 - 2 times per week|Female|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|45 - 54 years old|More than 4 years ago|JavaScript;SQL;VB.NET;HTML;CSS
28120|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|2160.0|1 - 2 times per week|Male|South Asian|Primary/elementary school|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Java
50021|Russian Federation|Slightly satisfied|Computer science, computer engineering, or software engineering|37800.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
100789|Bosnia and Herzegovina|Slightly dissatisfied|Information systems, information technology, or system administration|31705.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;Java;JavaScript;SQL;HTML;CSS
90390|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|100000.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;Groovy;Java;JavaScript;PHP;Ruby;SQL;TypeScript;HTML;CSS
16471|United Kingdom|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|152794.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C++;Hack;Java;JavaScript;Python;HTML
24464|United States|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|98000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
88527|Ecuador|Moderately satisfied|Computer science, computer engineering, or software engineering|21600.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;Matlab;Python;SQL;HTML;CSS;Bash/Shell
6695|United Kingdom|Moderately satisfied|Information systems, information technology, or system administration|23336.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|More than 4 years ago|JavaScript;Lua;PHP;SQL;Delphi/Object Pascal;HTML;CSS
90321|Finland|Extremely satisfied|Computer science, computer engineering, or software engineering|55075.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Java;JavaScript;PHP;Scala;HTML;CSS
29047|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|300000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C#;Java;JavaScript;PHP;SQL;VBA;VB.NET;HTML
97644|India|Extremely satisfied|Computer science, computer engineering, or software engineering|3756.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;Java;JavaScript;Ruby;SQL;HTML;CSS
4160|United States|Neither satisfied nor dissatisfied|Mathematics or statistics|60000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|SQL;HTML;CSS
99606|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|140000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;SQL;CSS;Bash/Shell
55512|Portugal|Moderately satisfied|Computer science, computer engineering, or software engineering|15864.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C;C#;Java;JavaScript;Swift
50338|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|145000.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|45 - 54 years old|Between 2 and 4 years ago|Groovy;JavaScript;Python;Bash/Shell
81234|Portugal|Moderately dissatisfied|Web development or web design|22275.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;Lua;Matlab;Objective-C;PHP;SQL;HTML;CSS
40875|Germany|Moderately satisfied|Information systems, information technology, or system administration|383074.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
72137|India|Moderately satisfied|Computer science, computer engineering, or software engineering|8448.0|Daily or almost every day|Male|South Asian|Primary/elementary school|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;HTML;CSS
20875|India|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|11268.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
73453|Czech Republic|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|23172.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;HTML;CSS
73300|United States|Slightly satisfied|Information systems, information technology, or system administration|50000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;TypeScript;HTML;CSS
41867|Philippines|Moderately satisfied|Computer science, computer engineering, or software engineering|500.0|1 - 2 times per week|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Over 4 hours|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;C++;C#;JavaScript;PHP;SQL;VB.NET;Visual Basic 6;HTML;CSS
43320|New Zealand|Slightly dissatisfied|Computer science, computer engineering, or software engineering|86000.0|Daily or almost every day|Male|White or of European descent|Associate degree|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Scala;SQL;HTML;CSS
20538|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|110000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Ruby;HTML;CSS;Bash/Shell
85535|United States|Moderately dissatisfied|Mathematics or statistics|80000.0|Daily or almost every day|Female;Transgender|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Objective-C;Python;SQL;Swift;HTML;CSS
29774|Spain|Slightly dissatisfied|Computer science, computer engineering, or software engineering|22030.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
46476|Ukraine|Moderately satisfied|Computer science, computer engineering, or software engineering|56376.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Java
24181|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|107500.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|45 - 54 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
17184|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|95000.0|3 - 4 times per week|Female|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Swift;Kotlin
4356|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|75000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;PHP;HTML;CSS;Bash/Shell
57826|United States|Moderately satisfied|Mathematics or statistics|86000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;CoffeeScript;JavaScript;R;TypeScript;HTML;CSS;Bash/Shell
2031|Serbia|Moderately satisfied|Computer science, computer engineering, or software engineering|5880.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|CoffeeScript;Go;JavaScript;HTML;CSS
534|France|Extremely satisfied|Computer science, computer engineering, or software engineering|39776.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Go;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
11106|India|Slightly satisfied|Computer science, computer engineering, or software engineering|266748.0|1 - 2 times per week|Male|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Python;TypeScript;HTML;CSS
29410|France|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|58746.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Assembly;C;C++;C#;Lua;PHP;Python;HTML;CSS;Bash/Shell
71361|Poland|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|15876.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C++;JavaScript;TypeScript;Kotlin;Bash/Shell
16811|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|5256.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;PHP;SQL;HTML;CSS
46426|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|150000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;Clojure;Go;Java;JavaScript;Objective-C;Python;Ruby;Swift;HTML;CSS;Bash/Shell
43088|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|63642.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;SQL;TypeScript;HTML;CSS
99172|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|125000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|F#;Haskell;Python;Rust;HTML;CSS
84987|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|90000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C++;CoffeeScript;Java;JavaScript;PHP;Python;SQL;HTML;CSS
75959|Czech Republic|Moderately satisfied|Computer science, computer engineering, or software engineering|57912.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Objective-C;Swift
50364|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|62500.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Less than a year ago|CoffeeScript;Haskell;JavaScript;Perl;PHP;Python;R;SQL;HTML;CSS;Bash/Shell
23574|Germany|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|79552.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C;C++;Java;Matlab;Python
52222|France|Extremely satisfied|Computer science, computer engineering, or software engineering|53239.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;JavaScript;Python
64444|Netherlands|Extremely satisfied|Computer science, computer engineering, or software engineering|39648.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;HTML;CSS
78138|Australia|Moderately satisfied|Information systems, information technology, or system administration|145552.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;PHP;Ruby;HTML;CSS;Bash/Shell
48051|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|31253.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;TypeScript
61359|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|120000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C;C++;C#;Groovy;Java;JavaScript;Python;Ruby;TypeScript;HTML;CSS;Bash/Shell
2780|India|Moderately satisfied|Computer science, computer engineering, or software engineering|17220.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Ruby;TypeScript
63808|Australia|Moderately satisfied|Information systems, information technology, or system administration|79973.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|Between 2 and 4 years ago|Python;SQL
16265|Algeria|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|18000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Perl;PHP;Python;HTML;CSS
101560|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|85000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
12381|Mexico|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|22560.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;TypeScript;HTML;CSS
78828|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|96538.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;SQL;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
75343|United Kingdom|Extremely dissatisfied|Computer science, computer engineering, or software engineering|38199.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;C#;Groovy;Java;JavaScript;Objective-C;PHP;SQL;HTML;CSS;Bash/Shell
20023|Russian Federation|Extremely dissatisfied|Computer science, computer engineering, or software engineering|25476.0|1 - 2 times per week|Male|Native American, Pacific Islander, or Indigenous Australian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;HTML;CSS
101179|Canada|Slightly satisfied|Information systems, information technology, or system administration|56365.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;Go;Groovy;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
55250|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|33684.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|Python;Bash/Shell
30850|United Kingdom|Extremely satisfied|Mathematics or statistics|122930.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C++;JavaScript;Python;SQL;Bash/Shell
51819|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|50000.0|I don't typically exercise|Female|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;SQL;HTML;CSS;Bash/Shell
33471|Dominican Republic|Slightly satisfied|Mathematics or statistics|15000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Matlab;SQL;TypeScript;HTML;CSS
30604|India|Slightly dissatisfied|A business discipline (ex. accounting, finance, marketing)|9393.0|I don't typically exercise|Male|South Asian|Associate degree|30 - 59 minutes|18 - 24 years old|Less than a year ago|JavaScript;Python;TypeScript;CSS
83499|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|23614.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;PHP;Python;TypeScript;HTML;CSS;Bash/Shell
83639|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|230000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|45 - 54 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
83783|Germany|Extremely satisfied|Mathematics or statistics|111373.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;VB.NET
79780|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|115000.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C;C++;Python;Bash/Shell
86720|Hungary|Moderately satisfied|Computer science, computer engineering, or software engineering|30960.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C;C++;C#;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
48282|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|195000.0|Daily or almost every day|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|Java;JavaScript;SQL;HTML;Bash/Shell
84910|India|Extremely satisfied|Computer science, computer engineering, or software engineering|5256.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;Python;HTML;CSS;Bash/Shell
100004|Colombia|Slightly satisfied|Computer science, computer engineering, or software engineering|4800.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;Java;SQL
75517|Poland|Slightly dissatisfied|Information systems, information technology, or system administration|19056.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|Go;Lua;Python;SQL;HTML;CSS;Bash/Shell
98211|Ukraine|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|18792.0|1 - 2 times per week|Male|Middle Eastern|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Python;TypeScript;HTML;CSS;Bash/Shell
27604|United States|Slightly satisfied|Information systems, information technology, or system administration|80000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Assembly;C;C++;Java;JavaScript;HTML;CSS;Bash/Shell
23397|France|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|32808.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C;C++;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
46202|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|8448.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C++;Java;Kotlin
76568|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|169000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Go;Java;JavaScript;Python;HTML;CSS;Bash/Shell
48134|China|Slightly dissatisfied|Computer science, computer engineering, or software engineering|46752.0|3 - 4 times per week|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;C#;Go;Java;JavaScript;Lua;Rust;SQL;TypeScript;HTML;Bash/Shell
22334|Iran, Islamic Republic of...|Moderately satisfied|Computer science, computer engineering, or software engineering|16644.0|I don't typically exercise|Male|Middle Eastern|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Groovy;Java;PHP;SQL;HTML;CSS;Bash/Shell
15385|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|60000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|They never completed any formal education|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#;JavaScript;PHP;SQL;TypeScript;HTML;CSS
82822|Australia|Extremely satisfied|Computer science, computer engineering, or software engineering|99967.0|I don't typically exercise|Male|White or of European descent|They never completed any formal education|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;Python;R;Scala;SQL
97738|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|97233.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C;Perl;Python;Ruby;SQL;HTML;Bash/Shell
16896|Canada|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|64417.0|3 - 4 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Matlab;Python;R;SQL;TypeScript;HTML;CSS;Bash/Shell
93479|Philippines|Moderately dissatisfied|Information systems, information technology, or system administration|2364.0|3 - 4 times per week|Male|South Asian|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C;C#;Java;JavaScript;PHP;TypeScript;HTML;CSS
71306|India|Extremely dissatisfied|Computer science, computer engineering, or software engineering|7827.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;Matlab;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
93666|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|82000.0|1 - 2 times per week|Female;Transgender|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C++;JavaScript;Python;HTML;CSS;Bash/Shell
50748|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|20664.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Java;Python;Bash/Shell
36106|Ethiopia|Slightly satisfied|Computer science, computer engineering, or software engineering|8712.0|1 - 2 times per week|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
90850|United Kingdom|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|51394.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Go;Julia;Python;Bash/Shell
55558|France|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|44064.0|Daily or almost every day|Male|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|3 - 4 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;Python;SQL;HTML;CSS;Bash/Shell
62237|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|134627.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|C++;Go;Haskell;Java;JavaScript;Perl;Python;Ruby;Scala;SQL;CSS;Bash/Shell
97861|India|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|7512.0|1 - 2 times per week|Female|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;HTML;CSS
36530|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|40388.0|3 - 4 times per week|Male|White or of European descent|Associate degree|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;R;Scala
9678|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|58869.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Perl
19688|United Kingdom|Moderately satisfied|Mathematics or statistics|90288.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;TypeScript;VBA;VB.NET;HTML;CSS;Bash/Shell
15942|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|74500.0|3 - 4 times per week|Male|Native American, Pacific Islander, or Indigenous Australian;White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
59483|Australia|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|67977.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Go;JavaScript;Python;TypeScript;HTML;CSS;Bash/Shell
61127|Denmark|Extremely satisfied|Computer science, computer engineering, or software engineering|69036.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Go;JavaScript;PHP;Rust;HTML;CSS;Bash/Shell
80668|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|75000.0|3 - 4 times per week|Male|Middle Eastern;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
69440|Malta|Moderately satisfied|Information systems, information technology, or system administration|55075.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;HTML
63833|Russian Federation|Moderately satisfied|A health science (ex. nursing, pharmacy, radiology)|55200.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;Objective-C;PHP;Python;SQL;Swift;HTML;CSS;Bash/Shell
90696|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|1000000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|Between 1 and 2 years ago|C++;PHP;Delphi/Object Pascal
85099|Sri Lanka|Moderately satisfied|Information systems, information technology, or system administration|17124.0|1 - 2 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
99863|Sweden|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|43416.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;TypeScript;HTML;CSS
96909|Russian Federation|Moderately satisfied|Computer science, computer engineering, or software engineering|10620.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;C++;C#;Java;PHP;Python;Rust;SQL;Bash/Shell
51449|Germany|Extremely satisfied|Computer science, computer engineering, or software engineering|76368.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C++;JavaScript;Python;Bash/Shell
62686|Ghana|Slightly dissatisfied|Computer science, computer engineering, or software engineering|10008.0|I don't typically exercise|Female|Black or of African descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Groovy;Java;JavaScript;Objective-C;Python;SQL;Swift;Kotlin;HTML;CSS
59537|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|2000000.0|3 - 4 times per week|Male|Native American, Pacific Islander, or Indigenous Australian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Python;R;SQL;VBA
22311|United States|Slightly dissatisfied|A humanities discipline (ex. literature, history, philosophy)|85000.0|3 - 4 times per week|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|JavaScript;Python;R;SQL;HTML;CSS
39522|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|56298.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Python;R;HTML
97303|United States|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|115000.0|I don't typically exercise|Male|East Asian;White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;SQL;Swift;HTML;CSS
45144|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|170000.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Assembly;C;C++;Python;Bash/Shell
10607|Italy|Slightly satisfied|Computer science, computer engineering, or software engineering|3060.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;C++;Java;JavaScript;Matlab;PHP;HTML;CSS
3243|Malaysia|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|12132.0|3 - 4 times per week|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|Go;JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
92845|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|104678.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C#;Java;JavaScript;Perl;SQL;VB.NET;HTML;CSS
15321|United States|Extremely satisfied|I never declared a major|50000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Objective-C;Python;SQL;Swift;TypeScript;HTML;CSS
95388|Canada|Moderately dissatisfied|Computer science, computer engineering, or software engineering|66027.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Assembly;C;Go;Python;Ruby;SQL;Swift;HTML;CSS;Bash/Shell
29027|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|120000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Groovy;JavaScript;Lua;TypeScript;HTML;CSS
52183|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|19920.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;HTML;CSS
60295|Poland|Moderately dissatisfied|A business discipline (ex. accounting, finance, marketing)|28236.0|1 - 2 times per week|Male|White or of European descent|Associate degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Python;HTML;CSS
93138|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|73433.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C++;C#;HTML;CSS
10267|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|89266.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
5998|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|41671.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
14244|Spain|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|33045.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;SQL
25786|Netherlands|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|30156.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Groovy;Java;JavaScript;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell
27262|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|120000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;F#;JavaScript;SQL;HTML;CSS
22522|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|40000.0|I don't typically exercise|Transgender|White or of European descent|Associate degree|Less than 30 minutes|55 - 64 years old|More than 4 years ago|Delphi/Object Pascal
49890|Austria|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|20556.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Assembly;C;C++;C#;Java;Objective-C;PHP;Python;R;SQL;Swift;VBA;VB.NET;Visual Basic 6;Delphi/Object Pascal;HTML;CSS;Bash/Shell
14105|France|Moderately satisfied|Computer science, computer engineering, or software engineering|646212.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Objective-C;Swift
30500|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|30108.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Objective-C;Swift
28912|United Kingdom|Extremely satisfied|Mathematics or statistics|44449.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Python;R;SQL;VBA
38265|India|Moderately satisfied|Computer science, computer engineering, or software engineering|18785.0|Daily or almost every day|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Python
17638|Canada|Extremely satisfied|Information systems, information technology, or system administration|48152.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
9686|Nepal|Slightly satisfied|Computer science, computer engineering, or software engineering|91644.0|I don't typically exercise|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS
101333|Japan|Slightly satisfied|Computer science, computer engineering, or software engineering|30252.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
41415|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|36720.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|More than 4 years ago|C#;JavaScript;PHP;Python;SQL;Swift;HTML;CSS
17445|United States|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|2000000.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;PHP;SQL;TypeScript;VBA;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
68783|Italy|Extremely satisfied|Computer science, computer engineering, or software engineering|12239.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|Assembly;C;C++;Java;JavaScript;Matlab;PHP;SQL;Visual Basic 6;Kotlin;Cobol;HTML;CSS;Bash/Shell
69496|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|44916.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;SQL
65777|China|Extremely satisfied|Computer science, computer engineering, or software engineering|31167.0|3 - 4 times per week|Male|South Asian|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
26886|Netherlands|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|46992.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;HTML;CSS
63693|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|140000.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|3 - 4 hours|35 - 44 years old|Between 1 and 2 years ago|JavaScript;Objective-C;PHP;SQL;Swift;HTML;CSS;Bash/Shell
81657|Philippines|Extremely dissatisfied|Information systems, information technology, or system administration|2880.0|3 - 4 times per week|Male|East Asian;South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;HTML;CSS
24645|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|122500.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Go;Python;Bash/Shell
25501|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|52339.0|1 - 2 times per week|Female|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|35 - 44 years old|Between 1 and 2 years ago|JavaScript;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
56974|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|55000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Professional degree (JD, MD, etc.)|3 - 4 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML
64248|France|Moderately satisfied|Computer science, computer engineering, or software engineering|64866.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C#;JavaScript;TypeScript;HTML;CSS
2996|Pakistan|Slightly satisfied|Computer science, computer engineering, or software engineering|1632.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C;C++;C#;Objective-C;PHP;Python;SQL;VB.NET;Visual Basic 6;HTML;CSS
90854|Italy|Slightly satisfied|Computer science, computer engineering, or software engineering|411228.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;Java;JavaScript
20057|United States|Extremely satisfied|A business discipline (ex. accounting, finance, marketing)|101200.0|Daily or almost every day|Female|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;R;SQL;TypeScript;HTML;CSS
97256|Belgium|Slightly dissatisfied|A health science (ex. nursing, pharmacy, radiology)|35244.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Perl;PHP;R;SQL;Delphi/Object Pascal;HTML;CSS;Bash/Shell
23532|India|Slightly satisfied|Computer science, computer engineering, or software engineering|2256.0|Daily or almost every day|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Java;JavaScript;Python;HTML;CSS
73523|Bosnia and Herzegovina|Moderately satisfied|Computer science, computer engineering, or software engineering|24972.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Less than a year ago|Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
13367|Colombia|Slightly satisfied|Computer science, computer engineering, or software engineering|14760.0|Daily or almost every day|Female|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;Objective-C;Python;SQL;Swift;TypeScript;HTML;CSS
10529|France|Moderately satisfied|Computer science, computer engineering, or software engineering|46507.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;JavaScript;Rust;SQL;HTML
39759|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|44287.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;HTML;CSS
66148|South Korea|Extremely satisfied|Computer science, computer engineering, or software engineering|62808.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;Python
51814|Spain|Slightly satisfied|Computer science, computer engineering, or software engineering|176244.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|Over 4 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
64181|United States|Moderately satisfied|Information systems, information technology, or system administration|85000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;SQL;HTML;CSS
730|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|63979.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;Visual Basic 6;HTML;CSS
23233|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|66767.0|3 - 4 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|R
18141|United States|Moderately satisfied|Web development or web design|94000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|CoffeeScript;JavaScript;PHP;SQL;HTML;CSS
45551|United Kingdom|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|750084.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Python;SQL;HTML;CSS
93449|United Kingdom|Slightly dissatisfied|Web development or web design|34726.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS
10026|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|90000.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C++;C#;Java;JavaScript;Matlab;PHP;Python;SQL;HTML;CSS;Bash/Shell
74621|Australia|Extremely dissatisfied|Information systems, information technology, or system administration|1000000.0|I don't typically exercise|Male|East Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C#;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
7708|Belgium|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|61680.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|45 - 54 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
7447|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|58746.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#;Bash/Shell
79990|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|44300.0|3 - 4 times per week|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Assembly;C++;JavaScript;TypeScript;HTML;CSS;Bash/Shell
28161|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|64417.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;JavaScript;Python;Bash/Shell
10413|Sri Lanka|Moderately satisfied|Computer science, computer engineering, or software engineering|1560.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;Java;JavaScript;PHP;SQL;VB.NET;HTML;CSS
95567|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|25008.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|CoffeeScript;JavaScript;TypeScript;HTML;CSS
100370|India|Moderately satisfied|Computer science, computer engineering, or software engineering|1884.0|1 - 2 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;C#;Java;JavaScript;PHP;SQL;VB.NET;Visual Basic 6;HTML;CSS
54239|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|1000000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
3153|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|100000.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;C#;Python
10899|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|117000.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|35 - 44 years old|Between 1 and 2 years ago|Assembly;C;C++;Go;Haskell;JavaScript;Python;SQL;HTML
18893|Indonesia|Slightly satisfied|Computer science, computer engineering, or software engineering|3576.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS
25177|Germany|Extremely dissatisfied|Information systems, information technology, or system administration|73433.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;TypeScript;HTML;CSS
73107|India|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|3757.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;Python;HTML;CSS
88965|India|Slightly dissatisfied|Computer science, computer engineering, or software engineering|14652.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Hack;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
58969|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|19447.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C;C++;Matlab;Perl;Python;R;Bash/Shell
27413|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|88000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
73404|Germany|Slightly satisfied|A business discipline (ex. accounting, finance, marketing)|97910.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|JavaScript;PHP;HTML;CSS;Bash/Shell
17508|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|76397.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;VBA;VB.NET;HTML;CSS
58546|Denmark|Extremely dissatisfied|A business discipline (ex. accounting, finance, marketing)|164366.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|55 - 64 years old|Between 2 and 4 years ago|C;C#;VBA;VB.NET;Visual Basic 6;HTML
27955|Czech Republic|Moderately satisfied|Computer science, computer engineering, or software engineering|23748.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;SQL;TypeScript;HTML;CSS
100426|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|90000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
99601|Pakistan|Extremely satisfied|Computer science, computer engineering, or software engineering|8676.0|3 - 4 times per week|Male|South Asian|Primary/elementary school|1 - 2 hours|25 - 34 years old|More than 4 years ago|C++;C#;Java;JavaScript;PHP;SQL;HTML;CSS
98246|Spain|Slightly satisfied|Computer science, computer engineering, or software engineering|381852.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Python
30279|Iceland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|116862.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;TypeScript;HTML;CSS;Bash/Shell
33525|Spain|Slightly dissatisfied|Computer science, computer engineering, or software engineering|44060.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
48188|United States|Moderately dissatisfied|A social science (ex. anthropology, psychology, political science)|55000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS
76866|Iran, Islamic Republic of...|Moderately satisfied|Computer science, computer engineering, or software engineering|26640.0|I don't typically exercise|Male|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C#;Java
6252|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|38893.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;Matlab;Objective-C;PHP;SQL;Swift;HTML;CSS
95184|India|Moderately satisfied|Computer science, computer engineering, or software engineering|17220.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
34209|Germany|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|88119.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|55 - 64 years old|Between 2 and 4 years ago|Assembly;C;JavaScript;Perl;Cobol
8224|India|Moderately satisfied|Computer science, computer engineering, or software engineering|6262.0|Daily or almost every day|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;VB.NET;HTML;CSS
6928|South Africa|Extremely dissatisfied|A natural science (ex. biology, chemistry, physics)|19584.0|I don't typically exercise|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Python
64192|Germany|Moderately dissatisfied|A social science (ex. anthropology, psychology, political science)|44064.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;C;C++;Go;JavaScript;Python;Rust;HTML;CSS;Bash/Shell
41846|Czech Republic|Moderately satisfied|Computer science, computer engineering, or software engineering|45972.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Clojure;Go;Groovy;Java;JavaScript;PHP;Scala;HTML;CSS;Bash/Shell
50698|United Kingdom|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|62507.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;Python;SQL
71898|United States|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|148000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Clojure;Groovy;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
22169|United States|Moderately dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|115000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
30372|Canada|Slightly satisfied|Computer science, computer engineering, or software engineering|38652.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Go;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
17509|Australia|Slightly dissatisfied|Information systems, information technology, or system administration|43985.0|1 - 2 times per week|Male|South Asian|They never completed any formal education|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Java;JavaScript;PHP;HTML;CSS
76892|Singapore|Slightly satisfied|Computer science, computer engineering, or software engineering|90840.0|3 - 4 times per week|Male|South Asian|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java
4577|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|118280.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|C#;SQL
32046|United States|Extremely satisfied|Information systems, information technology, or system administration|150000.0|3 - 4 times per week|Male|Middle Eastern;White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;Python;SQL;HTML;CSS;Bash/Shell
95347|Japan|Moderately satisfied|Computer science, computer engineering, or software engineering|59424.0|I don't typically exercise|Male|East Asian;South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|C;C++;Objective-C;Python;Ruby;SQL;Swift;Kotlin
84660|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|127000.0|I don't typically exercise|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;HTML;CSS
66907|Canada|Slightly dissatisfied|Computer science, computer engineering, or software engineering|88573.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|PHP;Python;Ruby;Bash/Shell
40805|Bangladesh|Moderately satisfied|Mathematics or statistics|6612.0|I don't typically exercise|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Python;SQL;HTML;CSS
61661|Sweden|Moderately satisfied|Mathematics or statistics|73433.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C++;C#;JavaScript;Julia;Python;SQL;HTML;CSS;Bash/Shell
17582|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|72500.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#
51534|Australia|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|60000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|Python;SQL;HTML;CSS;Bash/Shell
32113|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|116268.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C++;Go;Java;Python;SQL;HTML;CSS;Bash/Shell
6716|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|66084.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Erlang;JavaScript;Ruby
387|Russian Federation|Extremely satisfied|Mathematics or statistics|20808.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|JavaScript;Python;SQL;HTML;CSS
24685|India|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|44328.0|I don't typically exercise|Male|South Asian|Associate degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript
90333|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|75000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Python;SQL;HTML;CSS
99735|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|78000.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Java;JavaScript;Python;SQL;Swift;HTML;CSS;Bash/Shell
64408|Belarus|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|9600.0|3 - 4 times per week|Female;Male;Transgender;Non-binary, genderqueer, or gender non-conforming|Black or of African descent;East Asian;Hispanic or Latino/Latina;Middle Eastern;Native American, Pacific Islander, or Indigenous Australian;South Asian;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Between 1 and 2 years ago|Java;Kotlin;Bash/Shell
55300|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|145000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|Java;JavaScript;Objective-C;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
13674|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|75000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;SQL;HTML;CSS;Bash/Shell
86194|Poland|Slightly satisfied|Information systems, information technology, or system administration|17640.0|I don't typically exercise|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C++
47647|Germany|Moderately dissatisfied|Computer science, computer engineering, or software engineering|51403.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;TypeScript;HTML;CSS
6954|United States|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|76000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C++;C#;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
65285|United States|Slightly dissatisfied|I never declared a major|80000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
61631|Italy|Moderately satisfied|Computer science, computer engineering, or software engineering|36716.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C++;C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
16673|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|57276.0|1 - 2 times per week|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Ruby;SQL;HTML;CSS
23474|China|Slightly dissatisfied|Computer science, computer engineering, or software engineering|19632.0|1 - 2 times per week|Male|East Asian|Primary/elementary school|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C;Java;JavaScript;PHP;Python;SQL;Kotlin;HTML;CSS;Bash/Shell
17548|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|52783.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|R;SQL
77808|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|38650.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Java;Objective-C;SQL;Swift
16656|India|Moderately dissatisfied|Computer science, computer engineering, or software engineering|9393.0|3 - 4 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;C++;Java;JavaScript;PHP;SQL;HTML;CSS
17905|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|50304.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Ruby
4279|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|180000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|55 - 64 years old|Between 1 and 2 years ago|C;C++;Java;Matlab;Python;R;Scala;Bash/Shell
31114|Malaysia|Extremely dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|10320.0|I don't typically exercise|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C++;JavaScript;Objective-C;Ruby;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS
61657|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|62380.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;C#
15160|United States|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|56000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C#;JavaScript;PHP;Python;R;SQL;TypeScript;VBA;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
67365|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|94000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C#;Go;JavaScript;PHP;Python;Ruby;Rust;SQL;HTML;CSS;Bash/Shell
13682|Netherlands|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|77104.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Perl;Python;HTML;CSS
44164|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|100000.0|3 - 4 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C;C++;Python;SQL;Bash/Shell
61263|Iran, Islamic Republic of...|Moderately dissatisfied|Computer science, computer engineering, or software engineering|16644.0|I don't typically exercise|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|25 - 34 years old|Between 2 and 4 years ago|C++;C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS
95237|Russian Federation|Slightly satisfied|A business discipline (ex. accounting, finance, marketing)|12732.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|JavaScript;PHP;HTML;CSS
13689|Greece|Moderately dissatisfied|Computer science, computer engineering, or software engineering|24478.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
6831|France|Moderately satisfied|Computer science, computer engineering, or software engineering|66089.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C++;JavaScript;TypeScript
11878|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|95000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;F#;JavaScript;TypeScript;HTML;CSS
53400|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|308412.0|1 - 2 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Primary/elementary school|Over 4 hours|18 - 24 years old|Less than a year ago|Java;JavaScript;Matlab;Objective-C;PHP;Python;R;SQL;Swift;HTML;CSS
4370|India|Slightly satisfied|Computer science, computer engineering, or software engineering|150288.0|3 - 4 times per week|Male|South Asian|Some college/university study without earning a degree|3 - 4 hours|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;Python;R;SQL
46785|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|48616.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Python;HTML;CSS
98025|Switzerland|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|118872.0|3 - 4 times per week|Male|East Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|45 - 54 years old|Between 1 and 2 years ago|C++;C#;JavaScript;PHP;Python;TypeScript
4673|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|140000.0|3 - 4 times per week|Non-binary, genderqueer, or gender non-conforming|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|CoffeeScript;Java;JavaScript;Python;R;Ruby;SQL;HTML;CSS;Bash/Shell
32291|Singapore|Slightly satisfied|Computer science, computer engineering, or software engineering|34067.0|3 - 4 times per week|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Ruby;SQL;VBA;VB.NET;HTML
34562|Finland|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|32316.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Java;SQL;HTML
35875|Belgium|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|55812.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;HTML;CSS;Bash/Shell
788|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|55000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;C++;Lua;Python;HTML;CSS;Bash/Shell
25607|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|75000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Go;Java;JavaScript;Objective-C;PHP;Python;SQL;HTML;CSS;Bash/Shell
15348|France|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|58746.0|I don't typically exercise|Male|White or of European descent|They never completed any formal education|30 - 59 minutes|45 - 54 years old|More than 4 years ago|Objective-C;Swift
94897|Spain|Extremely satisfied|Computer science, computer engineering, or software engineering|44060.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Python;TypeScript
55669|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|58746.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;SQL
69847|United States|Extremely satisfied|Information systems, information technology, or system administration|83000.0|Daily or almost every day|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;Bash/Shell
81418|Lebanon|Extremely satisfied|Computer science, computer engineering, or software engineering|13200.0|I don't typically exercise|Male|Middle Eastern|Other doctoral degree (Ph.D, Ed.D., etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C++;C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS
72016|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|33280.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Assembly;C;C++;C#;Go;Java;JavaScript;PHP;SQL;CSS;Bash/Shell
95560|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|107000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|Java;Scala
10622|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|115000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C#;Go;JavaScript;Python;SQL;TypeScript
80194|Germany|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|39648.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Java;VBA;HTML;CSS
5771|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|100500.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|Java;SQL
96383|Other Country (Not Listed Above)|Neither satisfied nor dissatisfied|A natural science (ex. biology, chemistry, physics)|58340.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Python;R;SQL;HTML;CSS;Bash/Shell
9349|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|150000.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|JavaScript;Python;HTML;CSS
30759|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|56365.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Go;Java;JavaScript;Objective-C;Python;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell
82086|Uruguay|Slightly satisfied|Computer science, computer engineering, or software engineering|7992.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;PHP;HTML;CSS
62954|United States|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|95000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
52466|Germany|Extremely dissatisfied|Computer science, computer engineering, or software engineering|58746.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|18 - 24 years old|Less than a year ago|C;C++;Python
5917|Canada|Extremely satisfied|Computer science, computer engineering, or software engineering|96626.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|C;C++;Java;Python;Bash/Shell
52129|United States|Slightly satisfied|Mathematics or statistics|140000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;SQL;Bash/Shell
94259|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|180000.0|1 - 2 times per week|Male|East Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Java;JavaScript;TypeScript;HTML;CSS
36813|Colombia|Slightly dissatisfied|Information systems, information technology, or system administration|21300.0|3 - 4 times per week|Male|Black or of African descent;Hispanic or Latino/Latina|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;HTML;CSS;Bash/Shell
26385|New Zealand|Slightly satisfied|Computer science, computer engineering, or software engineering|41658.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;PHP;SQL;HTML;CSS
23720|France|Slightly satisfied|Web development or web design|10284.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Java;JavaScript;SQL;HTML;CSS;Bash/Shell
58233|Brazil|Extremely dissatisfied|Information systems, information technology, or system administration|65508.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;CSS
38718|Iran, Islamic Republic of...|Slightly dissatisfied|Computer science, computer engineering, or software engineering|11652.0|I don't typically exercise|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Java;Python
70644|Australia|Moderately satisfied|Computer science, computer engineering, or software engineering|55981.0|I don't typically exercise|Male|Middle Eastern|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
80275|India|Slightly satisfied|Computer science, computer engineering, or software engineering|5640.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Assembly;JavaScript;Objective-C;PHP;Swift;HTML;CSS
30508|Pakistan|Extremely satisfied|Computer science, computer engineering, or software engineering|7200.0|I don't typically exercise|Male|East Asian|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|Java;PHP;Swift
14183|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|30000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Java
55113|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|200016.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;Python;SQL;Kotlin;Bash/Shell
3756|Israel|Moderately satisfied|Computer science, computer engineering, or software engineering|94788.0|I don't typically exercise|Male|Middle Eastern;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Matlab;Perl;PHP;Python;Ruby;SQL;VB.NET;HTML;CSS;Bash/Shell
59679|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|102000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|JavaScript;Python
26958|Jordan|Moderately satisfied|Computer science, computer engineering, or software engineering|30468.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;HTML;CSS
42011|Russian Federation|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|8846.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|18 - 24 years old|More than 4 years ago|C;C++;JavaScript;Matlab;Python;Visual Basic 6;HTML;CSS;Bash/Shell
128|United States|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|14000.0|3 - 4 times per week|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS;Bash/Shell
16168|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|110000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS
37058|Russian Federation|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|42456.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|PHP;Python;SQL;VBA
99799|China|Slightly dissatisfied|Mathematics or statistics|23375.0|I don't typically exercise|Male|East Asian|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C;C++;Java;Delphi/Object Pascal
14939|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|83224.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;Java
28530|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|112000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;VB.NET;HTML;CSS
85452|Saudi Arabia|Moderately satisfied|Computer science, computer engineering, or software engineering|33600.0|3 - 4 times per week|Female|South Asian|Professional degree (JD, MD, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;HTML;CSS
55769|France|Slightly satisfied|Computer science, computer engineering, or software engineering|48955.0|I don't typically exercise|Male|Black or of African descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;Matlab;Python;SQL;HTML;CSS;Bash/Shell
20898|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|55075.0|3 - 4 times per week|Male|White or of European descent|They never completed any formal education|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;TypeScript;HTML;CSS
574|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|106000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Ruby;SQL
18121|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|75000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;PHP;Python;R;SQL;TypeScript;HTML;CSS;Bash/Shell
1295|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|200000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C++;Java;JavaScript;Python;SQL;Bash/Shell
98884|United States|Moderately satisfied|Information systems, information technology, or system administration|125000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Go;JavaScript;Python
26723|Switzerland|Moderately satisfied|Computer science, computer engineering, or software engineering|125123.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C++;C#;Java;Swift;HTML;CSS;Bash/Shell
65376|Germany|Slightly satisfied|Computer science, computer engineering, or software engineering|55075.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|Between 1 and 2 years ago|Java;JavaScript;Ruby;SQL;Kotlin;HTML;Bash/Shell
318|Slovakia|Extremely satisfied|Computer science, computer engineering, or software engineering|46992.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|More than 4 years ago|CoffeeScript;JavaScript;TypeScript;HTML
30754|United Kingdom|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|24308.0|3 - 4 times per week|Male|White or of European descent|They never completed any formal education|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Java;Python;HTML;Bash/Shell
18398|Finland|Moderately satisfied|Computer science, computer engineering, or software engineering|76368.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C;C++;C#;Java;JavaScript;Python;HTML
33170|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|75000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|35 - 44 years old|More than 4 years ago|Python;HTML;Bash/Shell
95021|Egypt|Moderately satisfied|Computer science, computer engineering, or software engineering|1704.0|I don't typically exercise|Female|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|Assembly;C;C++;C#;Go;Java;JavaScript;Matlab;PHP;R;Visual Basic 6;HTML;CSS
79134|United Kingdom|Moderately dissatisfied|Computer science, computer engineering, or software engineering|600060.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
82284|Switzerland|Neither satisfied nor dissatisfied|A business discipline (ex. accounting, finance, marketing)|93842.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Java;JavaScript;HTML
64121|Germany|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|78328.0|3 - 4 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;Clojure;Java;JavaScript;Objective-C;Kotlin
47869|Denmark|Extremely satisfied|Computer science, computer engineering, or software engineering|73636.0|Daily or almost every day|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;Objective-C;Perl;Swift
68404|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|116500.0|3 - 4 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
78569|Canada|Moderately satisfied|Web development or web design|101457.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C#;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
92034|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|110000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;F#;Lua;Python;SQL;TypeScript;Kotlin;HTML;CSS
18974|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|960000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;JavaScript
41811|Netherlands|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|82000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Python;Scala;SQL;Bash/Shell
63462|United States|Moderately satisfied|Information systems, information technology, or system administration|50000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;HTML;CSS;Bash/Shell
37770|United Kingdom|Slightly dissatisfied|Mathematics or statistics|60423.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|C;Java;Python;HTML;CSS;Bash/Shell
62917|Gambia|Moderately satisfied|Web development or web design|3780.0|1 - 2 times per week|Male|Black or of African descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Java;JavaScript;PHP;SQL;VBA;VB.NET;HTML;CSS
32893|United States|Moderately satisfied|I never declared a major|105000.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|CoffeeScript;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell
31671|Belgium|Moderately dissatisfied|Computer science, computer engineering, or software engineering|36720.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;TypeScript;HTML
42230|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|80000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C;C++;Objective-C;Python;Swift
39027|United States|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|1056000.0|3 - 4 times per week|Male|East Asian;White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Matlab;Python;SQL;HTML;CSS;Bash/Shell
64419|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|140000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Groovy;JavaScript;Ruby;TypeScript;HTML;CSS;Bash/Shell
79331|United States|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|67000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|JavaScript;Perl;PHP;Python;R;SQL;HTML;CSS;Bash/Shell
30361|Malaysia|Moderately satisfied|Computer science, computer engineering, or software engineering|10620.0|1 - 2 times per week|Male|South Asian|Some college/university study without earning a degree|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;Swift
68174|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|150000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C;Go;JavaScript;PHP;R;Ruby;SQL;HTML;CSS;Bash/Shell
51987|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|90000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C++;JavaScript
53132|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|70000.0|Daily or almost every day|Female|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;Java;Python;SQL;Kotlin;Bash/Shell
27320|United States|Extremely satisfied|A humanities discipline (ex. literature, history, philosophy)|115000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS
81059|Russian Federation|Slightly satisfied|Computer science, computer engineering, or software engineering|44064.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C;C++;Python;Bash/Shell
52068|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|134500.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;Bash/Shell
85808|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|156000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|CoffeeScript;Go;Haskell;Java;JavaScript;PHP;Python;R;Ruby;SQL;Swift;HTML;CSS;Bash/Shell
49935|Mexico|Extremely satisfied|Computer science, computer engineering, or software engineering|16116.0|Daily or almost every day|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;SQL;HTML;CSS
68263|India|Slightly satisfied|Computer science, computer engineering, or software engineering|6653.0|I don't typically exercise|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;JavaScript;PHP;Python;TypeScript;HTML;CSS
49638|France|Extremely satisfied|Computer science, computer engineering, or software engineering|24478.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|C#
22455|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|105000.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;Objective-C;SQL;Swift;VB.NET;HTML;CSS
43358|Ireland|Moderately dissatisfied|Computer science, computer engineering, or software engineering|97910.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|Erlang;Go;Java;Julia;Rust;Kotlin
26621|Canada|Extremely satisfied|Information systems, information technology, or system administration|96624.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|45 - 54 years old|More than 4 years ago|C;C++;Java;JavaScript;Python;Bash/Shell
73754|Bangladesh|Moderately satisfied|Computer science, computer engineering, or software engineering|16164.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
40106|Brazil|Slightly satisfied|A social science (ex. anthropology, psychology, political science)|7488.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;Objective-C;HTML;CSS
99244|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|883428.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;C#;Java;JavaScript;TypeScript;HTML;CSS;Bash/Shell
8608|United Kingdom|Moderately satisfied|Mathematics or statistics|40282.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|More than 4 years ago|C#;Java;JavaScript;Python;Scala;SQL;HTML;CSS;Bash/Shell
86327|Colombia|Extremely dissatisfied|Computer science, computer engineering, or software engineering|48000.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
56948|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|45000.0|1 - 2 times per week|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C;C++;Java;JavaScript;Objective-C;PHP;Python;SQL;HTML;CSS;Bash/Shell
52348|Canada|Moderately dissatisfied|Computer science, computer engineering, or software engineering|120000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|Java;JavaScript;Objective-C;PHP;CSS
10200|Poland|Moderately satisfied|Computer science, computer engineering, or software engineering|17640.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C;C#;JavaScript;Python;HTML;CSS
9409|Russian Federation|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|4248.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;PHP;Python;VBA;HTML;CSS
32808|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|115000.0|1 - 2 times per week|Female|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|55 - 64 years old|Between 1 and 2 years ago|Java;SQL
81863|Canada|Moderately satisfied|Computer science, computer engineering, or software engineering|62001.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#;Groovy;Java;JavaScript;Perl;Python;R;Scala;SQL;HTML;CSS;Bash/Shell
100143|India|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|5213.0|I don't typically exercise|Male|South Asian|Primary/elementary school|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Java;JavaScript;Matlab;PHP;SQL;HTML;CSS;Bash/Shell
70731|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|55000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
1368|Ukraine|Slightly satisfied|Mathematics or statistics|4680.0|1 - 2 times per week|Male|White or of European descent|Associate degree|1 - 2 hours|18 - 24 years old|Less than a year ago|Python;SQL;Bash/Shell
43397|Canada|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|80521.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;R;VBA
99904|Russian Federation|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|31848.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Groovy;Java;JavaScript
34651|Germany|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|5880.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;C#;Groovy;Java;JavaScript;Python;SQL;HTML;CSS
57063|France|Moderately dissatisfied|A health science (ex. nursing, pharmacy, radiology)|36716.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Go;JavaScript;PHP;Python;HTML;CSS;Bash/Shell
20248|India|Slightly satisfied|Computer science, computer engineering, or software engineering|2818.0|3 - 4 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;TypeScript;HTML;CSS
80474|Turkey|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|48000.0|1 - 2 times per week|Male|Middle Eastern;White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Objective-C;SQL;Kotlin;Bash/Shell
35332|United States|Extremely satisfied|Information systems, information technology, or system administration|65000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;SQL;VB.NET;Visual Basic 6;HTML;CSS
32312|United States|Extremely satisfied|Information systems, information technology, or system administration|110000.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|Go;Bash/Shell
20981|Finland|Slightly dissatisfied|Computer science, computer engineering, or software engineering|55812.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Java;JavaScript;Ruby;SQL;Delphi/Object Pascal;HTML;CSS;Bash/Shell
11137|Netherlands|Moderately dissatisfied|Computer science, computer engineering, or software engineering|56298.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C++;Python
8917|Sweden|Moderately satisfied|Computer science, computer engineering, or software engineering|43416.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
88005|India|Moderately dissatisfied|Information systems, information technology, or system administration|114588.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;Perl;Python;SQL;HTML;CSS;Bash/Shell
24332|Ireland|Moderately satisfied|Mathematics or statistics|61194.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|JavaScript;Python;R;Scala;SQL
85515|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|49000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;Go;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
84696|Czech Republic|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|55020.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Between 2 and 4 years ago|Assembly;C++;C#;F#;Java;JavaScript;SQL
73675|Canada|Extremely satisfied|Mathematics or statistics|104678.0|1 - 2 times per week|Male|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;Java;JavaScript;SQL;HTML;CSS
7614|United States|Slightly dissatisfied|A natural science (ex. biology, chemistry, physics)|90000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|JavaScript;Python
52271|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|1000000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|More than 4 years ago|Go;JavaScript;Lua;Perl;PHP;Python;SQL;HTML;CSS;Bash/Shell
34978|Russian Federation|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|63684.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|35 - 44 years old|Between 2 and 4 years ago|Assembly;C;C++;C#;Go;JavaScript;Python;SQL;VBA;HTML;CSS;Bash/Shell
42027|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|83342.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|C#;JavaScript;SQL;HTML;CSS
90666|Hong Kong (S.A.R.)|Moderately dissatisfied|A natural science (ex. biology, chemistry, physics)|41136.0|1 - 2 times per week|Male|East Asian|They never completed any formal education|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Python;R
37537|Canada|Slightly satisfied|Computer science, computer engineering, or software engineering|112730.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|45 - 54 years old|Less than a year ago|C#;Python;VB.NET;Bash/Shell
92840|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|8808.0|I don't typically exercise|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C++;C#;JavaScript;TypeScript;HTML;CSS
56635|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|47500.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Perl;Python;SQL;Bash/Shell
44897|United States|Moderately dissatisfied|Information systems, information technology, or system administration|65000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Groovy;Java;JavaScript;HTML;CSS
35542|India|Moderately satisfied|Computer science, computer engineering, or software engineering|5256.0|1 - 2 times per week|Non-binary, genderqueer, or gender non-conforming|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Objective-C;Swift
4186|India|Moderately satisfied|Computer science, computer engineering, or software engineering|8268.0|I don't typically exercise|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C#;Go;Java;JavaScript;PHP;Python;SQL;TypeScript;HTML;Bash/Shell
52890|Singapore|Extremely satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|59052.0|1 - 2 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Groovy;JavaScript;Ruby;HTML;CSS;Bash/Shell
16757|United States|Slightly dissatisfied|A natural science (ex. biology, chemistry, physics)|91000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
79549|Bulgaria|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|14688.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C++;Java;JavaScript;PHP;Python;HTML;CSS
7530|United Kingdom|Slightly satisfied|Web development or web design|41671.0|I don't typically exercise|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;Ruby;SQL;HTML;CSS
95566|France|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|82000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;SQL
24723|Germany|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|13956.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|More than 4 years ago|C;C#;Go;Java;JavaScript;Rust;TypeScript;Kotlin
59669|Israel|Moderately satisfied|Computer science, computer engineering, or software engineering|112344.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;TypeScript
83530|Romania|Slightly dissatisfied|Computer science, computer engineering, or software engineering|16152.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;SQL;HTML;CSS
86270|Netherlands|Slightly dissatisfied|Web development or web design|117492.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;Scala;Bash/Shell
24131|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|52627.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;C++;C#;Haskell;Java;Python;Scala
82203|Slovakia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|29376.0|I don't typically exercise|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS
99525|Norway|Slightly satisfied|Computer science, computer engineering, or software engineering|68862.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;CSS
88071|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|160000.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|C;C++;C#;JavaScript;Perl;Bash/Shell
33564|Mexico|Moderately satisfied|Computer science, computer engineering, or software engineering|74772.0|3 - 4 times per week|Female|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Python
53824|India|Moderately satisfied|Computer science, computer engineering, or software engineering|9396.0|Daily or almost every day|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Haskell;JavaScript;Python
93400|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|78000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C#;JavaScript;Rust;SQL;HTML;CSS;Bash/Shell
42596|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|33000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C++;C#;Java;JavaScript;Python;SQL;Swift;HTML;CSS;Bash/Shell
33851|Mexico|Moderately dissatisfied|Information systems, information technology, or system administration|35448.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Some college/university study without earning a degree|3 - 4 hours|55 - 64 years old|More than 4 years ago|Assembly;C;C++;Java;SQL;VBA;VB.NET;Visual Basic 6;Cobol
33801|Libyan Arab Jamahiriya|Slightly dissatisfied|Computer science, computer engineering, or software engineering|42635.0|1 - 2 times per week|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|Over 4 hours|25 - 34 years old|Between 1 and 2 years ago|Go;Java;JavaScript;PHP;TypeScript;HTML;CSS
34032|United States|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|160000.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|Between 1 and 2 years ago|C++;C#;Python;SQL;Bash/Shell
66419|Morocco|Moderately dissatisfied|Computer science, computer engineering, or software engineering|9744.0|3 - 4 times per week|Male|Middle Eastern|Some college/university study without earning a degree|3 - 4 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;PHP;SQL;VB.NET;HTML;CSS
16543|Belgium|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|51648.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript
87954|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|84000.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;C#;Python
51798|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|75000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Go;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell
80368|United States|Moderately satisfied|Web development or web design|70000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
34307|Greece|Slightly satisfied|Computer science, computer engineering, or software engineering|12239.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|Less than a year ago|Java;Python;Scala
85481|United States|Slightly satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|147000.0|I don't typically exercise|Female|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|C;C#;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
88959|Lebanon|Extremely satisfied|Computer science, computer engineering, or software engineering|16800.0|I don't typically exercise|Male|Middle Eastern|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|C;C++;Haskell;Java;JavaScript;Kotlin;HTML;CSS;Bash/Shell
41742|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|62507.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
32689|Brazil|Slightly dissatisfied|Computer science, computer engineering, or software engineering|13104.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;JavaScript;Python;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell
25353|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|110000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Python;SQL;TypeScript;HTML;CSS
27912|France|Extremely satisfied|Computer science, computer engineering, or software engineering|64866.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|Assembly;C;JavaScript;Perl;PHP;Python;SQL;VBA;Delphi/Object Pascal;Cobol;HTML;CSS;Bash/Shell
80795|Ukraine|Moderately satisfied|Computer science, computer engineering, or software engineering|24000.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;Swift;Kotlin
58766|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|134000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;Bash/Shell
27933|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|66000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Less than a year ago|C;Python
86625|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|42000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;JavaScript;SQL;VBA;HTML;CSS
36922|Turkey|Moderately satisfied|Computer science, computer engineering, or software engineering|10488.0|I don't typically exercise|Male|Middle Eastern;White or of European descent|They never completed any formal education|30 - 59 minutes|18 - 24 years old|Less than a year ago|Java;Python
72952|India|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|6384.0|I don't typically exercise|Male|South Asian|Associate degree|3 - 4 hours|25 - 34 years old|Less than a year ago|JavaScript;PHP;HTML;CSS
31603|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|58752.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|C++;JavaScript;PHP;SQL;TypeScript;Delphi/Object Pascal;HTML;CSS;Bash/Shell
60232|Russian Federation|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|26532.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C++;Python;Scala;Bash/Shell
91713|Canada|Slightly dissatisfied|Computer science, computer engineering, or software engineering|56365.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Go;Java;JavaScript;Lua;Python;SQL;HTML;CSS;Bash/Shell
53449|United Kingdom|Moderately satisfied|Computer science, computer engineering, or software engineering|23891.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
58620|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|87127.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|C#;Groovy;Java;JavaScript;SQL;HTML;CSS;Bash/Shell
61515|United States|Slightly satisfied|Mathematics or statistics|73000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;Python;Swift;VBA;HTML;CSS
36826|Brazil|Extremely satisfied|Computer science, computer engineering, or software engineering|22452.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|Java
29257|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|75000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Python;R;SQL;Bash/Shell
94000|France|Slightly satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|39164.0|1 - 2 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;HTML;CSS
85999|Bosnia and Herzegovina|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|29376.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Objective-C;Swift
19953|India|Extremely satisfied|Computer science, computer engineering, or software engineering|18780.0|I don't typically exercise|Male|East Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|More than 4 years ago|Java;JavaScript;Python;TypeScript;Kotlin;HTML;CSS;Bash/Shell
82345|Switzerland|Moderately satisfied|Information systems, information technology, or system administration|131379.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C;Java;JavaScript;PHP;Scala;Delphi/Object Pascal;HTML;CSS;Bash/Shell
65380|United States|Slightly satisfied|Computer science, computer engineering, or software engineering|90000.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|More than 4 years ago|Go;JavaScript;Ruby;HTML;CSS;Bash/Shell
35226|Netherlands|Moderately satisfied|Computer science, computer engineering, or software engineering|51408.0|1 - 2 times per week|Male|White or of European descent|Associate degree|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|C++;C#;Python;VBA
51531|Mexico|Moderately dissatisfied|Information systems, information technology, or system administration|16116.0|I don't typically exercise|Female|Black or of African descent;East Asian;Hispanic or Latino/Latina;Middle Eastern;Native American, Pacific Islander, or Indigenous Australian;South Asian;White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|25 - 34 years old|More than 4 years ago|C#;JavaScript;PHP;Ruby;SQL;TypeScript;HTML;CSS
28258|United Kingdom|Moderately satisfied|Mathematics or statistics|55562.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|45 - 54 years old|Between 1 and 2 years ago|JavaScript;Ruby;SQL;HTML;CSS
92128|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|101000.0|1 - 2 times per week|Male|White or of European descent|Associate degree|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C++;Groovy;Java;JavaScript;HTML;CSS
8823|Austria|Extremely satisfied|Computer science, computer engineering, or software engineering|15276.0|3 - 4 times per week|Female|White or of European descent|Some college/university study without earning a degree|1 - 2 hours|18 - 24 years old|Less than a year ago|C;C++;Haskell;Java;JavaScript;Matlab;Python;R;SQL;HTML;CSS;Bash/Shell
94202|United States|Moderately satisfied|Web development or web design|32500.0|1 - 2 times per week|Female|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|18 - 24 years old|Between 2 and 4 years ago|JavaScript;PHP;HTML;CSS
94144|Ukraine|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|48000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
25231|Kenya|Moderately satisfied|Mathematics or statistics|40824.0|I don't typically exercise|Male|Black or of African descent|Some college/university study without earning a degree|1 - 2 hours|35 - 44 years old|More than 4 years ago|PHP
23670|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|70000.0|1 - 2 times per week|Male|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;Go;Java;JavaScript;PHP;Python;SQL;Swift;TypeScript;HTML;CSS
27434|France|Moderately dissatisfied|Web development or web design|48955.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Between 2 and 4 years ago|Java;Swift;Bash/Shell
66250|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|55075.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|PHP;SQL
97892|United States|Extremely dissatisfied|Computer science, computer engineering, or software engineering|2000000.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|55 - 64 years old|Between 1 and 2 years ago|C;C++;C#;Java;JavaScript;Objective-C;SQL;Swift;TypeScript;VB.NET;HTML;CSS;Bash/Shell
88132|Russian Federation|Slightly dissatisfied|Mathematics or statistics|27600.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Objective-C;Swift
87288|United States|Slightly satisfied|A humanities discipline (ex. literature, history, philosophy)|140000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina;White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|45 - 54 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
44962|United States|Slightly satisfied|Web development or web design|175000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|3 - 4 hours|35 - 44 years old|More than 4 years ago|JavaScript;HTML;CSS
24302|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|100000.0|1 - 2 times per week|Male|Black or of African descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;CoffeeScript;Go;Java;JavaScript;Lua;Objective-C;PHP;Python;Ruby;SQL;Swift;TypeScript;Kotlin;HTML;CSS;Bash/Shell
81708|Austria|Moderately dissatisfied|Computer science, computer engineering, or software engineering|142872.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|Less than a year ago|C;JavaScript;Python;Scala;SQL;HTML;CSS;Bash/Shell
35755|Israel|Extremely satisfied|Computer science, computer engineering, or software engineering|154476.0|3 - 4 times per week|Male|Middle Eastern;White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|Less than a year ago|Groovy;Java;JavaScript;Python;SQL;HTML;Bash/Shell
36342|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|44060.0|I don't typically exercise|Male|White or of European descent|Associate degree|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS
97060|Brazil|Moderately satisfied|Information systems, information technology, or system administration|5616.0|I don't typically exercise|Male|Hispanic or Latino/Latina;White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|3 - 4 hours|18 - 24 years old|Less than a year ago|JavaScript;PHP;SQL;TypeScript;VB.NET;HTML;CSS
49651|Cyprus|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|51408.0|I don't typically exercise|Male|White or of European descent|Professional degree (JD, MD, etc.)|Less than 30 minutes|35 - 44 years old|Between 1 and 2 years ago|JavaScript;PHP;SQL;HTML;Bash/Shell
3826|United Kingdom|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|145849.0|I don't typically exercise|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Objective-C;HTML;CSS
97944|United Kingdom|Slightly satisfied|Information systems, information technology, or system administration|76397.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;Perl;SQL;HTML;CSS;Bash/Shell
75725|Norway|Moderately satisfied|Computer science, computer engineering, or software engineering|86716.0|1 - 2 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|Between 1 and 2 years ago|C;JavaScript;Perl;PHP;SQL;CSS;Bash/Shell
12153|India|Moderately satisfied|Computer science, computer engineering, or software engineering|52442.0|3 - 4 times per week|Male|South Asian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C;C++;Java;Lua;Matlab;PHP;Python;R;Scala;SQL;HTML;CSS;Bash/Shell
85983|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|100000.0|I don't typically exercise|Male|White or of European descent|Associate degree|Less than 30 minutes|45 - 54 years old|More than 4 years ago|C#;JavaScript;Matlab;SQL;TypeScript;HTML;CSS
35562|Italy|Moderately satisfied|Computer science, computer engineering, or software engineering|24972.0|3 - 4 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C;C++;C#;Java;JavaScript;Matlab;Objective-C;PHP;Python;SQL
80333|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|74000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Objective-C;Swift
42389|Romania|Moderately satisfied|Computer science, computer engineering, or software engineering|50448.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;C++;C#;Go;Java;Matlab;PHP;Python;HTML;CSS;Bash/Shell
76912|United States|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|123000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|JavaScript;SQL
23596|Russian Federation|Slightly satisfied|Information systems, information technology, or system administration|12204.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;HTML;CSS
56958|United States|Moderately satisfied|Web development or web design|70000.0|Daily or almost every day|Male|White or of European descent|Some college/university study without earning a degree|Less than 30 minutes|25 - 34 years old|Less than a year ago|PHP;HTML;CSS
85820|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|79552.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|Between 2 and 4 years ago|C#;Groovy;Java;JavaScript;Python;SQL;TypeScript;Bash/Shell
91042|United States|Extremely satisfied|Computer science, computer engineering, or software engineering|75000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|Delphi/Object Pascal
13046|Spain|Moderately dissatisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|16884.0|1 - 2 times per week|Male|Middle Eastern|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|JavaScript;HTML;CSS;Bash/Shell
27017|Spain|Neither satisfied nor dissatisfied|Web development or web design|31821.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|18 - 24 years old|Less than a year ago|CoffeeScript;JavaScript;TypeScript;HTML;CSS
78483|Brazil|Moderately satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|18715.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 1 and 2 years ago|Python;R;SQL;Bash/Shell
42468|Nepal|Extremely dissatisfied|Information systems, information technology, or system administration|1000.0|1 - 2 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Assembly;C;Java;JavaScript;PHP;Python;SQL;HTML;CSS
74344|Switzerland|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|93840.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Objective-C;Swift;Kotlin
19990|Austria|Slightly satisfied|Computer science, computer engineering, or software engineering|42360.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|Java;JavaScript;PHP;SQL;TypeScript;Kotlin;HTML;CSS
61052|United States|Moderately satisfied|Information systems, information technology, or system administration|151000.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Primary/elementary school|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;SQL;HTML;CSS
71568|Colombia|Slightly satisfied|Computer science, computer engineering, or software engineering|25308.0|3 - 4 times per week|Male|Hispanic or Latino/Latina|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C#;JavaScript;Ruby;SQL;TypeScript;Visual Basic 6;HTML;CSS
47023|United States|Moderately satisfied|Mathematics or statistics|115000.0|3 - 4 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|JavaScript;Perl;Python;SQL;HTML;CSS
82643|Russian Federation|Moderately satisfied|Information systems, information technology, or system administration|42000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Python;Ruby;Bash/Shell
9619|India|Moderately satisfied|Computer science, computer engineering, or software engineering|9960.0|Daily or almost every day|Male|South Asian|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Groovy;Java
40725|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|112000.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Between 2 and 4 years ago|JavaScript;PHP;Python;SQL;VBA;HTML;CSS;Bash/Shell
72808|United States|Moderately satisfied|Information systems, information technology, or system administration|85748.0|1 - 2 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|C#;Clojure;JavaScript;SQL;Visual Basic 6
56542|France|Slightly dissatisfied|Computer science, computer engineering, or software engineering|55075.0|1 - 2 times per week|Male|White or of European descent|Professional degree (JD, MD, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|C;C++;C#;JavaScript;SQL;HTML;CSS;Bash/Shell
54482|Germany|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|38184.0|3 - 4 times per week|Male|White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Less than a year ago|CoffeeScript;JavaScript;Ruby;HTML;CSS
86364|United States|Slightly satisfied|A social science (ex. anthropology, psychology, political science)|123500.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|Go;JavaScript;Objective-C;Python;Swift;Bash/Shell
71560|Japan|Slightly satisfied|Computer science, computer engineering, or software engineering|72031.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;JavaScript;Matlab;Python;R;TypeScript;HTML;CSS
67168|Saudi Arabia|Slightly dissatisfied|Computer science, computer engineering, or software engineering|19200.0|3 - 4 times per week|Male|Black or of African descent;East Asian;Hispanic or Latino/Latina;Middle Eastern;Native American, Pacific Islander, or Indigenous Australian;South Asian;White or of European descent|Primary/elementary school|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Objective-C;Swift
85454|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|120000.0|1 - 2 times per week|Male|East Asian;White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C;C++;C#;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell
59967|United States|Slightly dissatisfied|Computer science, computer engineering, or software engineering|50000.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|18 - 24 years old|Between 2 and 4 years ago|Assembly;C++;C#;JavaScript;Python;Rust;SQL;TypeScript;HTML;CSS;Bash/Shell
100644|Portugal|Slightly satisfied|A natural science (ex. biology, chemistry, physics)|14688.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C++;Python
8643|Sweden|Extremely satisfied|Computer science, computer engineering, or software engineering|1000000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;TypeScript
52973|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|62000.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Java;JavaScript;Ruby;HTML;CSS
46440|South Africa|Extremely satisfied|Computer science, computer engineering, or software engineering|63512.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|18 - 24 years old|Between 2 and 4 years ago|C;C++;C#;Java;JavaScript;Objective-C;TypeScript;HTML;CSS
52766|Australia|Moderately satisfied|Information systems, information technology, or system administration|51983.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
82119|Germany|Slightly dissatisfied|Computer science, computer engineering, or software engineering|61194.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C++
23072|Hungary|Moderately dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|21432.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;Java;JavaScript;Objective-C;Python;Swift;TypeScript;Kotlin;HTML;CSS;Bash/Shell
37129|United States|Moderately satisfied|A social science (ex. anthropology, psychology, political science)|76500.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|Java;JavaScript;CSS
2041|United States|Extremely satisfied|A social science (ex. anthropology, psychology, political science)|130000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|C;JavaScript;Objective-C;Ruby;SQL;Swift;HTML;CSS
87531|United Kingdom|Moderately satisfied|A natural science (ex. biology, chemistry, physics)|97233.0|3 - 4 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|Java;JavaScript;PHP;SQL;Kotlin;HTML;CSS
77409|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|70000.0|Daily or almost every day|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|1 - 2 hours|18 - 24 years old|Between 1 and 2 years ago|Assembly;C;C++;Erlang;Go;Haskell;Java;JavaScript;Objective-C;PHP;Python;Ruby;SQL;Swift;TypeScript;Kotlin;HTML;CSS;Bash/Shell
74811|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|65000.0|I don't typically exercise|Female;Non-binary, genderqueer, or gender non-conforming|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C#;JavaScript;SQL;TypeScript;HTML;CSS
84361|Croatia|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|32364.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C++;Java;Python;Rust;Scala;Bash/Shell
89574|Bosnia and Herzegovina|Slightly dissatisfied|Computer science, computer engineering, or software engineering|7512.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Between 1 and 2 years ago|C;C++;Java;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell
2185|United States|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|71250.0|1 - 2 times per week|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|More than 4 years ago|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
98951|United States|Extremely satisfied|I never declared a major|85000.0|I don't typically exercise|Female;Transgender|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|JavaScript;PHP;Python;SQL;VB.NET;HTML;CSS;Bash/Shell
25172|United States|Moderately satisfied|Information systems, information technology, or system administration|98000.0|I don't typically exercise|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C++;Go;JavaScript;Python;SQL;HTML;CSS
72753|Germany|Slightly dissatisfied|Mathematics or statistics|77104.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Matlab;Python;Bash/Shell
63125|Viet Nam|Neither satisfied nor dissatisfied|Information systems, information technology, or system administration|4800.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|3 - 4 hours|18 - 24 years old|Between 1 and 2 years ago|JavaScript;HTML;CSS
36708|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|245000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|C#;JavaScript;SQL;HTML;CSS
47885|United States|Moderately satisfied|Computer science, computer engineering, or software engineering|135000.0|3 - 4 times per week|Male|White or of European descent|Some college/university study without earning a degree|30 - 59 minutes|18 - 24 years old|Between 2 and 4 years ago|Assembly;C++;C#;Objective-C;Perl;Bash/Shell
95952|Dominican Republic|Moderately satisfied|Computer science, computer engineering, or software engineering|22356.0|1 - 2 times per week|Male|Hispanic or Latino/Latina|Professional degree (JD, MD, etc.)|3 - 4 hours|25 - 34 years old|More than 4 years ago|C#;Java;JavaScript;Ruby;SQL;VB.NET
44360|Brazil|Moderately satisfied|Computer science, computer engineering, or software engineering|7860.0|I don't typically exercise|Male|Hispanic or Latino/Latina|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C;C++;JavaScript;Matlab;Objective-C;Python;Ruby;Swift;HTML;CSS;Bash/Shell
73319|Switzerland|Extremely dissatisfied|Computer science, computer engineering, or software engineering|121995.0|I don't typically exercise|Female|Black or of African descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Java;Python;Scala;SQL;Bash/Shell
4346|India|Extremely dissatisfied|Computer science, computer engineering, or software engineering|5640.0|1 - 2 times per week|Male|South Asian|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Between 1 and 2 years ago|Assembly;C;C++;JavaScript;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell
37351|United Kingdom|Moderately dissatisfied|Computer science, computer engineering, or software engineering|37504.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|30 - 59 minutes|45 - 54 years old|More than 4 years ago|Assembly;C;C++;Java;JavaScript;Objective-C;PHP;Python;SQL;Swift;HTML;CSS;Bash/Shell
44823|United States|Moderately satisfied|Mathematics or statistics|120000.0|3 - 4 times per week|Female|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|Python;R;SQL;Bash/Shell
15005|Australia|Neither satisfied nor dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|159947.0|I don't typically exercise|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|45 - 54 years old|More than 4 years ago|Assembly;C;C++;C#;Erlang;Groovy;Java;JavaScript;R;SQL;TypeScript;VBA;HTML;CSS;Bash/Shell
98834|France|Slightly satisfied|Another engineering discipline (ex. civil, electrical, mechanical)|79552.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|C#;Java;JavaScript;Scala;SQL
23981|United States|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|80000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|45 - 54 years old|Between 2 and 4 years ago|Assembly;C;C++;Java;JavaScript;Matlab;HTML
65730|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|87000.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|CoffeeScript;JavaScript;PHP;HTML;CSS
35899|Ukraine|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|4680.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|JavaScript;Ruby;SQL;HTML;CSS
74470|Spain|Moderately satisfied|Computer science, computer engineering, or software engineering|440592.0|1 - 2 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Less than a year ago|C++;Java;Python;R;SQL;HTML;CSS
59521|Germany|Moderately satisfied|Computer science, computer engineering, or software engineering|52627.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|18 - 24 years old|Between 2 and 4 years ago|JavaScript;HTML;CSS;Bash/Shell
51190|United Kingdom|Extremely satisfied|Computer science, computer engineering, or software engineering|50004.0|Daily or almost every day|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Less than 30 minutes|25 - 34 years old|Less than a year ago|C++;Matlab;Python
75724|India|Slightly dissatisfied|Another engineering discipline (ex. civil, electrical, mechanical)|50094.0|1 - 2 times per week|Male|South Asian|Bachelor’s degree (BA, BS, B.Eng., etc.)|Less than 30 minutes|35 - 44 years old|Less than a year ago|C++;Go;Java;Rust;Kotlin
58353|United States|Moderately satisfied|A humanities discipline (ex. literature, history, philosophy)|130000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|35 - 44 years old|Between 2 and 4 years ago|JavaScript;Ruby;HTML;CSS
50731|Ukraine|Extremely dissatisfied|Computer science, computer engineering, or software engineering|25200.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|25 - 34 years old|Between 2 and 4 years ago|Objective-C;Python;Swift;Bash/Shell
90041|United States|Moderately dissatisfied|Computer science, computer engineering, or software engineering|120000.0|1 - 2 times per week|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|1 - 2 hours|25 - 34 years old|Between 2 and 4 years ago|Go;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell
99603|Lithuania|Moderately satisfied|A business discipline (ex. accounting, finance, marketing)|36720.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|Go;JavaScript;Python;Bash/Shell
33013|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|110000.0|3 - 4 times per week|Male|White or of European descent|Associate degree|30 - 59 minutes|25 - 34 years old|Less than a year ago|JavaScript;TypeScript;HTML;CSS
42628|Hungary|Extremely satisfied|Computer science, computer engineering, or software engineering|43668.0|I don't typically exercise|Male|White or of European descent|Associate degree|1 - 2 hours|35 - 44 years old|Between 1 and 2 years ago|C;JavaScript;Python;HTML;CSS
20170|Kenya|Moderately satisfied|Computer science, computer engineering, or software engineering|8160.0|I don't typically exercise|Male|Black or of African descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|3 - 4 hours|25 - 34 years old|Between 1 and 2 years ago|Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell
77546|Sweden|Extremely satisfied|A natural science (ex. biology, chemistry, physics)|51152.0|1 - 2 times per week|Male|White or of European descent|Other doctoral degree (Ph.D, Ed.D., etc.)|1 - 2 hours|35 - 44 years old|More than 4 years ago|Assembly;C;C++;Groovy;Perl;Python;SQL;Bash/Shell
80459|United Kingdom|Slightly satisfied|Computer science, computer engineering, or software engineering|69452.0|3 - 4 times per week|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Less than 30 minutes|35 - 44 years old|More than 4 years ago|C#;JavaScript;Python;SQL;VBA;VB.NET;HTML;CSS;Bash/Shell
80088|Poland|Slightly satisfied|Computer science, computer engineering, or software engineering|27000.0|I don't typically exercise|Male|White or of European descent|Master’s degree (MA, MS, M.Eng., MBA, etc.)|30 - 59 minutes|25 - 34 years old|Between 2 and 4 years ago|Groovy;Java;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell
20353|Spain|Slightly satisfied|Computer science, computer engineering, or software engineering|15298.0|I don't typically exercise|Male|White or of European descent|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|30 - 59 minutes|18 - 24 years old|Less than a year ago|C#;Java;JavaScript;SQL;HTML;CSS
56375|United States|Moderately satisfied|Fine arts or performing arts (ex. graphic design, music, studio art)|62000.0|Daily or almost every day|Male|White or of European descent|Bachelor’s degree (BA, BS, B.Eng., etc.)|1 - 2 hours|25 - 34 years old|Less than a year ago|C#;JavaScript;Python;SQL;TypeScript;HTML;CSS
42375|India|Neither satisfied nor dissatisfied|Computer science, computer engineering, or software engineering|7140.0|I don't typically exercise|Male|South Asian|Some college/university study without earning a degree|30 - 59 minutes|25 - 34 years old|Between 1 and 2 years ago|C;Java;Matlab;Objective-C;PHP;SQL;Swift;VB.NET;Visual Basic 6;HTML;CSS

Here are some sample questions to get you thinking. You should spend some time brainstorming some other questions you might want to mine from this data.

• How many developers responded to the survey from each country?

• What are the top 10 most popular programming languages?

• What is the average salary for male programmers? Female?

• What is the maximum reported salary in each country?

• What is the most popular programming language for programmers that exercise at least 3-4 times a week?

• Is there any relationship between salary and job satisfaction?

• Are people who majored in computer science more or less satisfied with their jobs than humanities majors?

As a potential future programmer and member of the programming community what questions do you have?

Split Apply Combine

So what do we mean by the split apply combine pattern? This is a common action when we want to split our data into groups, perform some kind of summary actions on the group and them combine all the groups back together into one. In the database world this is often called a ‘group by’ operation. followed by some kind fo aggregate operation such as finding the max of some value for each group or the sum of a value for each group or the mean of all the values for each group. When the results are reported back they are done so for the group.

Lets think about this in terms of our first question. How many programmers responded from each country? Wow, part of the challenge here is that we don’t even have a list of countries to start with! One way to visualize this is to take all of the rows of the table of data we have for this survey and organize them by country. So all of the USA rows are together all of the Moroccan rows are together, all of the Cambodian rows are together, etc. From a visual perspective you could now imagine counting the number of rows of the table in each group to answer the question.

1. split – organize all the rows of the table by country

2. apply – apply our counting function to count the number of rows for each country (group)

3. combine – create a table of results consisting of a column for country and a column for the count.

To program this we will take a somewhat easier path, as we don’t know how to sort our table yet! In fact this is a perfect job for (you guessed it) a dictionary! Remember that dictionaries map keys to values. In this case the key is the name of the country and the value is the count. This may be one of the most common patterns of using a dictionary in a program.

For each row in the table:

1. split – does our dictionary have a key for the current country? If not add it to the dictionary with a value of 1. If the country is already in the dictionary then simply add 1 to its value.

2. apply – Well, we’ve kind of taken a short cut by combining steps 1 and 2. Using the accumulator pattern in step 1!!

3. combine – iterate over the keys of the dictionary and print the key value pairs.

Lets practice this pattern, by reading the data from the CSV file, note that to make it a bit easier to process I’ve made the separator a | rather than a ,. We might want to represent this table in memory as we did with the kiva data set by creating a list for each column, but that would be a bit tedious with 13 columns, and outright cruel with 129 columns. Luckily for these first few exercises we can get everything we want by simply reading the data from the file one line at a time.

Read the so_survey.csv file and produce a report that shows the number of people from each country that responded.

A similar but slightly more complicated problem is finding the 10 most common programming languages. Its more complicated because the programming languages are represented as a string in a single column and so you will need to further process that string to split them apart and count them.

Counting the languages is one thing, but how do we get the 10 most popular? We will cover this in detail later in the chapter but here is an example that shows you how to sort a dictionary by its values. This is really such a common thing to do that it makes sense to show it to you now.

myd = {'c':5, 'a': 1, 'b': 10} print(sorted(myd)) sorted_keys = sorted(myd, key=myd.get, reverse=True) print(sorted_keys) for k in sorted_keys: print(k, myd[k])

What are the ten most popular programming languages in the survey? Remember only to print out the top 10.

Now we are going to make things a little more complicated. Let us compute the average salary for all male programmers versus all female programmers. Is the computer industry show signs of gender equity with respect to salary?

In order to calculate the average for each group we are going to have to accumulate all of the salaries for each group. This is actually an even better example of split-apply-combine than the previous two examples. Why?

1. split – we will have a dictionary with a key for each gender. During the split phase rather than accumulating a single number we are going to accumulate a list of salaries. Yes, a dictionary can have a string as a key and a list as its value. When we finish the split phase we’ll have a list of all of the salaries for each gender.

2. apply – Now we can calculate the average for each list in our dictionary. We can either create a new dictionary with a key for each gender and the average as a single value, or we can replace the list with the average. Notice that once we have the list of values for each group it is easy to to do all sorts of aggregate operations on the list. We could find the max salary for each gender, the min salary for each gender. Or even the median salary.

3. combine – We have done this in step 2.

Find the average salary for each gender.

Find the maximum and average salary for each country.

A bit harder

Filtering plus split-apply-combine

We asked the question what is the most popular programming language for programmers that exercise 3-4 times per week. To specifically answer this question you will need to include only the rows of the file that match the criteria of ‘3 - 4 times per week’.

What is the most popular programming language for people that exercise 3-4 times per week?

Once we have the list of all programming languages for this particular group, we can use our counting and sorting knowledge from the previous questions to come up with the top programming language.

Creating a new column by mapping

Finally we want to know if humanities majors are more or less satisfied with their jobs than computer science majors. This means we want to filter out all the rows except those that indicate a humanities major or a computer science major. But we also need to convert (map) the response to JobSatisfaction to a number so we can calculate an average.

the responses to Job satisfaction are as follows:

1. Extremely dissatisfied

2. Moderately dissatisfied

3. Slightly dissatisfied

4. Neither satisfied nor dissatisfied

5. Slightly satisfied

6. Moderately satisfied

7. Extremely satisfied

Using a dictionary we can map the text response to the ordinal value of the response. With Extremely dissatisfied getting a value of 1 and Extremely satisfied getting a value of 7.

Are people who majored in computer science more or less satisfied with their jobs than humanities majors?

Challenge Question

We want to know whether exercise levels impact the choice of programming language. In order to do this we want to calculate the most popular programming language(s) for each group. The responses to the exercise question fall into four different groups:

• 1 - 2 times per week

• 3 - 4 times per week

• Daily or almost every day

• I don’t typically exercise

The best way to count the programming languages for each group AS WE PROCESS the file – during the split phase is to use a dictionary of dictionaries! The key to the outer dictionary is the exercise group. Each exercise group will have as its value a dictionary where its keys will be the names of the programming languages.

What are the most popular programming language(s) for each group of people in different exercise level?

Challenge: A Better way to represent a Table

In an earlier chapter we found that we could represent a table as a collection of lists, where we had one list for each column. That is OK if we have only a few columns. But what if we have a LOT of columns We can represent the table as a list of dictionaries. Each row of the table will have a dictionary that looks something like this: {'col1name': value, 'col2name': value ... } For our specific file the first row would look like:

{'Respondent': 51900,
'Country': 'United Kingdom',
'JobSatisfaction': 'Moderately satisfied',
'UndergradMajor': 'Computer science, computer engineering, or software engineering',
'ConvertedSalary': 94455.0,
'Exercise': '3 - 4 times per week',
'Gender': 'Male',
'RaceEthnicity': 'White or of European descent',
'EducationParents': 'Master’s degree (MA, MS, M.Eng., MBA, etc.)',
'HoursOutside': '3 - 4 hours',
'Age': '35 - 44 years old',
'LastNewJob': 'Between 1 and 2 years ago',
'LanguageWorkedWith': 'C;C#;Java;JavaScript;Objective-C;PHP;Swift;HTML;CSS'
}

Can you load the file into a list of dictionaries?

Read the file so_survey.csv into a list of dictionaries.

With the file in this format you can pass the list of dictionaries to Altair and make a histogram of salaries to see the distribution. You can add this on to the previous activecode. If you want to load a list of dictionaries into an Altair Data object you can do it using the data parameter like this: Data(data=[{dictionary 1}, {dictionary 2}, ...]).

Challenge: Ask your own Question

A description of the full data set will give you a good idea of what all the columns mean. The stack overflow folks claim there are some interesting answers to questions about ethics as well as the future of AI. But you may find something even more interesting. Can you develop one or more questions that require the use of the split-apply-combine pattern to answer?

Data file: allc_survey.csv

Respondent|Hobby|OpenSource|Country|Student|Employment|FormalEducation|UndergradMajor|CompanySize|DevType|YearsCoding|YearsCodingProf|JobSatisfaction|CareerSatisfaction|HopeFiveYears|JobSearchStatus|LastNewJob|AssessJob1|AssessJob2|AssessJob3|AssessJob4|AssessJob5|AssessJob6|AssessJob7|AssessJob8|AssessJob9|AssessJob10|AssessBenefits1|AssessBenefits2|AssessBenefits3|AssessBenefits4|AssessBenefits5|AssessBenefits6|AssessBenefits7|AssessBenefits8|AssessBenefits9|AssessBenefits10|AssessBenefits11|JobContactPriorities1|JobContactPriorities2|JobContactPriorities3|JobContactPriorities4|JobContactPriorities5|JobEmailPriorities1|JobEmailPriorities2|JobEmailPriorities3|JobEmailPriorities4|JobEmailPriorities5|JobEmailPriorities6|JobEmailPriorities7|UpdateCV|Currency|Salary|SalaryType|ConvertedSalary|CurrencySymbol|CommunicationTools|TimeFullyProductive|EducationTypes|SelfTaughtTypes|TimeAfterBootcamp|HackathonReasons|AgreeDisagree1|AgreeDisagree2|AgreeDisagree3|LanguageWorkedWith|LanguageDesireNextYear|DatabaseWorkedWith|DatabaseDesireNextYear|PlatformWorkedWith|PlatformDesireNextYear|FrameworkWorkedWith|FrameworkDesireNextYear|IDE|OperatingSystem|NumberMonitors|Methodology|VersionControl|CheckInCode|AdBlocker|AdBlockerDisable|AdBlockerReasons|AdsAgreeDisagree1|AdsAgreeDisagree2|AdsAgreeDisagree3|AdsActions|AdsPriorities1|AdsPriorities2|AdsPriorities3|AdsPriorities4|AdsPriorities5|AdsPriorities6|AdsPriorities7|AIDangerous|AIInteresting|AIResponsible|AIFuture|EthicsChoice|EthicsReport|EthicsResponsible|EthicalImplications|StackOverflowRecommend|StackOverflowVisit|StackOverflowHasAccount|StackOverflowParticipate|StackOverflowJobs|StackOverflowDevStory|StackOverflowJobsRecommend|StackOverflowConsiderMember|HypotheticalTools1|HypotheticalTools2|HypotheticalTools3|HypotheticalTools4|HypotheticalTools5|WakeTime|HoursComputer|HoursOutside|SkipMeals|ErgonomicDevices|Exercise|Gender|SexualOrientation|EducationParents|RaceEthnicity|Age|Dependents|MilitaryUS|SurveyTooLong|SurveyEasy
34715|Yes|Yes|Russian Federation|No|Employed full-time|Some college/university study without earning a degree|A humanities discipline (ex. literature, history, philosophy)|5,000 to 9,999 employees|Back-end developer;Front-end developer|3-5 years|3-5 years|Neither satisfied nor dissatisfied|Neither satisfied nor dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|9.0|7.0|8.0|1.0|2.0|5.0|6.0|3.0|10.0|4.0|1.0|8.0|5.0|9.0|6.0|3.0|4.0|2.0|7.0|11.0|10.0|2.0|1.0|4.0|5.0|3.0|4.0|7.0|6.0|2.0|1.0|5.0|3.0|I had a negative experience or interaction at work|Russian rubles (₽)|95000|Monthly|20172.0|RUB|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Other chat system (IRC, proprietary software, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees;Pre-scheduled tutoring or mentoring sessions with a friend or colleague;Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|||Agree|Agree|Agree|Perl;Python;R;SQL;VBA;Visual Basic 6;HTML;CSS|Python;R;SQL;VBA;Visual Basic 6;HTML;CSS|SQL Server;MySQL;Microsoft Azure (Tables, CosmosDB, SQL, etc)|SQL Server;MySQL;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Linux|Linux|Django|Django;Torch/PyTorch|Eclipse;Notepad++;PyCharm;RStudio;Sublime Text|Windows|2|Agile;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies);Scrum||Once a day|Yes|No||Strongly disagree|Strongly disagree|Strongly agree|Stopped going to a website because of their advertising|||||||||Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|No|The person who came up with the idea|No|8|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|Not at all interested|Very interested|Extremely interested|Somewhat interested|Not at all interested|Between 7:01 - 8:00 AM|9 - 12 hours|1 - 2 hours|Never|Ergonomic keyboard or mouse|3 - 4 times per week|Male|Straight or heterosexual|Some college/university study without earning a degree|White or of European descent|25 - 34 years old|No||The survey was too long|Very difficult
71651|Yes|No|United Kingdom|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|10 to 19 employees|Full-stack developer|12-14 years|6-8 years|Moderately satisfied|Slightly dissatisfied|Working as a founder or co-founder of my own company|I am not interested in new job opportunities|Between 1 and 2 years ago|10.0|8.0|2.0|7.0|4.0|3.0|5.0|1.0|9.0|6.0|1.0|7.0|8.0|10.0|5.0|3.0|9.0|4.0|11.0|2.0|6.0|||||||||||||My job status or other personal status changed|British pounds sterling (£)|50000|Yearly|69452.0|GBP|Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Trello;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow||Because I find it enjoyable|Agree|Disagree|Neither Agree nor Disagree|JavaScript;SQL;HTML;CSS;Bash/Shell|JavaScript;SQL;Swift;TypeScript;HTML;CSS;Bash/Shell|Cassandra;MongoDB;MySQL;PostgreSQL|PostgreSQL|Android;Heroku;iOS;Linux;WordPress;Firebase|Android;AWS;Heroku;iOS;Linux;Raspberry Pi|Angular;Node.js;React|Node.js;React|Android Studio;Vim;Visual Studio Code;Xcode|MacOS|2|Agile;Kanban;Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content|Strongly disagree|Strongly disagree|Strongly agree|Saw an online advertisement and then researched it (without clicking on the ad)|5.0|2.0|3.0|6.0|4.0|1.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|8|Yes|Very interested|Somewhat interested|Very interested|Somewhat interested|Extremely interested|Between 7:01 - 8:00 AM|9 - 12 hours|1 - 2 hours|Never|Standing desk|3 - 4 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Very easy
36155|Yes|Yes|United States|Yes, full-time|Employed part-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|10,000 or more employees|Front-end developer;QA or test developer;Student|3-5 years|3-5 years|Moderately dissatisfied|Slightly satisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|Less than a year ago|7.0|6.0|5.0|3.0|2.0|4.0|1.0|8.0|10.0|9.0|1.0|6.0|3.0|9.0|10.0|4.0|7.0|2.0|11.0|8.0|5.0|2.0|1.0|4.0|5.0|3.0|4.0|7.0|5.0|1.0|2.0|6.0|3.0|My job status or other personal status changed|U.S. dollars ($)|400|Weekly|20000.0|USD|Confluence;Jira;Slack|One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow||To improve my knowledge of a specific programming language, framework, or other technology;To build my professional network;To help me find new job opportunities;Because I find it enjoyable|Neither Agree nor Disagree|Agree|Disagree|C++;Go;Java;JavaScript;TypeScript;HTML;CSS;Bash/Shell|Java;JavaScript;HTML;CSS;Bash/Shell|MongoDB;Redis|MongoDB;Redis|Amazon Echo;Android;AWS;Google Home;Heroku;Linux;Raspberry Pi|Amazon Echo;AWS;Heroku;Linux;Raspberry Pi|Angular;Node.js;React;TensorFlow|Node.js;React;TensorFlow|IntelliJ;Sublime Text;Visual Studio Code|Windows|2|Agile;Kanban;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Strongly agree|Strongly agree|Stopped going to a website because of their advertising|1.0|6.0|2.0|3.0|5.0|7.0|4.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|Nobody|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The person who came up with the idea|Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|10 (Very Likely)|Yes|A little bit interested|Not at all interested|Somewhat interested|Very interested|Somewhat interested|Between 6:01 - 7:00 AM|Over 12 hours|1 - 2 hours|1 - 2 times per week|Ergonomic keyboard or mouse|I don't typically exercise|Male|Gay or Lesbian|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|18 - 24 years old|No|No|The survey was an appropriate length|Somewhat easy
67686|Yes|No|Canada|No|Employed full-time|Associate degree|Computer science, computer engineering, or software engineering|Fewer than 10 employees|Mobile developer|3-5 years|3-5 years|Extremely satisfied|Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Less than a year ago|10.0|8.0|4.0|5.0|2.0|3.0|7.0|1.0|6.0|9.0|2.0|10.0|9.0|11.0|6.0|5.0|7.0|4.0|3.0|1.0|8.0|||||||||||||My job status or other personal status changed|Canadian dollars (C$)|||||HipChat|One to three months|Taken a part-time in-person course in programming or software development;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology|||Agree|Strongly agree|Strongly disagree|Java;Objective-C;Swift;Kotlin|JavaScript;Kotlin|MongoDB;MySQL||Android|Android||Node.js|Android Studio;TextMate|MacOS|2|Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies)|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement|1.0|2.0|3.0|5.0|6.0|4.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|Yes|No, I have one but it's out of date|5|Yes|Somewhat interested|Very interested|Very interested|Somewhat interested|Very interested|Between 7:01 - 8:00 AM|5 - 8 hours|30 - 59 minutes|1 - 2 times per week||I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|South Asian|18 - 24 years old|Yes||The survey was too long|Very easy
94702|Yes|No|Netherlands|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Web development or web design|20 to 99 employees|Front-end developer|12-14 years|6-8 years|Moderately satisfied|Slightly satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Less than a year ago|9.0|8.0|3.0|6.0|2.0|1.0|4.0|5.0|7.0|10.0|1.0|11.0|2.0|7.0|6.0|8.0|10.0|9.0|5.0|4.0|3.0|||||||||||||My job status or other personal status changed|Euros (€)|47000|Yearly|57522.0|EUR|HipChat;Office / productivity suite (Microsoft Office, Google Suite, etc.)|Less than a month|Taken a part-time in-person course in programming or software development;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow|||Agree|Agree|Disagree|JavaScript;CSS;Bash/Shell|JavaScript;CSS;Bash/Shell||Elasticsearch|Heroku;Firebase|Raspberry Pi|Angular;Node.js;React|Node.js;React|Sublime Text;Visual Studio Code;Xcode|MacOS|2|Agile;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies);Kanban;Scrum|Git|Multiple times per day|No|||Somewhat agree|Somewhat disagree|Somewhat agree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|2.0|1.0|4.0|6.0|5.0|7.0|3.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|The developer who wrote it|Yes|9|Daily or almost daily|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||No|Somewhat interested|Not at all interested|A little bit interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
15805|Yes|No|United States|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A natural science (ex. biology, chemistry, physics)|10,000 or more employees|Data or business analyst;Database administrator;Designer|15-17 years|9-11 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|10.0|8.0|6.0|3.0|7.0|5.0|1.0|2.0|9.0|4.0|1.0|9.0|3.0|6.0|5.0|2.0|11.0|7.0|8.0|10.0|4.0|1.0|2.0|3.0|4.0|5.0|4.0|2.0|7.0|3.0|1.0|5.0|6.0|My job status or other personal status changed|U.S. dollars ($)|80527|Yearly|80527.0|USD|Facebook;Office / productivity suite (Microsoft Office, Google Suite, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology|||Agree|Agree|Disagree|C++;SQL;HTML;CSS||SQL Server||SharePoint|Salesforce;SharePoint|||Visual Studio|Windows|3||Copying and pasting files to network shares|Never|Yes|No||Somewhat agree|Somewhat agree|Strongly agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|1.0|5.0|2.0|3.0|6.0|4.0|7.0|Algorithms making important decisions|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|A few times per week|Yes|I have never participated in Q&A on Stack Overflow|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|Extremely interested|Somewhat interested|Very interested|Somewhat interested|Extremely interested|Between 5:00 - 6:00 AM|9 - 12 hours|30 - 59 minutes|1 - 2 times per week|Standing desk|3 - 4 times per week|Female|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Native American, Pacific Islander, or Indigenous Australian;White or of European descent|25 - 34 years old|Yes|Yes|The survey was too long|Somewhat easy
15709|Yes|Yes|Germany|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A social science (ex. anthropology, psychology, political science)|20 to 99 employees|Front-end developer|0-2 years|0-2 years|Extremely satisfied|Extremely satisfied|Doing the same work|I am not interested in new job opportunities|Between 1 and 2 years ago|2.0|9.0|8.0|5.0|1.0|4.0|7.0|6.0|3.0|10.0|1.0|4.0|5.0|7.0|2.0|6.0|11.0|10.0|9.0|3.0|8.0|||||||||||||My job status or other personal status changed|Euros (€)|38000|Yearly|46507.0|EUR|Google Hangouts/Chat;Slack;Trello|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees;Tapping your network of friends, family, and peers versed in the technology|||Agree|Disagree|Agree|Java;JavaScript;Ruby;SQL;TypeScript;Kotlin;HTML;CSS;Bash/Shell|Go;Java;JavaScript;TypeScript;Kotlin;HTML;CSS;Bash/Shell|MongoDB;MySQL;SQLite|MongoDB;MySQL;SQLite|Heroku;Salesforce|Heroku;Salesforce|Angular|Angular;React|Atom;Sublime Text;Vim;Visual Studio Code|MacOS|3|Agile|Git|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Strongly agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|2.0|3.0|5.0|1.0|4.0|6.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, I have one but it's out of date|10 (Very Likely)|Yes|Somewhat interested|A little bit interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|5 - 8 hours|30 - 59 minutes|3 - 4 times per week||Daily or almost every day|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Middle Eastern;White or of European descent|25 - 34 years old|Yes||The survey was too long|Somewhat easy
94599|Yes|Yes|Switzerland|No|Independent contractor, freelancer, or self-employed|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer;Mobile developer;Product manager|30 or more years|30 or more years|Extremely satisfied|Extremely satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|10.0|9.0|7.0|2.0|4.0|3.0|5.0|1.0|6.0|8.0|1.0|4.0|8.0|6.0|10.0|7.0|5.0|2.0|9.0|11.0|3.0|3.0|1.0|2.0|5.0|4.0|7.0|5.0|4.0|2.0|3.0|6.0|1.0||Swiss francs|200000|Monthly|1000000.0|CHF|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.)||Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system||To build my professional network|Strongly agree|Neither Agree nor Disagree|Strongly disagree|C#;Java;TypeScript|C#|Amazon DynamoDB||Amazon Echo;Android;Apple Watch or Apple TV;Azure;iOS;Raspberry Pi;Windows Desktop or Server|Amazon Echo;Android;Apple Watch or Apple TV;Azure;iOS;Mac OS;Windows Desktop or Server|Xamarin|Xamarin|Visual Studio;Visual Studio Code|Windows|3|Agile|Git|Multiple times per day|No|||Neither agree nor disagree|Somewhat disagree|Somewhat disagree|Stopped going to a website because of their advertising;Paid to access a website advertisement-free|1.0|4.0|5.0|6.0|7.0|3.0|2.0|||A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Multiple times per day|Yes|A few times per week|Yes|No, I have one but it's out of date|5|Yes|A little bit interested|Not at all interested|A little bit interested|Somewhat interested|A little bit interested|Before 5:00 AM|9 - 12 hours|30 - 59 minutes|Never||Daily or almost every day|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|45 - 54 years old|Yes||The survey was too long|Somewhat easy
50509|Yes|Yes|Australia|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Another engineering discipline (ex. civil, electrical, mechanical)|100 to 499 employees|Back-end developer;DevOps specialist;Full-stack developer|6-8 years|0-2 years|Moderately satisfied|Extremely satisfied|Working as an engineering manager or other functional manager|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|9.0|8.0|10.0|1.0|4.0|5.0|7.0|2.0|3.0|6.0|2.0|6.0|11.0|3.0|5.0|9.0|4.0|1.0|7.0|10.0|8.0|3.0|1.0|4.0|2.0|5.0|4.0|7.0|1.0|2.0|5.0|6.0|3.0|My job status or other personal status changed|Australian dollars (A$)|85000|Yearly|67977.0|AUD|Confluence;Jira;Slack|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To build my professional network;Because I find it enjoyable|Strongly agree|Agree|Strongly disagree|C;C++;CoffeeScript;Go;Hack;Haskell;JavaScript;PHP;Python;Rust;SQL;TypeScript;HTML;CSS;Bash/Shell|Go;Hack;Haskell;JavaScript;PHP;Python;Rust;SQL;TypeScript;HTML;CSS;Bash/Shell|MongoDB;Redis;PostgreSQL;SQLite;Memcached;Amazon Redshift;Amazon RDS/Aurora;Elasticsearch|Cassandra;MongoDB;Redis;PostgreSQL;SQLite;Amazon DynamoDB;Memcached;Amazon Redshift;Amazon RDS/Aurora;Google BigQuery;Elasticsearch|Arduino;AWS;Linux;Mac OS;Raspberry Pi;Salesforce;Serverless|Arduino;AWS;Azure;Linux;Mac OS;Raspberry Pi;Serverless|Angular;Django;Node.js;React;TensorFlow|Angular;Django;Node.js;React;TensorFlow|Atom;PHPStorm;Vim|Linux-based|1|Agile;Kanban;Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website|Somewhat agree|Somewhat disagree|Somewhat agree|Saw an online advertisement and then researched it (without clicking on the ad)|3.0|6.0|5.0|1.0|2.0|4.0|7.0|Algorithms making important decisions|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|9|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, and I don't know what that is|9|Yes|Somewhat interested|Not at all interested|Very interested|Very interested|Very interested|Between 6:01 - 7:00 AM|9 - 12 hours|1 - 2 hours|Never||Daily or almost every day|Male|Straight or heterosexual|They never completed any formal education|White or of European descent|18 - 24 years old|No||The survey was too long|Neither easy nor difficult
19617|Yes|No|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Another engineering discipline (ex. civil, electrical, mechanical)|10 to 19 employees|Designer;Front-end developer|0-2 years|0-2 years|Neither satisfied nor dissatisfied|Neither satisfied nor dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|Less than a year ago||||||||||||||||||||||2.0|3.0|5.0|1.0|4.0||||||||I received negative feedback on my job performance|Indian rupees (₹)||Monthly||INR|Slack|Less than a month|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees;Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|||Neither Agree nor Disagree|Neither Agree nor Disagree|Neither Agree nor Disagree|JavaScript;Matlab;HTML;CSS;Bash/Shell|C;Python;TypeScript||MongoDB|AWS|AWS|Angular|Angular;Node.js;React;TensorFlow|Sublime Text;Visual Studio Code|MacOS|2|Scrum|Git|Multiple times per day|I'm not sure/I don't know|||Neither agree nor disagree|Neither agree nor disagree|Neither agree nor disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|6.0|5.0|1.0|4.0|7.0|2.0|3.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Unsure / I don't know|10 (Very Likely)|Multiple times per day|Yes|I have never participated in Q&A on Stack Overflow|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Between 8:01 - 9:00 AM|9 - 12 hours|1 - 2 hours|3 - 4 times per week||1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)||18 - 24 years old|No||The survey was too long|Neither easy nor difficult
56026|Yes|No|United States|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Mathematics or statistics|1,000 to 4,999 employees|Mobile developer|6-8 years|6-8 years|Extremely satisfied|Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Between 2 and 4 years ago|10.0|6.0|3.0|4.0|5.0|2.0|1.0|9.0|7.0|8.0|1.0|11.0|2.0|9.0|7.0|4.0|5.0|8.0|10.0|3.0|6.0|||||||||||||My job status or other personal status changed|U.S. dollars ($)|150000|Yearly|150000.0|USD|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack|Three to six months|Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers;To build my professional network;Because I find it enjoyable|Strongly agree|Strongly disagree|Disagree|Objective-C;Swift|Swift|||iOS|iOS;Mac OS|||Xcode|MacOS|2|Agile;Kanban;Pair programming|Git|Once a day|Yes|No||Strongly disagree|Somewhat agree|Strongly agree||1.0|5.0|3.0|7.0|2.0|4.0|6.0||"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|The person who came up with the idea|Yes|10 (Very Likely)|Multiple times per day|No||No, I knew that Stack Overflow had a jobs board but have never used or visited it|||No|Not at all interested|Not at all interested|Not at all interested|Somewhat interested|Somewhat interested|Between 5:00 - 6:00 AM|9 - 12 hours|Less than 30 minutes|Never|Ergonomic keyboard or mouse|I don't typically exercise|Female|Bisexual or Queer|Some college/university study without earning a degree|East Asian;White or of European descent|25 - 34 years old|No|No|The survey was an appropriate length|Neither easy nor difficult
52726|Yes|No|Russian Federation|Yes, full-time|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Data or business analyst|6-8 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||Java;JavaScript;Python;R;SQL;HTML|Clojure;Go;Ruby|SQL Server|MongoDB;Elasticsearch||Amazon Echo|.NET Core;Spark|Angular;Node.js;React|IntelliJ;PyCharm;RStudio;Visual Studio Code|Linux-based|2|Agile;Pair programming;Scrum|Git;Subversion|Once a day|Yes|Yes|The website I was visiting asked me to disable it|Strongly disagree|Strongly disagree|Somewhat agree|Saw an online advertisement and then researched it (without clicking on the ad)|7.0|3.0|4.0|2.0|6.0|1.0|5.0||||||||||||||||||||||||||||||||||||
92473|No|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Full-stack developer|12-14 years|12-14 years|Extremely satisfied|Extremely satisfied|Doing the same work|I am not interested in new job opportunities|Less than a year ago|8.0|4.0|5.0|1.0|6.0|3.0|2.0|9.0|10.0|7.0|5.0|7.0|1.0|8.0|11.0|2.0|4.0|6.0|9.0|10.0|3.0|||||||||||||I had a negative experience or interaction at work|U.S. dollars ($)|120000|Weekly|2000000.0|USD|Jira;Slack|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Agree|Neither Agree nor Disagree|Disagree|JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell||Redis;MySQL;PostgreSQL;SQLite||Arduino;Raspberry Pi||||Android Studio;Atom|MacOS|2|Agile;Pair programming;Scrum|Git|Multiple times per day|Yes|No||Somewhat agree|Somewhat agree|Neither agree nor disagree||6.0|4.0|5.0|7.0|1.0|2.0|3.0|Increasing automation of jobs|Algorithms making important decisions|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I have one but it's out of date||Yes|Somewhat interested|Somewhat interested|Very interested|Extremely interested|Somewhat interested|Between 6:01 - 7:00 AM|9 - 12 hours|30 - 59 minutes|Daily or almost every day||I don't typically exercise|Male|Straight or heterosexual|Associate degree|White or of European descent|35 - 44 years old|Yes|Yes|The survey was an appropriate length|Very easy
15839|Yes|Yes|United States|No|Employed full-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|Fewer than 10 employees|Back-end developer;Data scientist or machine learning specialist;Database administrator;DevOps specialist;Engineering manager;Full-stack developer;Product manager;System administrator|9-11 years|9-11 years|Neither satisfied nor dissatisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|7.0|5.0|10.0|2.0|3.0|4.0|6.0|1.0|8.0|9.0|1.0|9.0|3.0|5.0|6.0|4.0|8.0|10.0|11.0|7.0|2.0|3.0|1.0|4.0|2.0|5.0|2.0|6.0|5.0|1.0|4.0|3.0|7.0|I received bad news about the future of my company or department|U.S. dollars ($)|70000||70000.0|USD|Slack;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Three to six months|Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Agree|Strongly disagree|Neither Agree nor Disagree|C;C++;Clojure;Erlang;Go;Haskell;Java;JavaScript;Lua;Perl;PHP;Python;Rust;Scala;SQL;Swift;TypeScript;Kotlin;Ocaml;HTML;CSS;Bash/Shell|C++;Clojure;Erlang;F#;Haskell;Java;Rust;Scala;SQL;Swift;Ocaml|Cassandra;MongoDB;Redis;PostgreSQL;Apache Hive;Memcached|Redis;PostgreSQL|Android;AWS;iOS;Linux;Mac OS;Raspberry Pi|Linux|Hadoop;React;Spark|Hadoop;Spark;TensorFlow|Emacs;IntelliJ;Vim|Linux-based|1|Agile;Kanban;Pair programming;Scrum|Git|Multiple times per day|No|||Neither agree nor disagree|Somewhat agree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising;Paid to access a website advertisement-free|7.0|2.0|4.0|1.0|5.0|3.0|6.0|Algorithms making important decisions||A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|Upper management at the company/organization|Yes|6|Daily or almost daily|I'm not sure / I can't remember||Yes||2|No|Somewhat interested|Extremely interested|A little bit interested|Not at all interested|Not at all interested|Between 8:01 - 9:00 AM|9 - 12 hours|1 - 2 hours|Never|Ergonomic keyboard or mouse;Wrist/hand supports or braces|I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No|No|The survey was an appropriate length|Very easy
47288|Yes|Yes|France|Yes, full-time|Employed full-time|Professional degree (JD, MD, etc.)||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
88054|No|No|Germany|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer|6-8 years|3-5 years|Moderately satisfied|Moderately satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|||||||||||||||||||||||||||||||||||||||||||||||||Java;JavaScript;Kotlin|Java;Kotlin|MySQL;Elasticsearch|Elasticsearch|Heroku;Linux|Linux|Spring|Spring|IntelliJ;Vim|Linux-based|2|Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website|Somewhat agree|Strongly agree|Neither agree nor disagree||2.0|4.0|5.0|3.0|1.0|6.0|7.0|Increasing automation of jobs|Increasing automation of jobs|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|A few times per month or weekly|Yes|Less than once per month or monthly|Yes|Yes|5|No|Not at all interested|Not at all interested|Not at all interested|Somewhat interested|Somewhat interested|Between 6:01 - 7:00 AM|5 - 8 hours|30 - 59 minutes|Never||I don't typically exercise|||||||||
16634|Yes|Yes|Poland|No|Independent contractor, freelancer, or self-employed|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering||Full-stack developer|12-14 years|9-11 years|Extremely satisfied|Extremely satisfied|Doing the same work|I am not interested in new job opportunities|More than 4 years ago||||||||||||||||||||||||||||||||||A recruiter contacted me|Polish złoty (zł)|60000|Yearly|17644.0|PLN|||Contributed to open source software||||Strongly disagree|Neither Agree nor Disagree|Strongly disagree|C;Bash/Shell||||Mac OS;Windows Desktop or Server||||Vim;Visual Studio;Xcode|Windows|2||Git|Less than once per month|Yes|Yes|The website I was visiting forced me to disable it to access their content|Strongly disagree|Somewhat disagree|Strongly agree|Stopped going to a website because of their advertising||||||||||The developers or the people creating the AI|I don't care about it, or I haven't thought about it.|No|Depends on what it is|The person who came up with the idea|Unsure / I don't know|8|Less than once per month or monthly|Yes|I have never participated in Q&A on Stack Overflow|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|Not at all interested|Not at all interested|A little bit interested|Not at all interested|Not at all interested|I do not have a set schedule|Over 12 hours|Less than 30 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Professional degree (JD, MD, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Neither easy nor difficult
43241|No|No|Malaysia|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A business discipline (ex. accounting, finance, marketing)|10 to 19 employees|Desktop or enterprise applications developer;Full-stack developer;Product manager|21-23 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||C#;Java;JavaScript;PHP;SQL;TypeScript;VB.NET;Visual Basic 6;HTML;CSS||MongoDB;SQL Server;MySQL;SQLite;MariaDB||AWS;Azure;Linux;Windows Desktop or Server||.NET Core|Xamarin|Notepad++;Visual Studio|Windows|2|Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies)|Team Foundation Version Control;Copying and pasting files to network shares|Once a day|No|||Strongly disagree|Somewhat disagree|Somewhat disagree||5.0|2.0|3.0|4.0|1.0|6.0|7.0|||||||||10 (Very Likely)|A few times per week|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, and I don't know what that is|5|I'm not sure||||||Between 7:01 - 8:00 AM|9 - 12 hours|3 - 4 hours|1 - 2 times per week||Daily or almost every day|||||||||
24727|Yes|Yes|Turkey|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Another engineering discipline (ex. civil, electrical, mechanical)|500 to 999 employees|Data scientist or machine learning specialist|3-5 years|0-2 years|Slightly satisfied|Moderately satisfied|Working as an engineering manager or other functional manager|I’m not actively looking, but I am open to new opportunities|Less than a year ago|1.0|5.0|8.0|9.0|4.0|2.0|7.0|3.0|10.0|6.0|2.0|4.0|1.0|10.0|8.0|9.0|5.0|3.0|11.0|7.0|6.0|2.0|1.0|5.0|3.0|4.0|5.0|2.0|1.0|4.0|3.0|7.0|6.0|A friend told me about a job opportunity||39946|Yearly|10582.0|TRY|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|||Agree|Agree|Neither Agree nor Disagree|Matlab;PHP;Python|C++;Haskell;Python|MySQL||Arduino;Linux;Raspberry Pi;Windows Desktop or Server|Linux|Django;TensorFlow;Torch/PyTorch|Hadoop;Spark;TensorFlow;Torch/PyTorch|IPython / Jupyter;Sublime Text;Vim|Linux-based|2|Agile;Pair programming;Scrum|Git|Once a day|Yes|No||Neither agree nor disagree|Neither agree nor disagree|Somewhat disagree|Stopped going to a website because of their advertising|1.0|4.0|3.0|2.0|7.0|5.0|6.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly||Yes|10 (Very Likely)|Multiple times per day|Yes|Daily or almost daily|Yes|Yes|10 (Very Likely)|Yes|Extremely interested|A little bit interested|A little bit interested|Somewhat interested|Extremely interested|Between 6:01 - 7:00 AM|9 - 12 hours|Over 4 hours|Never|Ergonomic keyboard or mouse|I don't typically exercise|Male|Straight or heterosexual|Primary/elementary school|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Very easy
27520|Yes|Yes|Zimbabwe|No|Not employed, but looking for work|Some college/university study without earning a degree|Information systems, information technology, or system administration||Back-end developer;Desktop or enterprise applications developer;Student|0-2 years|0-2 years||Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|Less than a year ago|3.0|2.0|8.0|5.0|4.0|6.0|1.0|9.0|7.0|10.0|1.0|7.0|11.0|4.0|3.0|9.0|10.0|2.0|8.0|6.0|5.0|2.0|1.0|3.0|5.0|4.0||||||||A recruiter contacted me|U.S. dollars ($)|5000|Monthly|60000.0|USD|||Participated in a hackathon|||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers;To build my professional network;Because I find it enjoyable|Agree|Agree|Disagree|C++;C#;Java;JavaScript;PHP;SQL;VB.NET;HTML;CSS|C++;C#;Java;SQL;Kotlin;CSS|SQL Server;MySQL;SQLite;MariaDB;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage|MongoDB;SQL Server;MySQL;SQLite;Oracle;MariaDB;Amazon DynamoDB;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage|Android;Windows Desktop or Server|Amazon Echo;Android;Arduino;AWS;Azure;Google Cloud Platform/App Engine;IBM Cloud or Watson;iOS;Linux;Mac OS;Salesforce;Serverless;Windows Desktop or Server;Windows Phone;WordPress;Firebase|.NET Core;Cordova;Xamarin|.NET Core;Cordova;Xamarin;TensorFlow|Android Studio;IntelliJ;NetBeans;Notepad++;Sublime Text;Visual Studio|Windows|1|Agile|Git|Multiple times per day|Yes|No||Somewhat agree|Strongly agree|Somewhat agree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)||||||||"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|Yes|Yes, and publicly|Upper management at the company/organization|No|9|A few times per week|Yes|A few times per week|Yes|Yes|9|Yes|Somewhat interested|A little bit interested|Somewhat interested|Very interested|A little bit interested|Between 6:01 - 7:00 AM|Over 12 hours|30 - 59 minutes|1 - 2 times per week|Ergonomic keyboard or mouse|1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|Black or of African descent|25 - 34 years old|No||The survey was too long|Somewhat difficult
100392|Yes|Yes|United States|No|Employed part-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Front-end developer;Full-stack developer|18-20 years|12-14 years|Extremely satisfied|Extremely satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|8.0|5.0|9.0|7.0|2.0|4.0|10.0|1.0|3.0|6.0|1.0|8.0|2.0|4.0|11.0|3.0|10.0|7.0|5.0|9.0|6.0|3.0|4.0|5.0|2.0|1.0|1.0|2.0|6.0|4.0|3.0|7.0|5.0|A friend told me about a job opportunity|U.S. dollars ($)||Yearly||USD|Confluence;Jira;Slack|One to three months|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow||To improve my ability to work on a team with other programmers;To build my professional network;To help me find new job opportunities;Because I find it enjoyable|Strongly agree|Disagree|Strongly disagree|Go;JavaScript;Lua;PHP;SQL;HTML;CSS;Bash/Shell|Go;JavaScript;Lua;PHP;Rust;SQL;Swift;Kotlin;HTML;CSS;Bash/Shell|Cassandra;Redis|Cassandra;Redis|Android;iOS;Linux|Android;iOS;Linux|||Vim|MacOS|1|Agile;Extreme programming (XP);Kanban;Pair programming;Scrum|Git|Multiple times per day|No|||Somewhat agree|Somewhat agree|Strongly disagree||3.0|2.0|4.0|1.0|7.0|6.0|5.0|Algorithms making important decisions|Increasing automation of jobs|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|Daily or almost daily|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|Somewhat interested|Very interested|Not at all interested|Somewhat interested|Somewhat interested|Between 5:00 - 6:00 AM|5 - 8 hours|Less than 30 minutes|1 - 2 times per week|Standing desk|1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|Yes|No|The survey was too long|Very easy
91838|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Information systems, information technology, or system administration|10,000 or more employees|Front-end developer;Full-stack developer|18-20 years|18-20 years|Moderately satisfied|Moderately satisfied|Working as an engineering manager or other functional manager|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|10.0|8.0|4.0|6.0|2.0|7.0|1.0|3.0|9.0|5.0|1.0|4.0|2.0|5.0|9.0|3.0|7.0|8.0|11.0|10.0|6.0|4.0|1.0|5.0|2.0|3.0|4.0|6.0|2.0|5.0|1.0|3.0|7.0|My job status or other personal status changed|U.S. dollars ($)|192000||192000.0|USD|Confluence;Jira;Slack;Trello;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers;To build my professional network;To help me find new job opportunities;Because I find it enjoyable|Agree|Agree|Neither Agree nor Disagree|Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell|Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell|MongoDB;MySQL;PostgreSQL|MongoDB|Arduino;Heroku;Linux;Mac OS;Raspberry Pi|Amazon Echo;Apple Watch or Apple TV;Arduino;AWS;Heroku;Linux;Mac OS;Raspberry Pi;Serverless;Firebase|Node.js|Node.js|Atom;Visual Studio Code|MacOS|3|Agile;Kanban;Pair programming;Scrum|Git|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website;The website I was visiting asked me to disable it|Somewhat disagree|Somewhat disagree|Neither agree nor disagree|||||||||"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs||I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company||Yes|10 (Very Likely)|Multiple times per day|Yes|A few times per month or weekly|Yes|Yes|10 (Very Likely)|Yes|Somewhat interested|A little bit interested|Very interested|Somewhat interested|A little bit interested|Between 6:01 - 7:00 AM|9 - 12 hours|30 - 59 minutes|Never|Standing desk;Fatigue-relieving floor mat|Daily or almost every day|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|35 - 44 years old|Yes|No|The survey was an appropriate length|Somewhat easy
30311|Yes|No|United States|No|Employed full-time|Associate degree|Web development or web design|1,000 to 4,999 employees|Engineering manager;Front-end developer|6-8 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||10 (Very Likely)|A few times per week||||||||||||||||||||||||||
8484|No|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10 to 19 employees|Back-end developer;QA or test developer|12-14 years|6-8 years|Slightly dissatisfied|Slightly dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|6.0|8.0|3.0|9.0|2.0|4.0|7.0|5.0|10.0|1.0|1.0|3.0|5.0|11.0|8.0|4.0|9.0|7.0|10.0|6.0|2.0|4.0|1.0|5.0|2.0|3.0|3.0|6.0|1.0|5.0|2.0|4.0|7.0|A recruiter contacted me|U.S. dollars ($)|100000|Yearly|100000.0|USD|Jira;Slack|One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Agree|Agree|Disagree|Assembly;C;Python;Ocaml;Bash/Shell|Assembly;C;Go;Python;Ocaml;Bash/Shell|PostgreSQL|PostgreSQL|AWS;Linux|Linux||TensorFlow|IPython / Jupyter;Vim|Linux-based|1|Agile;Scrum|Git|Multiple times per day|Yes|No||Somewhat disagree|Neither agree nor disagree|Strongly agree||1.0|4.0|2.0|7.0|5.0|6.0|3.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"||I don't care about it, or I haven't thought about it.|Depends on what it is|Depends on what it is|The developer who wrote it|Unsure / I don't know|10 (Very Likely)|Daily or almost daily|Yes|A few times per month or weekly|Yes|No, I know what it is but I don't have one|2|I'm not sure|Very interested|A little bit interested|A little bit interested|Somewhat interested|Somewhat interested|Between 8:01 - 9:00 AM|Over 12 hours|30 - 59 minutes|Never|Standing desk|Daily or almost every day|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No|No|The survey was too long|Somewhat difficult
35206|Yes|No|Sweden|Yes, full-time|Employed part-time|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||20 to 99 employees|Back-end developer;Educator or academic researcher;Front-end developer;Full-stack developer;Student|6-8 years|0-2 years|Slightly satisfied|Slightly satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|6.0|7.0|9.0|3.0|5.0|1.0|10.0|2.0|4.0|8.0|7.0|11.0|1.0|3.0|9.0|10.0|6.0|5.0|4.0|8.0|2.0|3.0|1.0|4.0|2.0|5.0|7.0|5.0|1.0|3.0|4.0|2.0|6.0|A friend told me about a job opportunity|Swedish kroner (SEK)|2000|Monthly|3000.0|SEK|Office / productivity suite (Microsoft Office, Google Suite, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;The technology’s online help system||Because I find it enjoyable|Neither Agree nor Disagree|Disagree|Disagree|C;Erlang;Haskell;JavaScript;Python;SQL;TypeScript;VBA;HTML;CSS;Bash/Shell|Clojure;F#;Go;Haskell;JavaScript;Python;R;Rust|MongoDB;MySQL|MongoDB;PostgreSQL;Elasticsearch|Raspberry Pi|Android;Arduino;AWS;Linux;Raspberry Pi|Node.js|Node.js;TensorFlow|Vim|Linux-based|1||Git|Weekly or a few times per month|No|||Somewhat agree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|3.0|2.0|4.0|1.0|6.0|7.0|5.0||Algorithms making important decisions|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is||Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|No, I know what it is but I don't have one|4|No|Somewhat interested|Not at all interested|A little bit interested|Somewhat interested|Somewhat interested|I do not have a set schedule|9 - 12 hours|30 - 59 minutes|1 - 2 times per week|Standing desk|1 - 2 times per week|Male|Straight or heterosexual;Asexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Neither easy nor difficult
16883|No|No|Lebanon|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|Fewer than 10 employees|Engineering manager;Front-end developer;Full-stack developer;Mobile developer|6-8 years|3-5 years|Extremely satisfied|Extremely satisfied|Working as a founder or co-founder of my own company|I am not interested in new job opportunities|Between 2 and 4 years ago|2.0|6.0|7.0|5.0|1.0|9.0|8.0|4.0|10.0|3.0|1.0|2.0|9.0|4.0|10.0|11.0|7.0|3.0|8.0|5.0|6.0|||||||||||||My job status or other personal status changed|U.S. dollars ($)||Monthly||USD|Facebook;Google Hangouts/Chat;Office / productivity suite (Microsoft Office, Google Suite, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Received on-the-job training in software development||||Agree|Agree|Strongly disagree|C;C#;Java;JavaScript;Objective-C;Perl;PHP;SQL;Swift;HTML|Java;Perl;PHP;SQL;Swift;HTML|MySQL;SQLite;Google Cloud Storage|MySQL;SQLite|Android;Arduino;Google Cloud Platform/App Engine;Google Home;iOS;Linux;Mac OS;Firebase|Android;Google Cloud Platform/App Engine;iOS;Linux;Mac OS|||Android Studio;Eclipse;Emacs;NetBeans;Notepad++;Sublime Text;Visual Studio;Xcode|MacOS|1|Scrum|Git|Once a day|Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Strongly agree|Strongly agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|2.0|4.0|5.0|3.0|1.0|6.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|Depends on what it is|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|Not at all interested|A little bit interested|Very interested|Not at all interested|Very interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Daily or almost every day|Standing desk;Ergonomic keyboard or mouse|I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|Middle Eastern|25 - 34 years old|No||The survey was an appropriate length|Very easy
50088|Yes|Yes|United Kingdom|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Full-stack developer|15-17 years|9-11 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Between 2 and 4 years ago|6.0|9.0|5.0|1.0|7.0|8.0|10.0|2.0|4.0|3.0|1.0|8.0|4.0|10.0|5.0|6.0|7.0|3.0|11.0|9.0|2.0|||||||||||||My job status or other personal status changed|British pounds sterling (£)||Monthly||GBP|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Trello|One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher||To build my professional network;Because I find it enjoyable|Agree|Strongly disagree|Disagree|C#;Go;JavaScript;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell|JavaScript;SQL;TypeScript|Redis;SQL Server;MySQL;PostgreSQL;SQLite;Amazon DynamoDB;Amazon RDS/Aurora|Redis;MySQL;PostgreSQL;SQLite;Amazon RDS/Aurora|AWS;Azure;Linux;Mac OS;Serverless|AWS;Azure;Linux;Mac OS;Serverless|.NET Core;Node.js;React|Node.js;React|Visual Studio Code|MacOS|3|Agile;Extreme programming (XP);Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies);Kanban;Lean;Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Somewhat agree|Somewhat agree|||||||||"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|Upper management at the company/organization|Yes|9|Daily or almost daily|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|8|No||||||Between 8:01 - 9:00 AM|9 - 12 hours|1 - 2 hours|Never||Daily or almost every day|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Neither easy nor difficult
25555|Yes|Yes|India|Yes, part-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Database administrator;Designer;Desktop or enterprise applications developer;DevOps specialist;Engineering manager;Front-end developer;Full-stack developer;Product manager;QA or test developer|6-8 years|6-8 years|Moderately satisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|9.0|10.0|4.0|3.0|2.0|5.0|6.0|1.0|8.0|7.0||||||||||||1.0|2.0|5.0|4.0|3.0|1.0|6.0|5.0|4.0|7.0|2.0|3.0|A friend told me about a job opportunity|Indian rupees (₹)|75000|||INR|Jira;Stack Overflow Enterprise;Trello|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Participated in a full-time developer training program or bootcamp;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology|Immediately after graduating|To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers;To build my professional network;To help me find new job opportunities;Because I find it enjoyable|Agree|Agree|Strongly disagree|C#;Erlang;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell|C#;Erlang;SQL;TypeScript;HTML;CSS;Bash/Shell|MongoDB;Redis;SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch|MongoDB;Redis;SQL Server;Amazon DynamoDB;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch||Android;Raspberry Pi;Firebase|Angular;Node.js|Angular;.NET Core;Node.js|Notepad++;Visual Studio;Visual Studio Code|Windows|2|Agile;Extreme programming (XP);Kanban;Lean;Pair programming;Scrum|Git;Team Foundation Version Control|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to view a specific advertisement|Strongly agree|Strongly agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising;Paid to access a website advertisement-free||||||||Increasing automation of jobs|Increasing automation of jobs|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|Yes|Yes|6|Yes|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Between 7:01 - 8:00 AM|9 - 12 hours|3 - 4 hours|Never|Ergonomic keyboard or mouse|I don't typically exercise|Male||Bachelor’s degree (BA, BS, B.Eng., etc.)|South Asian|25 - 34 years old|No||The survey was too long|Somewhat easy
16954|No|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|A social science (ex. anthropology, psychology, political science)|1,000 to 4,999 employees|Back-end developer;Data or business analyst;Database administrator;System administrator|12-14 years|12-14 years|Extremely satisfied|Extremely satisfied|Doing the same work|I am not interested in new job opportunities|Between 2 and 4 years ago|10.0|5.0|6.0|8.0|4.0|1.0|3.0|2.0|9.0|7.0|1.0|7.0|2.0|10.0|6.0|3.0|8.0|5.0|11.0|9.0|4.0|||||||||||||My job status or other personal status changed|U.S. dollars ($)|100000|Yearly|100000.0|USD|Office / productivity suite (Microsoft Office, Google Suite, etc.);Other chat system (IRC, proprietary software, etc.)|One to three months|Taken a part-time in-person course in programming or software development;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology|||Strongly agree|Strongly disagree|Agree|SQL;VBA|C#|SQL Server;Oracle;Microsoft Azure (Tables, CosmosDB, SQL, etc)|SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)|SharePoint||||Visual Studio|Windows|2|Agile;Kanban|I don't use version control||No|||Neither agree nor disagree|Neither agree nor disagree|Somewhat disagree|Clicked on an online advertisement|2.0|6.0|3.0|7.0|1.0|5.0|4.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, I have one but it's out of date|10 (Very Likely)|Yes|Not at all interested|Not at all interested|Very interested|Somewhat interested|Somewhat interested|Between 6:01 - 7:00 AM|5 - 8 hours|Less than 30 minutes|Never|Standing desk|Daily or almost every day|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|45 - 54 years old|Yes|No|The survey was an appropriate length|Somewhat easy
64912|Yes|No|South Africa|Yes, part-time|Independent contractor, freelancer, or self-employed|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|||Full-stack developer|0-2 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||C++;C#;Python;Ruby;Swift;HTML;Bash/Shell|C#;Java;Python;Ruby;SQL;Swift;HTML;Bash/Shell|SQL Server;MySQL|SQL Server;MySQL|Android;Apple Watch or Apple TV;Linux;Windows Desktop or Server|Android;Apple Watch or Apple TV;iOS;Linux;Windows Desktop or Server;Windows Phone|Xamarin|Angular;Node.js;React;Xamarin|Android Studio;Atom;Eclipse;NetBeans;Sublime Text;Visual Studio;Visual Studio Code|Linux-based|1||Git|Once a day|Yes|Yes|I wanted to view a specific advertisement|Neither agree nor disagree|Strongly agree|Somewhat disagree||6.0|5.0|2.0|4.0|7.0|3.0|1.0|Increasing automation of jobs|Algorithms making important decisions|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The person who came up with the idea|Yes|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|Yes|No, and I don't know what that is|10 (Very Likely)|Yes||||||||||||||||||||
61207|Yes|No|Poland|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Back-end developer;Designer;Desktop or enterprise applications developer;Full-stack developer;QA or test developer|9-11 years|3-5 years|Slightly dissatisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|6.0|10.0|9.0|2.0|1.0|5.0|8.0|3.0|7.0|4.0|1.0|11.0|2.0|6.0|10.0|8.0|4.0|7.0|3.0|9.0|5.0|4.0|1.0|5.0|2.0|3.0|3.0|6.0|4.0|2.0|1.0|7.0|5.0|My job status or other personal status changed|Polish złoty (zł)|7700|Monthly|27168.0|PLN|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;The technology’s online help system|||Agree|Disagree|Disagree|Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell|CoffeeScript;TypeScript|PostgreSQL;Amazon RDS/Aurora;Elasticsearch||AWS;Linux;WordPress|Android;Arduino|Spring|Angular;Node.js|Atom;Eclipse;IntelliJ;Notepad++;PyCharm;Vim|Windows|2|Agile;Extreme programming (XP);Pair programming;Scrum|Git;Subversion|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content|Somewhat disagree|Strongly disagree|Strongly agree|Stopped going to a website because of their advertising|3.0|4.0|1.0|5.0|7.0|2.0|6.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|I'm not sure / I can't remember||No, I didn't know that Stack Overflow had a jobs board|||Yes|Very interested|Not at all interested|Very interested|Very interested|Extremely interested|Between 6:01 - 7:00 AM|5 - 8 hours|Less than 30 minutes|Never|Standing desk|I don't typically exercise|Female|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Somewhat easy
17177|Yes|No|India|Yes, full-time|Not employed, but looking for work|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|||Back-end developer;Database administrator;Front-end developer;Student|0-2 years|0-2 years||Neither satisfied nor dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|I've never had a job|4.0|8.0|3.0|1.0|9.0|5.0|7.0|2.0|6.0|10.0|4.0|5.0|9.0|10.0|6.0|8.0|3.0|2.0|11.0|7.0|1.0|2.0|1.0|3.0|5.0|4.0|4.0|5.0|3.0|1.0|7.0|2.0|6.0|My job status or other personal status changed|Indian rupees (₹)|||||||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|Questions & answers on Stack Overflow;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology|Neither Agree nor Disagree|Neither Agree nor Disagree|Agree|C;C++;Java;JavaScript;Python;SQL;HTML;CSS|Assembly;C++;Go;Java;JavaScript;PHP;Python;R;Ruby;SQL;Kotlin;HTML;CSS;Bash/Shell|MySQL|MongoDB;MySQL;Oracle|WordPress|Android;Linux;WordPress;Firebase|Node.js|Angular;Node.js;React;TensorFlow;Torch/PyTorch|Android Studio;Vim|Linux-based|1||Git|A few times per week|No|||Somewhat agree|Somewhat agree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad)|1.0|7.0|2.0|6.0|3.0|4.0|5.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|Depends on what it is|Depends on what it is|The developer who wrote it|Unsure / I don't know|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||I'm not sure|Very interested|Not at all interested|A little bit interested|Somewhat interested|A little bit interested|I do not have a set schedule|5 - 8 hours|30 - 59 minutes|Never||I don't typically exercise|Female||Bachelor’s degree (BA, BS, B.Eng., etc.)|South Asian|18 - 24 years old|No||The survey was too long|Very easy
90947|No|No|Turkey|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Front-end developer;Full-stack developer;QA or test developer|9-11 years|3-5 years|Slightly dissatisfied|Moderately dissatisfied|Working as an engineering manager or other functional manager|I am actively looking for a job|More than 4 years ago|10.0|6.0|1.0|8.0|4.0|3.0|7.0|2.0|5.0|9.0|5.0|10.0|3.0|9.0|2.0|7.0|4.0|8.0|11.0|6.0|1.0|2.0|1.0|5.0|3.0|4.0|1.0|3.0|5.0|2.0|6.0|4.0|7.0|I had a negative experience or interaction at work|U.S. dollars ($)|1300|Monthly|15600.0|USD|Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Six to nine months|Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Agree|Neither Agree nor Disagree|Agree|Assembly;C;C++;C#;Java;JavaScript;Matlab;PHP;R;SQL;VB.NET;Visual Basic 6;HTML;CSS|C#;Java;JavaScript;SQL|MongoDB;SQL Server;MySQL;PostgreSQL|MongoDB;SQL Server|Windows Desktop or Server;WordPress|Arduino;Azure;Windows Desktop or Server|Angular|Angular;.NET Core;Node.js|Notepad++;Visual Studio|Windows|1|Agile;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies);Scrum|Git;Subversion;Copying and pasting files to network shares;Zip file back-ups|A few times per week|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to support the website I was visiting by viewing their ads|Somewhat disagree|Somewhat disagree|Strongly agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|3.0|1.0|4.0|5.0|2.0|7.0|6.0|Increasing automation of jobs|Algorithms making important decisions|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|The person who came up with the idea|No|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|No, I know what it is but I don't have one|1|Yes|Not at all interested|A little bit interested|A little bit interested|Somewhat interested|Extremely interested|Between 8:01 - 9:00 AM|9 - 12 hours|Less than 30 minutes|Never||1 - 2 times per week|Female|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|Middle Eastern;White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Very easy
20565|No|No|Canada|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;Database administrator;Front-end developer;Full-stack developer|6-8 years|0-2 years|Moderately satisfied|Moderately satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|7.0|4.0|9.0|3.0|6.0|1.0|5.0|2.0|10.0|8.0|1.0|2.0|6.0|8.0|5.0|3.0|9.0|11.0|10.0|4.0|7.0|2.0|1.0|5.0|4.0|3.0|5.0|3.0|6.0|4.0|1.0|7.0|2.0|I received bad news about the future of my company or department|Canadian dollars (C$)|60000||48313.0|CAD|Google Hangouts/Chat;Jira;Slack|One to three months|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Internal Wikis, chat rooms, or documentation set up by my company for employees|||Agree|Neither Agree nor Disagree|Strongly disagree|JavaScript;Ruby;SQL;HTML;CSS|JavaScript;Ruby;SQL|PostgreSQL|PostgreSQL|AWS|AWS|Node.js;React|Node.js|RubyMine;Sublime Text|MacOS|3|Agile;Scrum|Git|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Somewhat agree|Strongly agree||4.0|2.0|5.0|3.0|6.0|7.0|1.0|Algorithms making important decisions|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||I'm not sure|A little bit interested|Extremely interested|Very interested|A little bit interested|A little bit interested|Between 7:01 - 8:00 AM|5 - 8 hours|Less than 30 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|Middle Eastern;White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Somewhat easy
30994|Yes|Yes|United Kingdom|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Front-end developer;Full-stack developer|3-5 years|0-2 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Less than a year ago|9.0|5.0|10.0|2.0|1.0|4.0|7.0|3.0|8.0|6.0|1.0|4.0|7.0|8.0|11.0|2.0|5.0|6.0|9.0|10.0|3.0|||||||||||||I had a negative experience or interaction at work|British pounds sterling (£)|34000||47227.0|GBP|Confluence;Google Hangouts/Chat;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Trello;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher||To improve my general technical skills or programming ability;To improve my ability to work on a team with other programmers;Because I find it enjoyable|Agree|Disagree|Neither Agree nor Disagree|Java;JavaScript;Python;Ruby;Rust;HTML;CSS;Bash/Shell|Go;Python;Ruby;Rust|Redis;SQL Server;PostgreSQL|Redis;PostgreSQL;Elasticsearch|AWS;Linux;Mac OS;Raspberry Pi|AWS;Google Cloud Platform/App Engine;Linux;Mac OS;Raspberry Pi|Angular;React|Django;React|Sublime Text;Vim|Linux-based|1|Agile;Kanban;Lean;Scrum|Git|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat disagree|Somewhat agree||2.0|3.0|4.0|1.0|6.0|7.0|5.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|7|A few times per month or weekly|Yes|Less than once per month or monthly|Yes|No, and I don't know what that is|3|No|Very interested|A little bit interested|A little bit interested|Somewhat interested|Very interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never|Standing desk|I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
55862|Yes|No|Australia|Yes, full-time|Not employed, and not looking for work|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering||Back-end developer;Desktop or enterprise applications developer;Embedded applications or devices developer;Full-stack developer;Game or graphics developer;Mobile developer;Student|9-11 years|0-2 years||Neither satisfied nor dissatisfied|Retirement|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||10 (Very Likely)|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||No|Not at all interested|A little bit interested|Somewhat interested|Very interested|Somewhat interested|Between 8:01 - 9:00 AM|9 - 12 hours|Over 4 hours|Never||3 - 4 times per week|||||||||
32853|No|No|United Kingdom|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Engineering manager;Full-stack developer|12-14 years|6-8 years|Extremely satisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|2.0|8.0|7.0|1.0|3.0|5.0|6.0|4.0|10.0|9.0|1.0|2.0|7.0|10.0|6.0|4.0|3.0|9.0|11.0|8.0|5.0|4.0|1.0|5.0|2.0|3.0|2.0|3.0|4.0|1.0|5.0|6.0|7.0|My job status or other personal status changed|British pounds sterling (£)||Yearly||GBP|Confluence;Office / productivity suite (Microsoft Office, Google Suite, etc.);Trello|Less than a month|Received on-the-job training in software development||||Neither Agree nor Disagree|Agree|Agree|C#;JavaScript;SQL;VB.NET;HTML;CSS|C#;JavaScript;Python;SQL;HTML;CSS|SQL Server|SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Windows Desktop or Server|Azure;Windows Desktop or Server||Angular;.NET Core;Xamarin|Notepad++;Visual Studio|Windows|3|Agile;Kanban;Scrum|Team Foundation Version Control;Copying and pasting files to network shares|Multiple times per day|No|||Somewhat agree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|2.0|5.0|3.0|1.0|6.0|4.0|7.0|Algorithms making important decisions|Increasing automation of jobs|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|The person who came up with the idea|No|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|Yes|7|I'm not sure|Somewhat interested|Not at all interested|Somewhat interested|Extremely interested|Extremely interested|Between 7:01 - 8:00 AM|9 - 12 hours|1 - 2 hours|Never||Daily or almost every day|Male|Straight or heterosexual|Some college/university study without earning a degree|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
92162|Yes|Yes|Estonia|No|Not employed, and not looking for work|Primary/elementary school|||Back-end developer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer;Game or graphics developer;Student;System administrator|6-8 years|0-2 years||Moderately dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|I've never had a job|3.0|8.0|5.0|1.0|7.0|2.0|4.0|9.0|10.0|6.0|1.0|11.0|2.0|10.0|3.0|7.0|8.0|4.0|9.0|5.0|6.0|4.0|1.0|3.0|2.0|5.0|7.0|5.0|4.0|1.0|2.0|3.0|6.0|I had a negative experience or interaction at work|Euros (€)|0|Monthly|0.0|EUR|||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology|Agree|Strongly disagree|Disagree|C;C++;Python;TypeScript;CSS|Assembly;C++;TypeScript||PostgreSQL|Linux;Windows Desktop or Server|Linux;Windows Desktop or Server|||Notepad++;Visual Studio|Windows|2||Git|Weekly or a few times per month|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to view a specific advertisement;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Strongly agree|Clicked on an online advertisement;Stopped going to a website because of their advertising|3.0|2.0|4.0|5.0|7.0|6.0|1.0|Increasing automation of jobs|Increasing automation of jobs|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, and publicly|Upper management at the company/organization|Yes|3|Daily or almost daily|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|6|No|Not at all interested|Not at all interested|Not at all interested|Not at all interested|Not at all interested|Between 7:01 - 8:00 AM|1 - 4 hours|30 - 59 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|Some college/university study without earning a degree|White or of European descent|Under 18 years old|No||The survey was too short|Very easy
92884|Yes|No|Canada|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Back-end developer;Front-end developer;Full-stack developer;Student|6-8 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||10 (Very Likely)|Daily or almost daily|Yes|A few times per month or weekly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|A little bit interested|Not at all interested|A little bit interested|A little bit interested|Somewhat interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|1 - 2 times per week||I don't typically exercise|||||||||
55682|Yes|Yes|Nepal|No|Independent contractor, freelancer, or self-employed|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Full-stack developer|6-8 years|6-8 years|Moderately dissatisfied|Extremely satisfied|Working as a founder or co-founder of my own company|I am actively looking for a job|Less than a year ago|5.0|3.0|7.0|1.0|9.0|2.0|4.0|10.0|8.0|6.0||||||||||||4.0|1.0|5.0|3.0|2.0|3.0|5.0|7.0|1.0|6.0|4.0|2.0|My job status or other personal status changed|||Monthly||NPR|Google Hangouts/Chat;Slack;Trello||Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|||To improve my ability to work on a team with other programmers|Strongly agree|Strongly disagree|Neither Agree nor Disagree|||||||||||||||||||||||||||||||||||||10 (Very Likely)|Multiple times per day|Yes|A few times per month or weekly|Yes|Yes|10 (Very Likely)|Yes|Somewhat interested|Very interested|Extremely interested|Extremely interested|Extremely interested|Between 6:01 - 7:00 AM|9 - 12 hours|1 - 2 hours|1 - 2 times per week|Ergonomic keyboard or mouse|I don't typically exercise|||||||||
44253|Yes|No|Germany|No|Employed full-time|Associate degree|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer|6-8 years|3-5 years|Moderately satisfied|Slightly satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|Less than a year ago|4.0|6.0|8.0|3.0|1.0|5.0|9.0|2.0|10.0|7.0|1.0|11.0|9.0|3.0|5.0|8.0|6.0|7.0|2.0|10.0|4.0|3.0|1.0|5.0|2.0|4.0|3.0|4.0|1.0|2.0|6.0|5.0|7.0|My job status or other personal status changed|Euros (€)|2800|Monthly|41124.0|EUR|Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Agree|Disagree|Agree|C++;C#;Haskell;Java;Python;Bash/Shell|C#;Haskell;Java;Bash/Shell|MySQL;SQLite;Elasticsearch|MongoDB;Redis;PostgreSQL;SQLite|Linux;Windows Desktop or Server|Linux;Windows Desktop or Server||.NET Core;Node.js;React;Spring|Emacs;NetBeans;Notepad++;Visual Studio|Linux-based|2|Agile;Scrum|Git;Mercurial|Multiple times per day|Yes|No||Strongly disagree|Strongly disagree|Strongly agree|Stopped going to a website because of their advertising||||||||"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|The developers or the people creating the AI|I don't care about it, or I haven't thought about it.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|4|Daily or almost daily|No||No, I knew that Stack Overflow had a jobs board but have never used or visited it|||No|A little bit interested|Very interested|Very interested|Not at all interested|Not at all interested|Between 5:00 - 6:00 AM|5 - 8 hours|1 - 2 hours|Never|Standing desk|I don't typically exercise|Male||Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|Yes||The survey was an appropriate length|Neither easy nor difficult
73954|Yes|No|Germany|No|Employed full-time|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||1,000 to 4,999 employees|Full-stack developer|0-2 years|0-2 years|Extremely satisfied|Extremely satisfied|Doing the same work|I am not interested in new job opportunities|Between 2 and 4 years ago||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
1695|Yes|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Mathematics or statistics|10,000 or more employees|Data or business analyst;Data scientist or machine learning specialist;Designer;Front-end developer;Full-stack developer|12-14 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||JavaScript;Python;R;VBA;HTML;CSS;Bash/Shell|Julia|SQL Server;SQLite;Oracle|Cassandra||||TensorFlow|IPython / Jupyter;Notepad++;RStudio;Sublime Text;Visual Studio Code|Windows|2||Git;Copying and pasting files to network shares|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Neither agree nor disagree|Somewhat agree|Clicked on an online advertisement;Stopped going to a website because of their advertising|4.0|2.0|5.0|3.0|1.0|6.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is||||||||||||||||||||||||||||||
62293|Yes|No|Portugal|No|Employed full-time|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||10,000 or more employees|Back-end developer;Data or business analyst;Database administrator|0-2 years|0-2 years|Moderately dissatisfied|Extremely dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|6.0|9.0|2.0|5.0|1.0|8.0|4.0|3.0|10.0|7.0|1.0|4.0|2.0|10.0|8.0|3.0|7.0|5.0|11.0|6.0|9.0|5.0|1.0|2.0|3.0|4.0|5.0|6.0|4.0|2.0|1.0|3.0|7.0|I saw an employer’s advertisement|Euros (€)|800|Monthly|11748.0|EUR|Google Hangouts/Chat|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher|||Agree|Neither Agree nor Disagree|Disagree|JavaScript;Python;SQL;VBA;HTML;CSS|C++;JavaScript;Python;SQL;VBA||MySQL|||||Notepad++|Windows|1||Copying and pasting files to network shares|Multiple times per day|No|||Somewhat disagree|Somewhat disagree|Strongly agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|3.0|2.0|5.0|1.0|4.0|6.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|The developer who wrote it|Yes|10 (Very Likely)|Daily or almost daily|No||Yes||7|No|Extremely interested|Extremely interested|A little bit interested|Very interested|Very interested|Between 6:01 - 7:00 AM|Over 12 hours|30 - 59 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Very easy
55003|Yes|Yes|United States|No|Employed full-time|Some college/university study without earning a degree|A business discipline (ex. accounting, finance, marketing)|10,000 or more employees|Back-end developer;DevOps specialist|18-20 years|18-20 years|Slightly satisfied|Moderately satisfied|Retirement|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|2.0|10.0|7.0|1.0|4.0|8.0|6.0|5.0|3.0|9.0|4.0|2.0|3.0|6.0|11.0|1.0|10.0|7.0|5.0|8.0|9.0|4.0|1.0|5.0|3.0|2.0|4.0|2.0|1.0|3.0|5.0|7.0|6.0|My job status or other personal status changed|U.S. dollars ($)|147710|Yearly|147710.0|USD|Office / productivity suite (Microsoft Office, Google Suite, etc.);Other chat system (IRC, proprietary software, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Taken a part-time in-person course in programming or software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;The technology’s online help system||To improve my general technical skills or programming ability;Because I find it enjoyable|Agree|Strongly disagree|Disagree|C;C++;Go;Groovy;Java;Python;Bash/Shell|C;C++;Go;Python;Rust;Kotlin;Bash/Shell|Redis;PostgreSQL;Oracle|Cassandra;Redis;PostgreSQL|Google Cloud Platform/App Engine;Linux;Mac OS;Serverless|Google Cloud Platform/App Engine;Linux;Mac OS;Raspberry Pi;Serverless||Node.js;TensorFlow|Atom;IntelliJ;Visual Studio Code|MacOS|3|Agile;Kanban;Pair programming;Scrum|Git;Mercurial;Subversion|Once a day|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to view a specific advertisement;The website I was visiting asked me to disable it|Strongly agree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Stopped going to a website because of their advertising|3.0|2.0|1.0|4.0|5.0|7.0|6.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|Upper management at the company/organization|Yes|8|A few times per week|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|5|I'm not sure|Very interested|A little bit interested|Somewhat interested|Somewhat interested|Extremely interested|Between 6:01 - 7:00 AM|9 - 12 hours|1 - 2 hours|Never|Standing desk;Fatigue-relieving floor mat|3 - 4 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|35 - 44 years old|Yes|No|The survey was too long|Neither easy nor difficult
60669|Yes|Yes|Switzerland|Yes, full-time|Employed full-time|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||5,000 to 9,999 employees|Back-end developer;Front-end developer;Full-stack developer;Student|3-5 years|3-5 years|Neither satisfied nor dissatisfied|Slightly satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Between 2 and 4 years ago|6.0|9.0|3.0|1.0|10.0|4.0|7.0|5.0|8.0|2.0|6.0|8.0|4.0|10.0|9.0|7.0|1.0|3.0|11.0|5.0|2.0|||||||||||||My job status or other personal status changed|Swiss francs|1400|Monthly|17520.0|CHF||One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;The technology’s online help system|||Neither Agree nor Disagree|Disagree|Agree|C#;Java;JavaScript;SQL;HTML;CSS;Bash/Shell|C#;JavaScript;HTML;CSS|SQL Server;MySQL|MongoDB|Windows Desktop or Server||Xamarin|Node.js;React|Atom;IntelliJ;Visual Studio|Windows|2|Scrum|Git;Team Foundation Version Control|Once a day|No|||Neither agree nor disagree|Neither agree nor disagree|Somewhat agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|2.0|6.0|5.0|7.0|3.0|1.0|4.0|Increasing automation of jobs|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|A few times per month or weekly|Yes|No, I have one but it's out of date|7|Yes|Very interested|Somewhat interested|Somewhat interested|Not at all interested|Not at all interested|Between 6:01 - 7:00 AM|9 - 12 hours|30 - 59 minutes|Never|Ergonomic keyboard or mouse|I don't typically exercise|Male||Associate degree|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Somewhat difficult
31404|Yes|No|Viet Nam|Yes, part-time|Not employed, but looking for work|Some college/university study without earning a degree|Web development or web design||Back-end developer|0-2 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||PHP|JavaScript;Python||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
72405|Yes|Yes|United Kingdom|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|A humanities discipline (ex. literature, history, philosophy)|20 to 99 employees|Back-end developer;DevOps specialist;Front-end developer;Full-stack developer;System administrator|3-5 years|3-5 years|Moderately satisfied|Moderately satisfied|Working as a product manager or project manager|I’m not actively looking, but I am open to new opportunities|Less than a year ago|3.0|10.0|4.0|6.0|2.0|1.0|9.0|8.0|7.0|5.0|1.0|3.0|5.0|10.0|8.0|4.0|2.0|6.0|11.0|9.0|7.0|3.0|1.0|5.0|2.0|4.0|4.0|5.0|2.0|3.0|1.0|7.0|6.0|I received bad news about the future of my company or department|British pounds sterling (£)|34000|Monthly|566724.0|GBP|Jira;Slack|Three to six months|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Agree|Disagree|Disagree|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell|Go;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell|MySQL;SQLite;MariaDB;Elasticsearch|MySQL;PostgreSQL;SQLite;MariaDB;Elasticsearch|Linux;Raspberry Pi|Amazon Echo;Android;Arduino;Linux;Raspberry Pi|Node.js;React|React|PHPStorm;Vim|Linux-based|2|Agile;Kanban;Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Somewhat agree|Clicked on an online advertisement;Stopped going to a website because of their advertising|4.0|3.0|2.0|5.0|6.0|7.0|1.0|Algorithms making important decisions|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|A few times per week|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|9|Yes|Somewhat interested|A little bit interested|A little bit interested|A little bit interested|Very interested|Between 5:00 - 6:00 AM|9 - 12 hours|Less than 30 minutes|Never|Ergonomic keyboard or mouse|I don't typically exercise|Male|Gay or Lesbian|Some college/university study without earning a degree|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Very easy
81969|Yes|Yes|India|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
13910|Yes|No|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Full-stack developer|6-8 years|3-5 years|Slightly satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|7.0|4.0|8.0|2.0|6.0|3.0|10.0|5.0|1.0|9.0|1.0|4.0|5.0|9.0|7.0|10.0|2.0|6.0|11.0|3.0|8.0|2.0|1.0|5.0|3.0|4.0|1.0|6.0|7.0|4.0|3.0|5.0|2.0|I did not receive an expected change in compensation|Indian rupees (₹)||Monthly||INR|Google Hangouts/Chat;Office / productivity suite (Microsoft Office, Google Suite, etc.)|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development||||Agree|Strongly agree|Disagree|C#;Java;JavaScript;PHP;SQL;Visual Basic 6;HTML;CSS|Java;Python|SQL Server;MySQL;Google Cloud Storage|MongoDB;Oracle|Google Cloud Platform/App Engine;Windows Desktop or Server|Firebase|Angular;Node.js|Angular;Node.js;Spring;TensorFlow|Atom;Eclipse;Notepad++;Sublime Text;Vim;Visual Studio|Windows|1|Agile|Git|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website|Strongly agree|Somewhat agree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad)|1.0|6.0|5.0|3.0|2.0|4.0|7.0|Increasing automation of jobs|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|The person who came up with the idea|Yes|10 (Very Likely)|Multiple times per day|Yes|A few times per week|Yes|No, I know what it is but I don't have one|10 (Very Likely)|Yes|Somewhat interested|A little bit interested|Somewhat interested|Somewhat interested|Very interested|Between 9:01 - 10:00 AM|5 - 8 hours|1 - 2 hours|Never||I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|South Asian|18 - 24 years old|No||The survey was an appropriate length|Very easy
27625|Yes|Yes|India|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Front-end developer;Full-stack developer|6-8 years|3-5 years|Moderately satisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I am actively looking for a job|Less than a year ago||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
33793|Yes|Yes|United Kingdom|No|Employed full-time|Some college/university study without earning a degree|Mathematics or statistics|10 to 19 employees|Back-end developer|6-8 years|6-8 years|Extremely satisfied|Extremely satisfied|Working as a founder or co-founder of my own company|I am not interested in new job opportunities|More than 4 years ago|8.0|9.0|10.0|3.0|1.0|7.0|2.0|5.0|4.0|6.0|1.0|9.0|2.0|10.0|6.0|5.0|4.0|3.0|8.0|11.0|7.0|||||||||||||I saw an employer’s advertisement|British pounds sterling (£)|100000|Yearly|138904.0|GBP|Other wiki tool (Github, Google Sites, proprietary software, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers;To build my professional network;Because I find it enjoyable|Agree|Disagree|Disagree|JavaScript;Ruby;HTML;CSS|Erlang;Ruby;Swift;HTML;CSS|Redis;PostgreSQL|PostgreSQL;Neo4j|Mac OS|Apple Watch or Apple TV;iOS;Linux;Mac OS|||Emacs;TextMate;Vim|MacOS|1|Agile|Git|Multiple times per day|No|||Neither agree nor disagree|Neither agree nor disagree|Neither agree nor disagree|Stopped going to a website because of their advertising||||||||||A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|5|Less than once per month or monthly|No||No, I didn't know that Stack Overflow had a jobs board|||No|Not at all interested|Not at all interested|Not at all interested|Not at all interested|Not at all interested|I do not have a set schedule|Over 12 hours|30 - 59 minutes|Never||Daily or almost every day||||||||The survey was too long|Very easy
81980|Yes|Yes|Poland|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Mobile developer|6-8 years|6-8 years|Neither satisfied nor dissatisfied|Neither satisfied nor dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Less than a year ago|7.0|6.0|10.0|4.0|2.0|5.0|1.0|3.0|9.0|8.0|3.0|11.0|1.0|4.0|9.0|10.0|8.0|6.0|2.0|5.0|7.0|2.0|1.0|5.0|3.0|4.0|3.0|7.0|4.0|5.0|1.0|2.0|6.0|A friend told me about a job opportunity|Polish złoty (zł)|||||Confluence;Jira;Slack|Three to six months|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Neither Agree nor Disagree|Agree|Agree|Java;Kotlin|C#;Kotlin|||Android|Android;iOS|||Android Studio;Atom;IntelliJ;TextMate|MacOS|1|Agile;Extreme programming (XP);Kanban|Git|Multiple times per day|Yes|No||Strongly disagree|Neither agree nor disagree|Strongly agree|Stopped going to a website because of their advertising|3.0|1.0|6.0|5.0|2.0|4.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|Upper management at the company/organization|Yes|8|Daily or almost daily|Yes|A few times per month or weekly|Yes|Yes|9|Yes|Very interested|Not at all interested|Not at all interested|A little bit interested|Very interested|Between 6:01 - 7:00 AM|Over 12 hours|Less than 30 minutes|Never|Ergonomic keyboard or mouse|Daily or almost every day|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|Yes||The survey was too long|Very easy
74315|Yes|Yes|Romania|Yes, full-time|Not employed, and not looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Database administrator;Designer;DevOps specialist;Front-end developer;Full-stack developer;Mobile developer;Product manager;QA or test developer;Student;System administrator|3-5 years|3-5 years||Moderately satisfied|Working as an engineering manager or other functional manager|I am not interested in new job opportunities|I've never had a job||||||||||||||||||||||||||||||||||My job status or other personal status changed|Euros (€)||Monthly||EUR|||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system||Because I find it enjoyable|Neither Agree nor Disagree|Disagree|Neither Agree nor Disagree|C;C++;C#;Java;JavaScript;PHP;SQL;Swift;HTML;CSS;Bash/Shell|C#;CoffeeScript;Objective-C;Swift;Kotlin|SQL Server;MySQL;SQLite;Oracle|SQL Server;MySQL;Neo4j|Apple Watch or Apple TV;iOS;Mac OS;Windows Desktop or Server;WordPress|iOS;Mac OS|.NET Core;Node.js|Angular;.NET Core;TensorFlow|Atom;Eclipse;NetBeans;Visual Studio;Visual Studio Code;Xcode|MacOS|1|Agile|Git|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content|Somewhat agree|Neither agree nor disagree|Neither agree nor disagree|Stopped going to a website because of their advertising|3.0|4.0|5.0|2.0|6.0|1.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|The person who came up with the idea|Yes|8|A few times per week|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I have one but it's out of date||Yes|Not at all interested|Somewhat interested|Somewhat interested|Not at all interested|A little bit interested|Between 7:01 - 8:00 AM|9 - 12 hours|1 - 2 hours|1 - 2 times per week||3 - 4 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Very easy
30525|No|No|United Kingdom|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Information systems, information technology, or system administration|100 to 499 employees|QA or test developer|3-5 years|0-2 years|Moderately satisfied|Moderately dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Less than a year ago|8.0|9.0|5.0|3.0|6.0|2.0|4.0|1.0|10.0|7.0|1.0|2.0|8.0|10.0|9.0|4.0|7.0|5.0|11.0|6.0|3.0|||||||||||||I had a negative experience or interaction at work|British pounds sterling (£)|19500|Yearly|27086.0|GBP|Slack|One to three months|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow|||Neither Agree nor Disagree|Neither Agree nor Disagree|Disagree|Java;Python|Java;Python|MySQL||Linux;Mac OS|Linux;Mac OS|Django;Spring|Django;Spring|IntelliJ;PyCharm;Vim|MacOS|1|Agile;Scrum|Git;Subversion|Multiple times per day|Yes|No||Strongly disagree|Somewhat agree|Strongly agree|Stopped going to a website because of their advertising|7.0|1.0|3.0|4.0|6.0|5.0|2.0||"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Daily or almost daily|Yes|Daily or almost daily|No, I knew that Stack Overflow had a jobs board but have never used or visited it|Yes||Yes|Somewhat interested|Somewhat interested|Very interested|Very interested|Somewhat interested|Between 7:01 - 8:00 AM|Over 12 hours|30 - 59 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Very easy
75177|Yes|No|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Game or graphics developer|6-8 years|0-2 years|Moderately dissatisfied|Moderately dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Less than a year ago|1.0|7.0|4.0|3.0|2.0|10.0|8.0|5.0|9.0|6.0|1.0|10.0|3.0|8.0|5.0|4.0|7.0|6.0|11.0|2.0|9.0|2.0|1.0|5.0|3.0|4.0|2.0|5.0|3.0|1.0|4.0|7.0|6.0|A recruiter contacted me|Indian rupees (₹)|12000|Monthly|2256.0|INR|Slack;Trello|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow|||Neither Agree nor Disagree|Strongly agree|Strongly disagree|C#|C;C++;C#;Lua;Python;Scala||Microsoft Azure (Tables, CosmosDB, SQL, etc)|Android;Windows Desktop or Server|Amazon Echo;Arduino;AWS;Azure;Google Home;IBM Cloud or Watson;Raspberry Pi;Windows Desktop or Server|||Android Studio;Notepad++;Visual Studio|Windows|1|Agile;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies)|Copying and pasting files to network shares;I don't use version control||Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it|Somewhat disagree|Somewhat agree|Neither agree nor disagree|Stopped going to a website because of their advertising|5.0|3.0|1.0|4.0|6.0|2.0|7.0|Increasing automation of jobs|Algorithms making important decisions|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|The person who came up with the idea|Yes|10 (Very Likely)|A few times per week|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|5|Yes|Extremely interested|Very interested|Very interested|Somewhat interested|Very interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Primary/elementary school||18 - 24 years old|No||The survey was an appropriate length|Very easy
20713|Yes|No|China|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|A humanities discipline (ex. literature, history, philosophy)|5,000 to 9,999 employees|Data or business analyst;Data scientist or machine learning specialist|3-5 years|3-5 years|Slightly dissatisfied|Slightly satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|6.0|7.0|10.0|4.0|2.0|5.0|3.0|1.0|9.0|8.0|1.0|6.0|8.0|2.0|9.0|7.0|10.0|4.0|3.0|11.0|5.0|1.0|2.0|5.0|4.0|3.0|2.0|3.0|6.0|5.0|1.0|4.0|7.0|A recruiter contacted me|Chinese yuan renminbi (¥)|14000|Monthly|26184.0|CNY|Other chat system (IRC, proprietary software, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow|||Agree|Disagree|Strongly disagree|Python;R|Python;R||MySQL||||TensorFlow|IPython / Jupyter;RStudio|Windows|2|Kanban|||Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Strongly agree|Strongly agree|Somewhat disagree|Stopped going to a website because of their advertising||||||||Increasing automation of jobs|Algorithms making important decisions|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|A few times per month or weekly|Yes|A few times per month or weekly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|Very interested|Extremely interested|Very interested|Somewhat interested|Somewhat interested|Between 5:00 - 6:00 AM|5 - 8 hours|Less than 30 minutes|Never|Ergonomic keyboard or mouse|1 - 2 times per week|Male|Straight or heterosexual|Primary/elementary school|East Asian|35 - 44 years old|Yes||The survey was too long|Somewhat easy
73170|Yes|Yes|India|Yes, full-time|Not employed, and not looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Student|0-2 years|||||I’m not actively looking, but I am open to new opportunities|Less than a year ago||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
69609|Yes|No|India|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|500 to 999 employees|Full-stack developer|0-2 years|0-2 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|3.0|8.0|6.0|1.0|2.0|4.0|5.0|10.0|9.0|7.0|1.0|2.0|4.0|5.0|8.0|6.0|9.0|11.0|10.0|7.0|3.0|2.0|1.0|5.0|4.0|3.0|5.0|1.0|7.0|4.0|3.0|6.0|2.0|I had a negative experience or interaction at work|Indian rupees (₹)||Monthly||INR|Slack|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher|||Neither Agree nor Disagree|Agree|Disagree|JavaScript;Ruby;HTML;CSS|Erlang|PostgreSQL;Google BigQuery;Elasticsearch||AWS;Heroku||Django;React||IPython / Jupyter;Sublime Text;Visual Studio Code|MacOS|1|Agile;Kanban;Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it|Somewhat agree|Somewhat agree|Somewhat agree|Clicked on an online advertisement;Stopped going to a website because of their advertising|1.0|5.0|4.0|7.0|6.0|2.0|3.0|Increasing automation of jobs|Increasing automation of jobs|The developers or the people creating the AI|I don't care about it, or I haven't thought about it.|Depends on what it is|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Daily or almost daily|Yes|No, I have one but it's out of date|7|Yes|Somewhat interested|Very interested|Extremely interested|Extremely interested|Extremely interested|Between 9:01 - 10:00 AM|9 - 12 hours|3 - 4 hours|Never||Daily or almost every day|Male|Straight or heterosexual||South Asian|18 - 24 years old|||The survey was too long|Somewhat easy
25202|No|No|India|Yes, full-time|Not employed, and not looking for work|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering||Student|0-2 years|||||I am actively looking for a job|I've never had a job|8.0|7.0|2.0|1.0|3.0|10.0|6.0|9.0|5.0|4.0|2.0|5.0|7.0|11.0|6.0|9.0|1.0|3.0|8.0|4.0|10.0|1.0|3.0|2.0|4.0|5.0||||||||A recruiter contacted me|Indian rupees (₹)||Monthly||INR|||Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|A college/university computer science or software engineering book;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||To improve my knowledge of a specific programming language, framework, or other technology|Neither Agree nor Disagree|Neither Agree nor Disagree|Neither Agree nor Disagree|Java;JavaScript;HTML;CSS|Java;JavaScript;HTML;CSS|MySQL|MySQL|||Spring|Spring|Eclipse;Notepad++|Windows|More than 4|Agile|Subversion|Multiple times per day|No|||Neither agree nor disagree|Neither agree nor disagree|Neither agree nor disagree|||||||||Increasing automation of jobs|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|8|Multiple times per day|Yes|Less than once per month or monthly|No, I didn't know that Stack Overflow had a jobs board|No, I know what it is but I don't have one||I'm not sure|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 11:01 AM - 12:00 PM||1 - 2 hours|1 - 2 times per week|Standing desk;Fatigue-relieving floor mat;Ergonomic keyboard or mouse;Wrist/hand supports or braces|1 - 2 times per week|Female;Male||Primary/elementary school||18 - 24 years old|No||The survey was too long|Very difficult
19356|Yes|No|United States|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Mobile developer|6-8 years|3-5 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Between 1 and 2 years ago|5.0|10.0|3.0|1.0|2.0|9.0|4.0|6.0|7.0|8.0|1.0|2.0|4.0|6.0|10.0|5.0|3.0|7.0|11.0|8.0|9.0|||||||||||||My job status or other personal status changed|U.S. dollars ($)|96000|Yearly|96000.0|USD|Office / productivity suite (Microsoft Office, Google Suite, etc.)|Less than a month|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;The technology’s online help system||To improve my ability to work on a team with other programmers;To help me find new job opportunities;To win prizes or cash awards|Agree|Agree|Disagree|Objective-C;Swift|Objective-C;Swift|||iOS|Android;iOS|||Sublime Text;Xcode|MacOS|2|Agile;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content|Somewhat agree|Somewhat disagree|Somewhat disagree|Stopped going to a website because of their advertising||||||||||||Yes|No|Upper management at the company/organization|No|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I have one but it's out of date||Yes|Very interested|Not at all interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|5 - 8 hours|30 - 59 minutes|Never|Standing desk|3 - 4 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|South Asian|25 - 34 years old|Yes|No|The survey was too long|Somewhat easy
38634|Yes|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|A humanities discipline (ex. literature, history, philosophy)|100 to 499 employees|Back-end developer;C-suite executive (CEO, CTO, etc.);Front-end developer;Full-stack developer|9-11 years|9-11 years|Moderately satisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|6.0|7.0|3.0|4.0|1.0|8.0|10.0|5.0|9.0|2.0|1.0|3.0|2.0|10.0|6.0|4.0|7.0|8.0|11.0|9.0|5.0|3.0|2.0|4.0|1.0|5.0|1.0|5.0|4.0|2.0|3.0|7.0|6.0|A friend told me about a job opportunity|U.S. dollars ($)|154500|Yearly|154500.0|USD|Confluence;Facebook;Google Hangouts/Chat;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Neither Agree nor Disagree|Disagree|Disagree|C#;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell|C++;C#;Go;JavaScript;PHP;Python;SQL;TypeScript;HTML;CSS;Bash/Shell|MySQL;Amazon RDS/Aurora|MongoDB;MySQL;Amazon RDS/Aurora|AWS;iOS;Linux;WordPress|Android;AWS;iOS;Linux|Angular|Node.js;React|Android Studio;IntelliJ;Notepad++;PHPStorm|Windows|3|Agile;Scrum|Git|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website|Somewhat agree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|4.0|1.0|2.0|7.0|6.0|5.0|3.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|The person who came up with the idea|Yes|8|A few times per month or weekly|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I have one but it's out of date||No|A little bit interested|Somewhat interested|Somewhat interested|Very interested|Somewhat interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never|Standing desk;Fatigue-relieving floor mat|Daily or almost every day|Male|Straight or heterosexual|Some college/university study without earning a degree|White or of European descent|25 - 34 years old|Yes|No|The survey was an appropriate length|Somewhat easy
6004|Yes|Yes|Australia|No|Employed full-time|Some college/university study without earning a degree|Fine arts or performing arts (ex. graphic design, music, studio art)|10 to 19 employees|Designer;Engineering manager;Mobile developer;Product manager|6-8 years|6-8 years|Moderately satisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I am actively looking for a job|Between 1 and 2 years ago|3.0|9.0|6.0|8.0|2.0|7.0|1.0|4.0|10.0|5.0|1.0|7.0|5.0|10.0|4.0|9.0|6.0|3.0|11.0|8.0|2.0|4.0|1.0|5.0|2.0|3.0|3.0|7.0|2.0|4.0|1.0|6.0|5.0|I had a negative experience or interaction at work|Australian dollars (A$)|143000|Yearly|114362.0|AUD|Slack|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Neither Agree nor Disagree|Strongly agree|Strongly disagree|C#;Objective-C;Swift|C#;Objective-C;Swift|MySQL;SQLite||iOS;Mac OS;Firebase|iOS;Mac OS|Django|Django|Sublime Text;Xcode|MacOS|1|Agile;Kanban;Lean;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website|Strongly agree|Neither agree nor disagree|Somewhat agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|2.0|7.0|4.0|3.0|6.0|5.0|1.0||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"||I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly||Yes|10 (Very Likely)|Daily or almost daily|Yes|A few times per week|Yes|Yes|10 (Very Likely)|Yes|Extremely interested|Somewhat interested|Extremely interested|Extremely interested|Very interested|Between 9:01 - 10:00 AM|Over 12 hours|30 - 59 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|They never completed any formal education|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
97254|Yes|Yes|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Embedded applications or devices developer;Engineering manager;Mobile developer|3-5 years|3-5 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago||||||||||||||||||||||||||||||||||I saw an employer’s advertisement|Indian rupees (₹)||Monthly||INR|Facebook;Google Hangouts/Chat|Less than a month|||||Strongly agree|Disagree|Strongly disagree|Assembly;Java;JavaScript;SQL;Kotlin;HTML;CSS||MongoDB;SQL Server;MySQL|Amazon DynamoDB|Android;Firebase|iOS|Node.js;Cordova||Android Studio;IntelliJ;Notepad++;Vim|Windows|1|Agile|Git|Multiple times per day|I'm not sure/I don't know|||Somewhat agree|Strongly agree|Strongly disagree|Saw an online advertisement and then researched it (without clicking on the ad)|1.0|4.0|3.0|7.0|2.0|6.0|5.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|Nobody||Depends on what it is|Yes, but only within the company|The developer who wrote it|No|10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|No, I knew that Stack Overflow had a jobs board but have never used or visited it|Yes||Yes|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Before 5:00 AM|9 - 12 hours|1 - 2 hours|Never||Daily or almost every day|Male||They never completed any formal education|Middle Eastern|25 - 34 years old|No||The survey was too long|Very easy
56317|Yes|No|Russian Federation|Yes, part-time|Employed full-time|Associate degree|Information systems, information technology, or system administration|100 to 499 employees|Back-end developer;Data or business analyst;Database administrator;DevOps specialist;Educator or academic researcher;Engineering manager;Front-end developer;Full-stack developer;Mobile developer;System administrator|6-8 years|0-2 years|Moderately dissatisfied|Extremely dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|Between 1 and 2 years ago|3.0|1.0|5.0|7.0|4.0|9.0|6.0|2.0|10.0|8.0||||||||||||2.0|1.0|4.0|5.0|3.0|2.0|4.0|7.0|3.0|5.0|6.0|1.0|My job status or other personal status changed|Russian rubles (₽)|40000|Monthly|8496.0|RUB|Jira;Slack;Trello;Other chat system (IRC, proprietary software, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)|Less than a month|Taken a part-time in-person course in programming or software development;Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|||Neither Agree nor Disagree|Agree|Disagree|C++;C#;JavaScript;Lua;PHP;HTML;CSS;Bash/Shell|C++;C#;Erlang;Go;Haskell;Java;JavaScript;Lua;Ruby;Swift;Kotlin;HTML;CSS;Bash/Shell|MongoDB;Redis;SQLite;MariaDB|Cassandra;MongoDB;Redis;SQLite;MariaDB;Amazon DynamoDB;Elasticsearch|Linux;WordPress|Android;AWS;Google Cloud Platform/App Engine;Heroku;Linux;Raspberry Pi;Firebase|Django;Node.js;React;Torch/PyTorch|Django;Hadoop;Node.js;React|Android Studio;Atom;Visual Studio|Linux-based|2|Agile;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies);Kanban;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Strongly agree|Neither agree nor disagree|Somewhat disagree|Clicked on an online advertisement|1.0|4.0|6.0|7.0|2.0|3.0|5.0|Increasing automation of jobs|Increasing automation of jobs|Prominent industry leaders|I don't care about it, or I haven't thought about it.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Multiple times per day|Yes|I have never participated in Q&A on Stack Overflow|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||I'm not sure|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 8:01 - 9:00 AM|9 - 12 hours|1 - 2 hours|1 - 2 times per week|Wrist/hand supports or braces|I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Neither easy nor difficult
99691|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Full-stack developer|12-14 years|12-14 years|Neither satisfied nor dissatisfied|Slightly dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|10.0|1.0|8.0|5.0|2.0|4.0|3.0|6.0|7.0|9.0|2.0|4.0|1.0|9.0|8.0|3.0|5.0|10.0|6.0|7.0|11.0|3.0|1.0|5.0|4.0|2.0|3.0|4.0|7.0|1.0|2.0|5.0|6.0|I received bad news about the future of my company or department|U.S. dollars ($)|120000|Yearly|120000.0|USD|Google Hangouts/Chat;Office / productivity suite (Microsoft Office, Google Suite, etc.);Trello|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system||Because I find it enjoyable|Strongly agree|Disagree|Strongly disagree|C#;JavaScript;TypeScript;HTML;CSS|C#;F#;Go;JavaScript;TypeScript;HTML;CSS|Redis;SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch|Redis;SQL Server;PostgreSQL;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch|AWS;Azure|AWS;Azure;Linux|Angular;.NET Core;Node.js|Angular;.NET Core;Node.js;Cordova|Notepad++;Visual Studio;Visual Studio Code|Windows|2|Agile;Scrum|Git;Subversion;Team Foundation Version Control|Multiple times per day|No|||Neither agree nor disagree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|5.0|1.0|2.0|4.0|6.0|7.0|3.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|Depends on what it is|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|9|Yes|Not at all interested|A little bit interested|Very interested|Extremely interested|Very interested|Between 8:01 - 9:00 AM|9 - 12 hours|Less than 30 minutes|1 - 2 times per week|Wrist/hand supports or braces|1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|35 - 44 years old|Yes|No|The survey was too long|Somewhat easy
91318|Yes|Yes|United Arab Emirates|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|500 to 999 employees|Back-end developer|6-8 years||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
80788|No|No|Latvia|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;Front-end developer;Full-stack developer|21-23 years|12-14 years|Extremely satisfied|Moderately satisfied|Doing the same work|I am not interested in new job opportunities|Less than a year ago|6.0|5.0|4.0|9.0|3.0|2.0|1.0|8.0|10.0|7.0|1.0|10.0|3.0|5.0|8.0|11.0|9.0|2.0|4.0|7.0|6.0|||||||||||||I had a negative experience or interaction at work|Euros (€)|2450|Monthly|35988.0|EUR|Jira;Slack;Trello;Other chat system (IRC, proprietary software, etc.)|Three to six months|Taken a part-time in-person course in programming or software development;Completed an industry certification program (e.g. MCPD);Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|||Agree|Strongly disagree|Strongly disagree|C#;JavaScript;PHP;SQL;TypeScript;HTML;CSS|C#;JavaScript;SQL;TypeScript;HTML;CSS|SQL Server;MySQL;MariaDB;Neo4j|SQL Server;MySQL;MariaDB|AWS;WordPress|AWS|||Notepad++;PHPStorm;Visual Studio;Visual Studio Code|Windows|2|Agile;Kanban;Mob programming;Scrum|Git|Multiple times per day|No|||Neither agree nor disagree|Somewhat agree|Strongly disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|6.0|1.0|2.0|5.0|7.0|4.0|3.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|A few times per month or weekly|Yes|No, I have one but it's out of date|5|Yes|Not at all interested|Not at all interested|Not at all interested|Not at all interested|Not at all interested|Between 6:01 - 7:00 AM|5 - 8 hours|30 - 59 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|Yes||The survey was an appropriate length|Very easy
82336|Yes|Yes|Sweden|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Front-end developer;Full-stack developer|6-8 years|6-8 years|Neither satisfied nor dissatisfied|Slightly satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|Less than a year ago|||||||||||||||||||||||||||||||||||||||||||||||||JavaScript;PHP;Ruby;HTML;CSS;Bash/Shell|Go|PostgreSQL||Linux;Mac OS||Angular;Node.js;React||IntelliJ;Vim|MacOS|2|Agile|Git;Subversion|Multiple times per day|Yes|No||Somewhat agree|Somewhat agree|Somewhat agree|Stopped going to a website because of their advertising|1.0|2.0|5.0|3.0|6.0|4.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|The developer who wrote it|Yes|5|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, and I don't know what that is|5|I'm not sure|Somewhat interested|Not at all interested|Somewhat interested|A little bit interested|A little bit interested|Between 8:01 - 9:00 AM|Over 12 hours|30 - 59 minutes|Never|Ergonomic keyboard or mouse|I don't typically exercise|||||||||
64545|Yes|Yes|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
39044|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|A social science (ex. anthropology, psychology, political science)|20 to 99 employees|Back-end developer;Data or business analyst;DevOps specialist;Front-end developer;Full-stack developer|6-8 years|3-5 years|Moderately dissatisfied|Slightly satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|9.0|10.0|8.0|5.0|3.0|2.0|4.0|6.0|1.0|7.0|1.0|2.0|4.0|11.0|7.0|5.0|9.0|8.0|10.0|3.0|6.0|2.0|1.0|4.0|3.0|5.0|1.0|7.0|5.0|3.0|2.0|6.0|4.0|I did not receive an expected change in compensation|U.S. dollars ($)|80000||80000.0|USD|Google Hangouts/Chat;Other chat system (IRC, proprietary software, etc.)|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology|Agree|Strongly disagree|Strongly disagree|Assembly;C;C#;Haskell;JavaScript;Lua;Ruby;SQL;HTML;CSS;Bash/Shell|Assembly;C;Haskell;Lua;SQL|SQL Server||Linux;Windows Desktop or Server|Arduino;Gaming console;Linux|.NET Core||Notepad++;Visual Studio|Linux-based|1|Agile;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies);Pair programming;Scrum|Git;Team Foundation Version Control|Multiple times per day|Yes|No||Strongly disagree|Strongly disagree|Strongly agree|Stopped going to a website because of their advertising|7.0|3.0|1.0|6.0|5.0|2.0|4.0|||A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, and publicly||Yes|3|Less than once per month or monthly|Yes|Less than once per month or monthly|Yes|No, and I don't know what that is|3|I'm not sure|A little bit interested|A little bit interested|Somewhat interested|Very interested|Somewhat interested|Between 5:00 - 6:00 AM|9 - 12 hours|30 - 59 minutes|Never||Daily or almost every day|||Professional degree (JD, MD, etc.)|White or of European descent|25 - 34 years old|No|No|The survey was an appropriate length|Somewhat easy
15895|No|Yes|Portugal|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Mathematics or statistics|20 to 99 employees|Full-stack developer;Mobile developer|9-11 years|12-14 years|Slightly satisfied|Slightly satisfied|Working as an engineering manager or other functional manager|I am not interested in new job opportunities|Between 1 and 2 years ago|10.0|9.0|7.0|2.0|4.0|3.0|5.0|1.0|8.0|6.0|2.0|9.0|1.0|10.0|6.0|8.0|5.0|11.0|3.0|7.0|4.0|||||||||||||I did not receive an expected change in compensation|Euros (€)|1800|||EUR|Confluence;HipChat;Slack;Trello|Nine months to a year|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Agree|Strongly agree|Strongly disagree|C#;JavaScript;Objective-C;Python;Ruby;Swift;HTML;CSS||||||.NET Core||Xcode|MacOS|2|Agile|Git|Multiple times per day|Yes|No||Strongly disagree|Strongly disagree|Strongly agree|Stopped going to a website because of their advertising|1.0|3.0|2.0|7.0|6.0|5.0|4.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|Nobody|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Unsure / I don't know|10 (Very Likely)|Multiple times per day|Yes|A few times per month or weekly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|Not at all interested|Not at all interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|5 - 8 hours||Never||I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|Hispanic or Latino/Latina|35 - 44 years old|Yes||The survey was too long|Very easy
17166|Yes|Yes|Egypt||Not employed, but looking for work|Professional degree (JD, MD, etc.)|A business discipline (ex. accounting, finance, marketing)||Game or graphics developer|3-5 years|0-2 years||Slightly satisfied|Working as a product manager or project manager|I am actively looking for a job|Less than a year ago|9.0|2.0|4.0|1.0|5.0|10.0|6.0|3.0|8.0|7.0|7.0|5.0|8.0|6.0|1.0|3.0|4.0|10.0|11.0|2.0|9.0|1.0|2.0|4.0|5.0|3.0|1.0|5.0|6.0|3.0|7.0|2.0|4.0|A friend told me about a job opportunity||6000|Monthly|4068.0|EGP|||Taken an online course in programming or software development (e.g. a MOOC);Participated in a full-time developer training program or bootcamp;Taken a part-time in-person course in programming or software development;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software||I haven’t gotten a developer job|To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers;To build my professional network;To help me find new job opportunities;Because I find it enjoyable|Agree|Disagree|Agree|C#;JavaScript;PHP;Scala;HTML|C#;PHP;Scala;HTML|SQL Server;MySQL;Apache HBase|SQL Server;MySQL;Apache HBase;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Gaming console|Android;Gaming console;Google Cloud Platform/App Engine;iOS|||Visual Studio;Visual Studio Code|Windows|1||I don't use version control||No|||Strongly agree|Strongly agree|Somewhat agree|Saw an online advertisement and then researched it (without clicking on the ad)||||||||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|The developer who wrote it|Yes|8|A few times per month or weekly|Yes|I have never participated in Q&A on Stack Overflow|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes||Extremely interested|Very interested|Extremely interested|Very interested|Between 9:01 - 10:00 AM|9 - 12 hours|1 - 2 hours|3 - 4 times per week|Fatigue-relieving floor mat;Ergonomic keyboard or mouse|Daily or almost every day|Male|Straight or heterosexual|Some college/university study without earning a degree|Middle Eastern|18 - 24 years old|No||The survey was too long|Somewhat easy
63194|Yes|No|Belgium|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|Fewer than 10 employees|Back-end developer;Front-end developer|0-2 years|0-2 years|Extremely satisfied|Moderately satisfied|Working as a product manager or project manager|I am actively looking for a job|Between 1 and 2 years ago||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
69536|Yes|Yes|India|Yes, full-time||Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Front-end developer;Mobile developer;Student|3-5 years|0-2 years||Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|8.0|6.0|2.0|9.0|5.0|3.0|4.0|1.0|10.0|7.0|1.0|11.0|3.0|5.0|9.0|4.0|6.0|2.0|7.0|8.0|10.0|3.0|2.0|1.0|5.0|4.0|6.0|2.0|7.0|5.0|4.0|1.0|3.0|I saw an employer’s advertisement|Indian rupees (₹)||Monthly||INR|||Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees;Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers;To build my professional network;Because I find it enjoyable|Neither Agree nor Disagree|Agree|Agree|C;C++;C#;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell|Java;JavaScript;Python;SQL;Kotlin;HTML;CSS|MySQL;PostgreSQL;Oracle|SQL Server;MySQL;PostgreSQL;SQLite;Oracle;MariaDB;Apache HBase;Google BigQuery;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage||Android;Firebase|Node.js|Angular;Django;Hadoop;Node.js;Spring;TensorFlow|Android Studio;NetBeans;Notepad++;PyCharm;Sublime Text;Visual Studio|MacOS|1|Agile|Git;Subversion;Copying and pasting files to network shares;Zip file back-ups|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it|Neither agree nor disagree|Somewhat agree|Neither agree nor disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|1.0|3.0|2.0|6.0|7.0|4.0|5.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|Depends on what it is|Depends on what it is|The person who came up with the idea|Unsure / I don't know|10 (Very Likely)|Multiple times per day|Yes|I have never participated in Q&A on Stack Overflow|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|Very interested|Very interested|Very interested|Very interested|Very interested|I do not have a set schedule|5 - 8 hours|3 - 4 hours|3 - 4 times per week|Standing desk|3 - 4 times per week|Male|Straight or heterosexual|Other doctoral degree (Ph.D, Ed.D., etc.)|South Asian|18 - 24 years old|No||The survey was too long|Neither easy nor difficult
1994|Yes|No|Mexico|Yes, part-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer|9-11 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||Java|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
18453|Yes|Yes|Australia|No|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Desktop or enterprise applications developer;DevOps specialist;Embedded applications or devices developer;Front-end developer;Full-stack developer;Student;System administrator|3-5 years|0-2 years||Neither satisfied nor dissatisfied|Doing the same work|I am actively looking for a job|Between 1 and 2 years ago|7.0|6.0|4.0|1.0|3.0|2.0|8.0|5.0|9.0|10.0|2.0|7.0|3.0|6.0|8.0|11.0|5.0|1.0|10.0|9.0|4.0|4.0|1.0|5.0|2.0|3.0|5.0|1.0|4.0|2.0|6.0|3.0|7.0|A friend told me about a job opportunity|Australian dollars (A$)||Yearly||AUD|||Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To win prizes or cash awards;Because I find it enjoyable|Agree|Disagree|Neither Agree nor Disagree|C;C++;Erlang;Java;JavaScript;Python;SQL;TypeScript;HTML;CSS;Bash/Shell|JavaScript;Python;Rust;TypeScript;Ocaml|PostgreSQL;SQLite||AWS|Android;Google Home|Angular;React||Atom;Vim|Linux-based|1|Agile;Scrum|Git|A few times per week|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to view a specific advertisement;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Neither agree nor disagree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad)|1.0|2.0|4.0|7.0|6.0|5.0|3.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|No|10 (Very Likely)|A few times per week|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, I have one but it's out of date|10 (Very Likely)|I'm not sure|A little bit interested|A little bit interested|Somewhat interested|Somewhat interested|A little bit interested|I do not have a set schedule|Over 12 hours|30 - 59 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|East Asian;South Asian|18 - 24 years old|No||The survey was an appropriate length|Somewhat easy
56937|Yes|No|Turkey|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A humanities discipline (ex. literature, history, philosophy)|Fewer than 10 employees|Back-end developer;Full-stack developer|0-2 years|0-2 years|Extremely dissatisfied|Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|Less than a year ago|7.0|9.0|5.0|10.0|3.0|1.0|2.0|4.0|6.0|8.0|1.0|10.0|7.0|5.0|6.0|8.0|11.0|4.0|2.0|9.0|3.0|5.0|1.0|4.0|2.0|3.0|2.0|6.0|5.0|3.0|4.0|1.0|7.0|My job status or other personal status changed|U.S. dollars ($)|8400|Yearly|8400.0|USD|Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack|Less than a month|Participated in a full-time developer training program or bootcamp;Taken a part-time in-person course in programming or software development;Taught yourself a new language, framework, or tool without taking a formal course|A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow|Immediately after graduating||Agree|Strongly disagree|Neither Agree nor Disagree|JavaScript;HTML;CSS;Bash/Shell|C++;JavaScript;PHP;Python;Cobol;HTML;Bash/Shell|MongoDB;Redis;MySQL;MariaDB|Redis;MySQL|Heroku|Android;Heroku;iOS;Linux;Salesforce;Windows Desktop or Server;Windows Phone|Node.js;React|Django;Node.js|Sublime Text|Windows|1||Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content|Neither agree nor disagree|Neither agree nor disagree|Strongly agree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|1.0|5.0|2.0|4.0|7.0|6.0|3.0|Algorithms making important decisions|Algorithms making important decisions||I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is||Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|9|Yes|Very interested|Somewhat interested|Somewhat interested|Very interested|Extremely interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never||I don't typically exercise|Female|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|Yes||The survey was too long|Neither easy nor difficult
32122|Yes|Yes|India|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|Fewer than 10 employees|C-suite executive (CEO, CTO, etc.)|6-8 years|6-8 years|Extremely dissatisfied|Neither satisfied nor dissatisfied|Working as a founder or co-founder of my own company|I am not interested in new job opportunities|Between 1 and 2 years ago|6.0|7.0|1.0|2.0|5.0|10.0|3.0|9.0|4.0|8.0||||||||||||||||||||||||I did not receive an expected change in compensation|Indian rupees (₹)||Monthly||INR|Google Hangouts/Chat;Office / productivity suite (Microsoft Office, Google Suite, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)||Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|||To improve my general technical skills or programming ability;To build my professional network||||C#||MongoDB||||||||||||||||||||||||||||||||||||Yes|||||Yes||||||||||||||||||||
39969|Yes|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Front-end developer;Full-stack developer|9-11 years|3-5 years|Extremely satisfied|Moderately satisfied|Working as an engineering manager or other functional manager|I am not interested in new job opportunities|Less than a year ago|4.0|10.0|9.0|6.0|1.0|7.0|8.0|5.0|3.0|2.0|1.0|4.0|2.0|9.0|7.0|3.0|5.0|6.0|10.0|8.0|11.0|||||||||||||My job status or other personal status changed|U.S. dollars ($)|130000|Yearly|130000.0|USD|Confluence;Jira;Slack|One to three months|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To help me find new job opportunities;Because I find it enjoyable|Agree|Agree|Neither Agree nor Disagree|JavaScript;Python;SQL;HTML;CSS|JavaScript;Python;SQL;Swift;HTML;CSS|PostgreSQL|PostgreSQL;Elasticsearch|Android;iOS|Android;iOS|Django;React|Django;React|Sublime Text|MacOS|2|Agile;Pair programming|Git|Multiple times per day|Yes|Yes||Strongly disagree|Strongly disagree|Strongly agree|Saw an online advertisement and then researched it (without clicking on the ad)|2.0|6.0|1.0|4.0|5.0|3.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is||Yes|10 (Very Likely)|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, I know what it is but I don't have one|10 (Very Likely)|Yes|Somewhat interested|A little bit interested|Not at all interested|Not at all interested|Very interested|Between 7:01 - 8:00 AM|5 - 8 hours|30 - 59 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No|No|The survey was an appropriate length|Somewhat easy
62630|Yes|No|Germany|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Desktop or enterprise applications developer;Front-end developer|3-5 years|0-2 years|Slightly satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|5.0|9.0|6.0|4.0|2.0|1.0|10.0|3.0|8.0|7.0|1.0|8.0|11.0|7.0|5.0|2.0|6.0|9.0|10.0|4.0|3.0|4.0|1.0|3.0|2.0|5.0|2.0|6.0|1.0|4.0|3.0|5.0|7.0|My job status or other personal status changed|Euros (€)|40000|Yearly|48955.0|EUR|Other wiki tool (Github, Google Sites, proprietary software, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology|Agree|Neither Agree nor Disagree|Disagree|C++;JavaScript;PHP;Python;SQL;HTML;CSS|C++;C#;JavaScript;SQL;Kotlin|MySQL;Oracle;MariaDB|SQL Server;MySQL;SQLite;MariaDB|Windows Desktop or Server|Android;Raspberry Pi;Windows Desktop or Server||Node.js|IntelliJ;Notepad++;Visual Studio;Visual Studio Code|Windows|3||Subversion|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Somewhat agree|Somewhat agree|Stopped going to a website because of their advertising|1.0|6.0|3.0|2.0|5.0|7.0|4.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, and I don't know what that is|7|I'm not sure|A little bit interested|Very interested|Very interested|Somewhat interested|Extremely interested|Between 6:01 - 7:00 AM|Over 12 hours|Less than 30 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Somewhat easy
3853|Yes|Yes|United Kingdom|No|Independent contractor, freelancer, or self-employed|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Mathematics or statistics||Full-stack developer|18-20 years|15-17 years|Moderately satisfied|Extremely satisfied|Working in a career completely unrelated to software development|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|9.0|3.0|10.0|4.0|6.0|1.0|7.0|5.0|8.0|2.0|3.0|7.0|6.0|2.0|11.0|1.0|8.0|5.0|9.0|10.0|4.0|4.0|1.0|3.0|2.0|5.0|1.0|7.0|5.0|3.0|2.0|6.0|4.0|I received bad news about the future of my company or department|British pounds sterling (£)|4000|Monthly|66672.0|GBP|Office / productivity suite (Microsoft Office, Google Suite, etc.);Trello||Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;The technology’s online help system|||Agree|Neither Agree nor Disagree|Strongly disagree|C#;TypeScript;HTML;CSS|C#;TypeScript;HTML;CSS|SQL Server|SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Azure;Windows Desktop or Server;WordPress|Azure;Serverless;Windows Desktop or Server|.NET Core|.NET Core|Visual Studio;Visual Studio Code|Windows|3|Agile;Pair programming|Git;Mercurial|Multiple times per day|No|||Somewhat agree|Somewhat agree|Somewhat disagree|Saw an online advertisement and then researched it (without clicking on the ad)|5.0|6.0|4.0|1.0|2.0|3.0|7.0|Algorithms making important decisions|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Daily or almost daily|Yes|A few times per week|Yes|Yes|9|Yes|Somewhat interested|Not at all interested|Somewhat interested|Very interested|Very interested|Between 6:01 - 7:00 AM|5 - 8 hours|Less than 30 minutes|Never|Wrist/hand supports or braces|3 - 4 times per week|Male|Straight or heterosexual|Professional degree (JD, MD, etc.)|White or of European descent|35 - 44 years old|Yes||The survey was an appropriate length|Very easy
101351|Yes|Yes|Brazil|No|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Web development or web design||Back-end developer;Desktop or enterprise applications developer|9-11 years|6-8 years||Slightly satisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|More than 4 years ago|8.0|9.0|4.0|1.0|3.0|5.0|6.0|2.0|10.0|7.0|1.0|6.0|3.0|11.0|5.0|8.0|2.0|4.0|10.0|7.0|9.0|2.0|1.0|5.0|4.0|3.0||||||||My job status or other personal status changed|Brazilian reais (R$)|5300|||BRL|||Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Internal Wikis, chat rooms, or documentation set up by my company for employees;The technology’s online help system|||Agree|Disagree|Strongly disagree|Java;JavaScript;SQL;HTML;CSS|Java;JavaScript;Python;SQL;HTML;CSS||Cassandra;MongoDB;Redis;SQL Server;MySQL;PostgreSQL;Amazon DynamoDB;Elasticsearch||Android;AWS;Heroku;iOS;Linux;Mac OS;Serverless||Angular;Node.js;React;Spark;Spring|Eclipse;Notepad++|Windows|1|Agile;Kanban;Scrum|Git;Subversion|Multiple times per day|Yes|I'm not sure/I can't remember||Neither agree nor disagree|Somewhat disagree|Neither agree nor disagree||2.0|3.0|4.0|1.0|5.0|7.0|6.0|Algorithms making important decisions|Algorithms making important decisions|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|Yes|10 (Very Likely)|Yes|A little bit interested|A little bit interested|Extremely interested|Extremely interested|Extremely interested|Between 6:01 - 7:00 AM|9 - 12 hours|30 - 59 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|Hispanic or Latino/Latina|25 - 34 years old|No||The survey was an appropriate length|Very easy
28934|Yes|No|Russian Federation|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Database administrator;DevOps specialist;Front-end developer;Full-stack developer;Mobile developer;System administrator|6-8 years|6-8 years|Moderately satisfied|Slightly satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|7.0|8.0|6.0|3.0|2.0|10.0|5.0|1.0|9.0|4.0|1.0|9.0|7.0|10.0|5.0|11.0|4.0|2.0|8.0|3.0|6.0|2.0|1.0|3.0|5.0|4.0|7.0|2.0|5.0|4.0|1.0|6.0|3.0|My job status or other personal status changed|Russian rubles (₽)|100000|Monthly|21228.0|RUB|Other chat system (IRC, proprietary software, etc.)|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology|||Neither Agree nor Disagree|Disagree|Neither Agree nor Disagree|JavaScript;Objective-C;PHP;Ruby;SQL;HTML;CSS|Go;Java;PHP;Python;Ruby|MongoDB;Redis;MySQL;PostgreSQL;SQLite;MariaDB;Apache Hive;Memcached|MongoDB;Redis;PostgreSQL;Memcached|Heroku;iOS;Linux;Mac OS;Windows Desktop or Server;WordPress|Android;iOS;Linux|React|Django;Node.js;React|Notepad++;PHPStorm;RubyMine;Sublime Text|Linux-based|3|Agile;Extreme programming (XP);Kanban|Git;Copying and pasting files to network shares;Zip file back-ups|Multiple times per day|Yes|No||Strongly disagree|Neither agree nor disagree|Strongly agree|Stopped going to a website because of their advertising|4.0|3.0|2.0|5.0|1.0|6.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Yes|No|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|No, and I don't know what that is|6|Yes|A little bit interested|A little bit interested|A little bit interested|Somewhat interested|A little bit interested|Between 9:01 - 10:00 AM|Over 12 hours|30 - 59 minutes|1 - 2 times per week||Daily or almost every day|Male|Straight or heterosexual|Some college/university study without earning a degree|White or of European descent|25 - 34 years old|No||The survey was too long|Very easy
56861|Yes|No|Belarus||Employed full-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;Database administrator;Front-end developer;Full-stack developer|3-5 years|3-5 years|Moderately dissatisfied|Moderately dissatisfied|Doing the same work|I am not interested in new job opportunities|Less than a year ago|2.0|6.0|5.0|1.0|4.0|10.0|8.0|3.0|9.0|7.0|1.0|10.0|8.0|7.0|9.0|6.0|2.0|3.0|5.0|4.0|11.0|||||||||||||My job status or other personal status changed||1000|Monthly|6048.0|BYN|Jira;Slack|Less than a month|||||Disagree|Agree|Neither Agree nor Disagree|C++;C#;Java;JavaScript;PHP;SQL;TypeScript;HTML;CSS|C#;JavaScript;PHP;SQL;TypeScript;HTML;CSS|MongoDB;SQL Server;MySQL|MySQL|Firebase||Angular;.NET Core;Node.js|.NET Core;Node.js;React|Notepad++;PHPStorm;Visual Studio|Windows|1|Agile;Kanban;Scrum|Git|Multiple times per day|I'm not sure/I don't know|||Somewhat agree|Somewhat disagree|Somewhat agree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|1.0|7.0|3.0|5.0|4.0|2.0|6.0|Algorithms making important decisions|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|The person who came up with the idea|Unsure / I don't know|9|Daily or almost daily|Yes|A few times per month or weekly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|A little bit interested|Somewhat interested|A little bit interested|Not at all interested|A little bit interested|Between 8:01 - 9:00 AM|9 - 12 hours|30 - 59 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Associate degree|White or of European descent|18 - 24 years old|No||The survey was too long|Neither easy nor difficult
22584|Yes|No|Netherlands|No|Employed full-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Back-end developer;Data or business analyst;Data scientist or machine learning specialist;Database administrator;DevOps specialist;Embedded applications or devices developer;Front-end developer;Full-stack developer;Mobile developer;QA or test developer;System administrator|12-14 years|12-14 years|Slightly dissatisfied|Moderately satisfied|Working in a career completely unrelated to software development|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|5.0|9.0|7.0|3.0|6.0|1.0|4.0|8.0|10.0|2.0|3.0|11.0|9.0|8.0|10.0|1.0|4.0|6.0|7.0|2.0|5.0|3.0|2.0|5.0|1.0|4.0|2.0|5.0|1.0|4.0|3.0|7.0|6.0|My job status or other personal status changed|Euros (€)|4500|Monthly|66084.0|EUR|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Other chat system (IRC, proprietary software, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Completed an industry certification program (e.g. MCPD);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Agree|Strongly agree|Strongly disagree|C;C++;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell|C;C++;PHP;Python;SQL;Bash/Shell|Redis;SQL Server;MySQL;PostgreSQL;SQLite;Oracle;MariaDB;Elasticsearch|Redis;MySQL;PostgreSQL;MariaDB;Elasticsearch|Android;Linux;Windows Desktop or Server|Android;Linux|React;Spring|React;Spring|Android Studio;IntelliJ;Vim|Linux-based|1|Agile;Extreme programming (XP);Kanban;Pair programming;PRINCE2;Scrum|Git|Multiple times per day|No|||Somewhat agree|Somewhat disagree|Strongly disagree|Clicked on an online advertisement;Stopped going to a website because of their advertising|2.0|4.0|5.0|6.0|7.0|3.0|1.0|Increasing automation of jobs|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Multiple times per day|Yes|Daily or almost daily|Yes|No, I know what it is but I don't have one|5|Yes|Somewhat interested|Very interested|Very interested|Not at all interested|A little bit interested|Between 8:01 - 9:00 AM|Over 12 hours|30 - 59 minutes|Never||3 - 4 times per week|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Very easy
11220|Yes|Yes|France|Yes, part-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)||100 to 499 employees|Back-end developer|15-17 years|0-2 years|Slightly satisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|||||||||||||||||||||||||||||||||||||||||||||||||Java;JavaScript;PHP;HTML;CSS|PHP;HTML;CSS|MySQL|Cassandra;Redis;MySQL;PostgreSQL|Arduino;Heroku;Raspberry Pi;WordPress|Arduino;Heroku;WordPress;Firebase|||IntelliJ;PHPStorm|Linux-based|2|Agile|Git|Multiple times per day|Yes|No||Strongly disagree|Neither agree nor disagree|Strongly agree|Stopped going to a website because of their advertising|7.0|5.0|4.0|3.0|2.0|6.0|1.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|Upper management at the company/organization|Yes|9|Daily or almost daily|Yes|A few times per week|Yes|Yes|6|I'm not sure|Not at all interested|Not at all interested|Not at all interested|Not at all interested|Not at all interested|Between 6:01 - 7:00 AM|5 - 8 hours|1 - 2 hours|1 - 2 times per week||I don't typically exercise|||||||||
43173|Yes|Yes|Russian Federation|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|Fewer than 10 employees|Back-end developer;C-suite executive (CEO, CTO, etc.);Database administrator;Desktop or enterprise applications developer;DevOps specialist;Embedded applications or devices developer;Engineering manager;Front-end developer;Full-stack developer;Mobile developer;Product manager;System administrator|18-20 years|12-14 years|Moderately satisfied|Extremely satisfied|Working as a founder or co-founder of my own company|I am not interested in new job opportunities|More than 4 years ago|10.0|3.0|5.0|9.0|4.0|6.0|8.0|1.0|7.0|2.0|1.0|4.0|2.0|6.0|8.0|9.0|11.0|3.0|5.0|7.0|10.0|||||||||||||My job status or other personal status changed|Russian rubles (₽)|60000|Monthly|12732.0|RUB|Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|||Agree|Agree|Strongly disagree|Assembly;C;C++;C#;Java;JavaScript;Objective-C;PHP;Python;SQL;Swift;HTML;CSS;Bash/Shell|C;Python;Swift|SQL Server;MySQL;PostgreSQL|PostgreSQL|Android;iOS;Linux;Mac OS;Windows Desktop or Server;WordPress;Firebase|Android;iOS|Angular;Node.js||Android Studio;Notepad++;Vim;Visual Studio;Xcode|Windows|1|Pair programming|Git;Mercurial|A few times per week|No|||Somewhat disagree|Strongly disagree|Somewhat agree|Clicked on an online advertisement;Stopped going to a website because of their advertising|1.0|3.0|2.0|5.0|7.0|6.0|4.0|Algorithms making important decisions|Increasing automation of jobs|The developers or the people creating the AI|I don't care about it, or I haven't thought about it.|No|Depends on what it is|Upper management at the company/organization|Yes|9|Daily or almost daily|Yes|A few times per week|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I have one but it's out of date||Yes|A little bit interested|A little bit interested|Somewhat interested|Somewhat interested|A little bit interested|Between 8:01 - 9:00 AM|5 - 8 hours|30 - 59 minutes|1 - 2 times per week||1 - 2 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|Yes||The survey was too long|Neither easy nor difficult
57329|Yes|No|India|Yes, full-time|Not employed, and not looking for work|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|||Back-end developer;Designer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer;Student|0-2 years|0-2 years||Slightly dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|I've never had a job|6.0|8.0|1.0|9.0|2.0|5.0|3.0|4.0|7.0|10.0|1.0|8.0|2.0|4.0|5.0|10.0|11.0|7.0|3.0|6.0|9.0|2.0|3.0|1.0|4.0|5.0|6.0|5.0|4.0|3.0|2.0|1.0|7.0|I saw an employer’s advertisement|Indian rupees (₹)|||||||Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Tapping your network of friends, family, and peers versed in the technology||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To help me find new job opportunities|Neither Agree nor Disagree|Agree|Strongly agree|C;C++;Java;JavaScript;HTML;CSS|C#;PHP;Python;R|MongoDB;MySQL|Amazon DynamoDB;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Android;Linux;Windows Desktop or Server|Azure;Gaming console|Angular;Node.js|Xamarin|Android Studio;IntelliJ;NetBeans;Sublime Text|Windows|1||||No|||Strongly agree|Somewhat agree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|1.0|4.0|7.0|5.0|2.0|3.0|6.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|The person who came up with the idea|Yes|10 (Very Likely)|A few times per week|Yes|I have never participated in Q&A on Stack Overflow|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||I'm not sure|Somewhat interested|Extremely interested|Somewhat interested|Very interested|Extremely interested|Between 5:00 - 6:00 AM|5 - 8 hours|30 - 59 minutes|Never||1 - 2 times per week|Female|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)||18 - 24 years old|No||The survey was too long|Very easy
94841|No|No|Costa Rica|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Front-end developer|3-5 years|0-2 years|Moderately dissatisfied|Moderately dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|9.0|6.0|8.0|5.0|4.0|2.0|3.0|1.0|7.0|10.0|1.0|9.0|4.0|11.0|3.0|7.0|2.0|8.0|10.0|5.0|6.0|2.0|1.0|5.0|3.0|4.0|2.0|1.0|4.0|6.0|3.0|5.0|7.0|A friend told me about a job opportunity|U.S. dollars ($)|1650|Monthly|19800.0|USD|Office / productivity suite (Microsoft Office, Google Suite, etc.)|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Agree|Neither Agree nor Disagree|Agree|C#;Java;JavaScript;Python;SQL;HTML|JavaScript;Python;Ruby;TypeScript|SQL Server;MySQL;PostgreSQL|MongoDB;PostgreSQL|Android;Windows Desktop or Server||Angular;.NET Core;Node.js|Django;Node.js;React|Android Studio;Notepad++;Visual Studio;Visual Studio Code|Windows|2|Agile;Scrum|Git;Team Foundation Version Control|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to support the website I was visiting by viewing their ads|Strongly agree|Somewhat disagree|Somewhat agree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|1.0|6.0|5.0|2.0|3.0|4.0|7.0|Algorithms making important decisions|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|A few times per week|No||No, I knew that Stack Overflow had a jobs board but have never used or visited it|||I'm not sure|Extremely interested|Very interested|Somewhat interested|Very interested|Somewhat interested|Between 5:00 - 6:00 AM|5 - 8 hours|3 - 4 hours|Never|Ergonomic keyboard or mouse|3 - 4 times per week|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Hispanic or Latino/Latina|18 - 24 years old|No||The survey was an appropriate length|Very easy
75349|Yes|Yes|Austria|No|Employed full-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;DevOps specialist;Front-end developer|15-17 years|9-11 years|Moderately satisfied|Moderately satisfied|Working as an engineering manager or other functional manager|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|7.0|6.0|8.0|1.0|4.0|3.0|10.0|5.0|9.0|2.0|2.0|8.0|1.0|5.0|7.0|11.0|10.0|9.0|6.0|4.0|3.0|4.0|2.0|5.0|1.0|3.0|2.0|7.0|5.0|1.0|3.0|6.0|4.0|My job status or other personal status changed|Euros (€)|3500|Monthly|51408.0|EUR|Slack;Other chat system (IRC, proprietary software, etc.)|One to three months|Participated in a hackathon;Contributed to open source software|||To improve my ability to work on a team with other programmers;Because I find it enjoyable|Agree|Neither Agree nor Disagree|Strongly disagree|C#;Java;JavaScript;PHP;Python;Rust;Swift;TypeScript;HTML;CSS;Bash/Shell|Go|MongoDB;Redis;PostgreSQL;SQLite;MariaDB;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Cassandra|Android;iOS||Angular;Node.js|TensorFlow|Android Studio;Atom;Notepad++;Vim;Xcode|Linux-based|2|Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Somewhat agree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|2.0|5.0|7.0|1.0|3.0|4.0|6.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||No|A little bit interested|Not at all interested|A little bit interested|Very interested|Very interested|Between 8:01 - 9:00 AM|9 - 12 hours|1 - 2 hours|Never|Ergonomic keyboard or mouse|Daily or almost every day|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Very easy
34215|No|No|India|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Another engineering discipline (ex. civil, electrical, mechanical)|5,000 to 9,999 employees|Embedded applications or devices developer|6-8 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||9|A few times per week|Yes|A few times per month or weekly|Yes|No, I know what it is but I don't have one|2|Yes||||||||||||||||||||
52305|Yes|Yes|New Zealand|Yes, full-time|Employed full-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|500 to 999 employees|Front-end developer|9-11 years|0-2 years|Extremely satisfied|Extremely satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|Less than a year ago|9.0|7.0|4.0|6.0|3.0|1.0|10.0|5.0|8.0|2.0|1.0|4.0|10.0|5.0|9.0|7.0|11.0|3.0|6.0|8.0|2.0|5.0|1.0|4.0|2.0|3.0|7.0|3.0|5.0|1.0|2.0|4.0|6.0|I saw an employer’s advertisement||52000|Yearly|38004.0|NZD|Confluence;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack|One to three months|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Tapping your network of friends, family, and peers versed in the technology|||Agree|Neither Agree nor Disagree|Disagree|Assembly;C;C++;Java;JavaScript;Matlab;PHP;Python;R;Rust;TypeScript;Visual Basic 6;HTML;CSS;Bash/Shell|C++;C#;Java;JavaScript;Python;TypeScript;Kotlin;HTML;CSS|MySQL;MariaDB|MariaDB|Android;Arduino;iOS;Linux;Raspberry Pi|Android;iOS;Linux;Raspberry Pi;Firebase|Angular;Node.js|Angular;Node.js;React;TensorFlow|Android Studio;IntelliJ;Sublime Text|Linux-based|3|Agile;Kanban;Mob programming|Git;Mercurial|Multiple times per day|Yes|Yes|The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Strongly disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|||||||||Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|The developer who wrote it|Yes|10 (Very Likely)|A few times per week|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||I'm not sure||||||Between 7:01 - 8:00 AM|Over 12 hours|1 - 2 hours|Daily or almost every day|Standing desk|1 - 2 times per week|Male|Gay or Lesbian|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|18 - 24 years old|No||The survey was too long|Somewhat easy
29139|Yes|No|Viet Nam|Yes, full-time|Not employed, but looking for work|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|||Student|0-2 years|||||I’m not actively looking, but I am open to new opportunities|I've never had a job||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
87947|Yes|No|Russian Federation|No|Employed full-time|Some college/university study without earning a degree|A social science (ex. anthropology, psychology, political science)|500 to 999 employees|Back-end developer;Data or business analyst;DevOps specialist|3-5 years|3-5 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|8.0|7.0|10.0|6.0|5.0|1.0|2.0|3.0|9.0|4.0|1.0|7.0|2.0|11.0|6.0|9.0|4.0|3.0|10.0|8.0|5.0|2.0|1.0|5.0|3.0|4.0|1.0|7.0|5.0|3.0|2.0|6.0|4.0|I had a negative experience or interaction at work|Russian rubles (₽)|90000|||RUB|Confluence;Jira|Three to six months|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Agree|Agree|Neither Agree nor Disagree|JavaScript;Python;SQL;Bash/Shell|C;JavaScript;Python;SQL|MongoDB;Redis;SQL Server;PostgreSQL;Memcached;Elasticsearch|Redis;PostgreSQL;Neo4j|Azure;Linux|Linux|Django;Node.js;React|React|PyCharm;Vim;Visual Studio Code|MacOS|2|Agile;Scrum|Git|Multiple times per day|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Strongly agree|Somewhat agree|Neither agree nor disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|1.0|4.0|2.0|5.0|6.0|7.0|3.0||"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|8|Yes|Extremely interested|Not at all interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 9:01 - 10:00 AM|9 - 12 hours|30 - 59 minutes|Never|Ergonomic keyboard or mouse|3 - 4 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Very easy
81424|Yes|Yes|Netherlands|Yes, full-time|Not employed, and not looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Data scientist or machine learning specialist;Educator or academic researcher;Student|6-8 years|3-5 years||Moderately satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|3.0|5.0|6.0|4.0|8.0|1.0|9.0|2.0|7.0|10.0|1.0|3.0|10.0|5.0|11.0|2.0|9.0|7.0|6.0|8.0|4.0|5.0|3.0|4.0|1.0|2.0|6.0|5.0|1.0|3.0|2.0|7.0|4.0|My job status or other personal status changed|Euros (€)|||||||Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To build my professional network;Because I find it enjoyable|Agree|Agree|Disagree|C;C++;C#;F#;Haskell;Python;Rust;SQL;HTML;CSS;Bash/Shell|Erlang;Haskell;Rust|||Linux;Windows Desktop or Server|Linux;Raspberry Pi;Serverless||.NET Core|Atom;Visual Studio;Visual Studio Code|Linux-based|1|Agile;Pair programming;Scrum|Git;Mercurial;Subversion|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website|Strongly disagree|Strongly disagree|Strongly agree||3.0|1.0|2.0|7.0|6.0|5.0|4.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|9|Multiple times per day|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, I have one but it's out of date|5|Yes|Somewhat interested|Not at all interested|A little bit interested|Somewhat interested|Very interested|Between 7:01 - 8:00 AM|9 - 12 hours|1 - 2 hours|Never||1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|18 - 24 years old|No||The survey was too long|Neither easy nor difficult
62825|Yes|Yes|Indonesia|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Back-end developer;Database administrator;Full-stack developer|6-8 years|0-2 years|Moderately satisfied|Moderately satisfied|Working as a product manager or project manager|I’m not actively looking, but I am open to new opportunities|Less than a year ago|10.0|7.0|6.0|3.0|5.0|8.0|9.0|4.0|2.0|1.0|1.0|11.0|5.0|7.0|4.0|9.0|10.0|8.0|6.0|3.0|2.0|1.0|2.0|3.0|4.0|5.0|7.0|4.0|3.0|1.0|2.0|6.0|5.0|My job status or other personal status changed||5000000|Monthly|4476.0|IDR|Other chat system (IRC, proprietary software, etc.)|One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Agree|Agree|Agree|C#;JavaScript;PHP;SQL;HTML;CSS|Java;JavaScript;PHP;Ruby;SQL;TypeScript;Kotlin;HTML;CSS|Redis;SQL Server;MySQL|MongoDB;Redis;MySQL;PostgreSQL;MariaDB;Google Cloud Storage|Android;Arduino;iOS;Linux;Mac OS;Windows Desktop or Server;WordPress;Firebase|Android;Arduino;iOS;Linux;Mac OS;Windows Desktop or Server;Firebase|Node.js|Angular;Node.js;React;TensorFlow|Android Studio;Notepad++;PHPStorm;Sublime Text|Windows|2|Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies)|Git;Copying and pasting files to network shares;Zip file back-ups|A few times per week|Yes|Yes|The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads;The website I was visiting has interesting ads|Strongly agree|Somewhat agree|Somewhat agree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|2.0|5.0|1.0|4.0|3.0|7.0|6.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|The person who came up with the idea|Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|No, I know what it is but I don't have one|6|No|Very interested|Very interested|Very interested|Very interested|Very interested|Between 7:01 - 8:00 AM|9 - 12 hours|3 - 4 hours|1 - 2 times per week||Daily or almost every day|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|South Asian|18 - 24 years old|No||The survey was an appropriate length|Neither easy nor difficult
77325|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|500 to 999 employees|Back-end developer;Designer;Full-stack developer;Mobile developer|3-5 years|3-5 years|Moderately satisfied|Slightly satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|2.0|7.0|5.0|3.0|4.0|6.0|10.0|1.0|9.0|8.0|1.0|7.0|3.0|9.0|8.0|2.0|11.0|6.0|10.0|5.0|4.0||||||7.0|1.0|6.0|2.0|3.0|5.0|4.0|My job status or other personal status changed|U.S. dollars ($)|54000||54000.0|USD|Google Hangouts/Chat|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Agree|Neither Agree nor Disagree|Agree|Groovy;Java;PHP;SQL;Kotlin|Python;Swift;Kotlin|MySQL||Android|Android;Apple Watch or Apple TV;Gaming console;iOS|React;Cordova|Django;React|Android Studio;Atom;Xcode|MacOS|2|Agile;Scrum|Git|A few times per week|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Somewhat disagree|Somewhat disagree|Neither agree nor disagree|Stopped going to a website because of their advertising|4.0|1.0|5.0|2.0|7.0|6.0|3.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|Daily or almost daily|Yes|No, I have one but it's out of date|9|Yes|Somewhat interested|Very interested|Somewhat interested|A little bit interested|Very interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never||Daily or almost every day|Male|Straight or heterosexual|Associate degree|White or of European descent|25 - 34 years old|No|No|The survey was an appropriate length|Very easy
87889|Yes|Yes|China|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Web development or web design||Back-end developer;Designer|0-2 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||Python;SQL|Go;Python;SQL|||||||||||||||||||||||||||||||||||10 (Very Likely)|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|Extremely interested|Very interested|Very interested|Somewhat interested|A little bit interested|Between 8:01 - 9:00 AM|Less than 1 hour|Less than 30 minutes|3 - 4 times per week|Standing desk|1 - 2 times per week|||||||||
56303|No|No|New Zealand|No|Employed full-time|Other doctoral degree (Ph.D, Ed.D., etc.)|Another engineering discipline (ex. civil, electrical, mechanical)|1,000 to 4,999 employees|Database administrator|15-17 years|9-11 years|Moderately satisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|3.0|7.0|10.0|9.0|2.0|8.0|4.0|1.0|6.0|5.0|1.0|3.0|9.0|11.0|8.0|4.0|6.0|2.0|7.0|10.0|5.0|2.0|1.0|5.0|4.0|3.0|5.0|6.0|3.0|1.0|2.0|7.0|4.0|My job status or other personal status changed||100000|Yearly|73084.0|NZD|Office / productivity suite (Microsoft Office, Google Suite, etc.);Other chat system (IRC, proprietary software, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC)||||Agree|Agree|Neither Agree nor Disagree|C#;SQL|C#;Python;R;SQL|SQL Server|SQL Server|||||Visual Studio|Windows|2|Agile|Team Foundation Version Control|Once a day|I'm not sure/I don't know|||Neither agree nor disagree|Somewhat disagree|Somewhat agree|Stopped going to a website because of their advertising||||||||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|A few times per week|Yes|A few times per month or weekly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|Somewhat interested|Somewhat interested|Extremely interested|Extremely interested|Very interested|Between 7:01 - 8:00 AM|5 - 8 hours|1 - 2 hours|Never||1 - 2 times per week|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||35 - 44 years old|Yes||The survey was too long|Somewhat difficult
98215|Yes|No|India|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|500 to 999 employees|Full-stack developer|9-11 years|3-5 years|Slightly dissatisfied|Neither satisfied nor dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|More than 4 years ago|5.0|8.0|10.0|7.0|6.0|1.0|4.0|2.0|9.0|3.0|1.0|4.0|2.0|7.0|11.0|3.0|5.0|9.0|10.0|8.0|6.0|2.0|1.0|5.0|3.0|4.0|4.0|2.0|7.0|3.0|1.0|6.0|5.0|I had a negative experience or interaction at work|Indian rupees (₹)||Monthly||INR|Facebook;Office / productivity suite (Microsoft Office, Google Suite, etc.)|Six to nine months|Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow||To improve my general technical skills or programming ability;To improve my ability to work on a team with other programmers;To win prizes or cash awards;Because I find it enjoyable|Neither Agree nor Disagree|Strongly disagree|Neither Agree nor Disagree|C#;JavaScript;SQL;HTML;CSS|C#;JavaScript;Python;R;SQL;TypeScript;HTML;CSS|MongoDB;SQL Server;MySQL;PostgreSQL|MongoDB;SQL Server;Apache HBase;Apache Hive;Memcached;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch|Salesforce;Windows Desktop or Server|Android;AWS;Azure;Heroku;IBM Cloud or Watson;Serverless;Windows Desktop or Server|Angular;.NET Core;Node.js;Cordova|Angular;.NET Core;Node.js;Cordova|IPython / Jupyter;Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code|Windows|2|Agile;Kanban;Scrum|Git;Team Foundation Version Control|A few times per week|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Strongly agree|Neither agree nor disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|2.0|3.0|4.0|1.0|7.0|6.0|5.0|Algorithms making important decisions|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|A few times per month or weekly|Yes|No, I have one but it's out of date|5|Yes||||||Between 10:01 - 11:00 AM|9 - 12 hours|1 - 2 hours|Never||1 - 2 times per week|Male|Straight or heterosexual|||25 - 34 years old|||The survey was too long|Very easy
21580|No|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Mathematics or statistics|1,000 to 4,999 employees|DevOps specialist|3-5 years|0-2 years|Slightly dissatisfied|Slightly dissatisfied|Working in a career completely unrelated to software development|I am actively looking for a job|Between 1 and 2 years ago|9.0|8.0|6.0|3.0|2.0|10.0|4.0|7.0|5.0|1.0|1.0|11.0|3.0|7.0|2.0|6.0|4.0|9.0|8.0|5.0|10.0|3.0|1.0|5.0|2.0|4.0|6.0|3.0|7.0|2.0|1.0|4.0|5.0|I did not receive an expected change in compensation|U.S. dollars ($)|80000||80000.0|USD|Other chat system (IRC, proprietary software, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon|The official documentation and/or standards for the technology;A college/university computer science or software engineering book;Questions & answers on Stack Overflow||To improve my knowledge of a specific programming language, framework, or other technology|Agree|Neither Agree nor Disagree|Disagree|Java;Ruby;SQL;Bash/Shell|Go;Haskell;Python|MySQL;Amazon DynamoDB;Amazon Redshift|Redis|AWS;Linux;Mac OS|Linux|Spark|Hadoop;React;Spark;TensorFlow|Sublime Text|Linux-based|2|Agile;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it|Strongly disagree|Somewhat disagree|Strongly agree|Paid to access a website advertisement-free|2.0|5.0|1.0|4.0|3.0|7.0|6.0|Algorithms making important decisions|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|9|Multiple times per day|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|Not at all interested|Not at all interested|Somewhat interested|Somewhat interested|A little bit interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never||3 - 4 times per week|Male|Straight or heterosexual|Professional degree (JD, MD, etc.)|White or of European descent|18 - 24 years old|No|No|The survey was too long|Somewhat easy
54477|Yes|Yes|United States|No|Employed full-time|I never completed any formal education||20 to 99 employees|Back-end developer;Data or business analyst;Database administrator;Desktop or enterprise applications developer;DevOps specialist;Front-end developer;Full-stack developer;System administrator|21-23 years|21-23 years|Moderately satisfied|Moderately satisfied|Working as an engineering manager or other functional manager|I am not interested in new job opportunities|Less than a year ago|5.0|8.0|2.0|3.0|9.0|4.0|6.0|10.0|1.0|7.0|3.0|5.0|1.0|7.0|11.0|4.0|9.0|10.0|2.0|6.0|8.0|||||||||||||My job status or other personal status changed|U.S. dollars ($)|150000|Yearly|150000.0|USD|Confluence;Jira;Slack;Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Agree|Strongly disagree|Disagree|C;CoffeeScript;Go;Haskell;JavaScript;Lua;PHP;Python;R;Ruby;Rust;SQL;TypeScript;HTML;CSS;Bash/Shell|JavaScript;Lua;PHP;Rust;SQL;Ocaml;HTML;CSS;Bash/Shell|MongoDB;Redis;MySQL;PostgreSQL;SQLite;MariaDB;Amazon DynamoDB;Memcached;Amazon Redshift;Amazon RDS/Aurora;Elasticsearch|MySQL;PostgreSQL;Amazon DynamoDB;Neo4j;Elasticsearch|Android;AWS;Heroku;Linux;Mac OS;WordPress|Linux;Mac OS;Raspberry Pi|Node.js;React|Node.js;TensorFlow|Vim|MacOS|1|Agile;Scrum|Git|Multiple times per day|Yes|Yes||Somewhat disagree|Somewhat agree|Strongly agree|Stopped going to a website because of their advertising;Paid to access a website advertisement-free|3.0|6.0|4.0|1.0|5.0|7.0|2.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs||I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, and publicly|Upper management at the company/organization|Yes|7|A few times per week|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, I have one but it's out of date|5|No|A little bit interested|Not at all interested|Somewhat interested|A little bit interested|Not at all interested|Between 8:01 - 9:00 AM|Over 12 hours|1 - 2 hours|1 - 2 times per week||Daily or almost every day|Transgender;Non-binary, genderqueer, or gender non-conforming|Bisexual or Queer|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|35 - 44 years old|No|No|The survey was an appropriate length|Somewhat easy
92560|Yes|Yes|United States|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Educator or academic researcher;System administrator|6-8 years|0-2 years|Moderately satisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|||||||||||||||||||||||||||||||||||U.S. dollars ($)|78000|Yearly|78000.0|USD|Trello;Other wiki tool (Github, Google Sites, proprietary software, etc.)||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees|||Agree|Disagree|Neither Agree nor Disagree|C#;Java;JavaScript;Python;Ruby;SQL;Swift;HTML;CSS;Bash/Shell|C++;R;TypeScript|MongoDB;MySQL;SQLite|Neo4j;Elasticsearch|Google Cloud Platform/App Engine;iOS;Raspberry Pi;Windows Desktop or Server||Angular;Node.js|Hadoop;React;Spark|Eclipse;Notepad++;Sublime Text;Visual Studio;Xcode|MacOS|2||Git|Weekly or a few times per month|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it|Strongly disagree|Somewhat disagree|Somewhat agree||||||||||"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|The person who came up with the idea|Yes|10 (Very Likely)|Multiple times per day|Yes|A few times per month or weekly|Yes|No, I know what it is but I don't have one|10 (Very Likely)|Yes|Somewhat interested|Not at all interested|Not at all interested|Very interested|A little bit interested|Between 6:01 - 7:00 AM|1 - 4 hours|30 - 59 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|35 - 44 years old|No|No|The survey was an appropriate length|Somewhat easy
89273|Yes|Yes|France|No|Not employed, but looking for work|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A natural science (ex. biology, chemistry, physics)||Data or business analyst;Data scientist or machine learning specialist;Front-end developer|6-8 years|0-2 years||Slightly satisfied|Working as an engineering manager or other functional manager|I am actively looking for a job|Less than a year ago|6.0|7.0|5.0|4.0|1.0|3.0|10.0|2.0|9.0|8.0|1.0|4.0|2.0|9.0|11.0|3.0|7.0|6.0|10.0|5.0|8.0|5.0|1.0|3.0|4.0|2.0|3.0|5.0|1.0|6.0|4.0|2.0|7.0|I saw an employer’s advertisement|Euros (€)|0|||EUR|||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course|Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees|||Neither Agree nor Disagree|Agree|Agree|C++;F#;R;SQL;HTML;CSS;Bash/Shell|JavaScript;Python;R;SQL;HTML;CSS;Bash/Shell||MongoDB;PostgreSQL;MariaDB|Linux|Linux||Django;Hadoop|Atom;RStudio;Vim|Linux-based|1||Git|Weekly or a few times per month|Yes|No||Somewhat disagree|Strongly disagree|Somewhat agree||7.0|1.0|3.0|6.0|5.0|2.0|4.0|Increasing automation of jobs|Algorithms making important decisions|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|The developer who wrote it|Yes|9|A few times per month or weekly|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|A little bit interested|Not at all interested|Not at all interested|A little bit interested|Somewhat interested|Between 7:01 - 8:00 AM|5 - 8 hours|1 - 2 hours|Never||3 - 4 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
56077|Yes|No|Austria|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Back-end developer;Database administrator|30 or more years|18-20 years|Moderately dissatisfied|Moderately satisfied|Working as a founder or co-founder of my own company|I am actively looking for a job|More than 4 years ago|7.0|10.0|1.0|4.0|9.0|3.0|2.0|6.0|8.0|5.0|1.0|5.0|6.0|9.0|4.0|3.0|10.0|2.0|8.0|7.0|11.0|4.0|3.0|5.0|2.0|1.0|5.0|6.0|2.0|1.0|4.0|7.0|3.0|A friend told me about a job opportunity|Euros (€)|123456|Yearly|151095.0|EUR|Confluence;Slack|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Internal Wikis, chat rooms, or documentation set up by my company for employees;The technology’s online help system|||Agree|Disagree|Strongly disagree|C;Go;Haskell;Java;JavaScript;Perl;SQL;HTML;CSS;Bash/Shell|C;JavaScript;Perl;SQL;HTML|Oracle|Oracle|Linux|Linux|TensorFlow||Vim|Linux-based|2|Agile;Extreme programming (XP);Pair programming|Mercurial;Subversion|Multiple times per day|Yes|I'm not sure/I can't remember||Neither agree nor disagree|Somewhat disagree|Somewhat agree|Stopped going to a website because of their advertising|1.0|5.0|3.0|2.0|6.0|7.0|4.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|The person who came up with the idea|Yes|8|A few times per month or weekly|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||No||||||Between 6:01 - 7:00 AM|9 - 12 hours|1 - 2 hours|1 - 2 times per week||3 - 4 times per week|Male|Straight or heterosexual|Primary/elementary school|White or of European descent|45 - 54 years old|Yes||The survey was too long|Somewhat difficult
93866|Yes|Yes|Lebanon|Yes, part-time|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Information systems, information technology, or system administration||Data or business analyst;Database administrator;Desktop or enterprise applications developer;Educator or academic researcher;Student|9-11 years|6-8 years|Extremely satisfied|Moderately satisfied|Doing the same work|I am not interested in new job opportunities|Between 1 and 2 years ago|10.0|8.0|1.0|3.0|7.0|4.0|6.0|2.0|5.0|9.0|5.0|10.0|2.0|3.0|8.0|4.0|11.0|9.0|7.0|6.0|1.0|||||||||||||A recruiter contacted me|U.S. dollars ($)|4000|||USD|Other chat system (IRC, proprietary software, etc.)|Nine months to a year|Participated in a full-time developer training program or bootcamp;Received on-the-job training in software development;Contributed to open source software||I already had a full-time job as a developer when I began the program||Neither Agree nor Disagree|Neither Agree nor Disagree|Neither Agree nor Disagree|C#;Java;Matlab;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS|C#;Java;Matlab;Python;R;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS|SQL Server|Cassandra;MongoDB;SQL Server;MySQL;PostgreSQL;Apache HBase;Apache Hive|Android;Windows Desktop or Server|Android;Linux;Windows Desktop or Server|.NET Core|.NET Core;Hadoop;Spark|Eclipse;Notepad++;Visual Studio;Visual Studio Code|Windows|2|Agile|Git;Team Foundation Version Control|A few times per week|I'm not sure/I don't know|||Strongly disagree|Somewhat disagree|Strongly agree|Stopped going to a website because of their advertising|4.0|6.0|7.0|1.0|3.0|2.0|5.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, and publicly|The developer who wrote it|Unsure / I don't know|8|Multiple times per day|Yes|Multiple times per day|Yes|Yes|5|Yes|Somewhat interested|Very interested|Very interested|Not at all interested|A little bit interested|Between 5:00 - 6:00 AM|9 - 12 hours|3 - 4 hours|3 - 4 times per week|Wrist/hand supports or braces|I don't typically exercise|Male|||Middle Eastern|25 - 34 years old|||The survey was an appropriate length|Somewhat easy
17651|Yes|Yes|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|500 to 999 employees|Back-end developer;Front-end developer;Full-stack developer|6-8 years|6-8 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|6.0|8.0|9.0|3.0|5.0|1.0|2.0|4.0|7.0|10.0|1.0|2.0|6.0|8.0|9.0|3.0|5.0|10.0|7.0|4.0|11.0|1.0|2.0|5.0|3.0|4.0|5.0|3.0|1.0|2.0|7.0|6.0|4.0|I saw an employer’s advertisement|U.S. dollars ($)|1300|Monthly|15600.0|USD|Google Hangouts/Chat;Jira;Other chat system (IRC, proprietary software, etc.)|One to three months|||||Neither Agree nor Disagree|Agree|Disagree|C;C++;C#;JavaScript;Objective-C;SQL;TypeScript;VB.NET;HTML;CSS|C#;JavaScript;SQL;TypeScript;HTML;CSS|SQL Server;MySQL|MongoDB;SQL Server;Amazon DynamoDB;Google BigQuery;Google Cloud Storage|Windows Desktop or Server|AWS;Azure;Firebase|Angular;Node.js|Angular;.NET Core;Node.js;React|Notepad++;Visual Studio;Visual Studio Code|Windows|1|Agile;Scrum|Team Foundation Version Control|Multiple times per day|I'm not sure/I don't know|||Somewhat agree|Somewhat agree|Somewhat disagree|Saw an online advertisement and then researched it (without clicking on the ad)|4.0|6.0|3.0|7.0|2.0|1.0|5.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|||Depends on what it is|Depends on what it is|The person who came up with the idea|Unsure / I don't know|10 (Very Likely)|Multiple times per day|Yes|Daily or almost daily|Yes|Yes|10 (Very Likely)|Yes|Somewhat interested|Very interested|Somewhat interested|Very interested|Somewhat interested|Between 7:01 - 8:00 AM|5 - 8 hours|1 - 2 hours|Never|Ergonomic keyboard or mouse|I don't typically exercise|Male|Bisexual or Queer|Bachelor’s degree (BA, BS, B.Eng., etc.)||25 - 34 years old|Yes||The survey was too long|Very easy
4253|Yes|Yes|India|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Front-end developer;Full-stack developer;Mobile developer|6-8 years|6-8 years|Slightly dissatisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|More than 4 years ago||||||||||||||||||||||||||||||||||A recruiter contacted me|Indian rupees (₹)||Monthly||INR|Facebook;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Stack Overflow Enterprise|Less than a month|Received on-the-job training in software development||||Strongly agree|Strongly agree|Strongly agree|JavaScript;Objective-C;SQL;Swift;HTML;CSS|JavaScript;Objective-C;SQL;Swift;HTML;CSS|MongoDB;SQL Server;SQLite;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage|MongoDB;SQL Server;SQLite;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage|AWS;Azure;iOS;Mac OS;SharePoint;Firebase|AWS;Azure;iOS;Mac OS;SharePoint;Firebase|Node.js;React;Cordova|Node.js;React;Cordova|NetBeans;Visual Studio;Visual Studio Code;Xcode|MacOS|4|Mob programming|Git|Multiple times per day|Yes|Yes|The website I was visiting has interesting ads|Somewhat agree|Strongly agree|Somewhat disagree|Stopped going to a website because of their advertising||||||||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|Yes|Yes, and publicly|The person who came up with the idea|No|9|Multiple times per day|Yes|Daily or almost daily|No, I didn't know that Stack Overflow had a jobs board|No, I know what it is but I don't have one||Yes|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Very interested|Between 7:01 - 8:00 AM|9 - 12 hours|3 - 4 hours|1 - 2 times per week|Ergonomic keyboard or mouse|Daily or almost every day|Male||||||||
77697|Yes|Yes|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Front-end developer|0-2 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||JavaScript;HTML;CSS|JavaScript;Python;HTML;CSS||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
96566|Yes|Yes|Russian Federation|No|Employed full-time|Associate degree|Information systems, information technology, or system administration|100 to 499 employees|Back-end developer;Front-end developer;Full-stack developer;Mobile developer|12-14 years|3-5 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|6.0|1.0|5.0|2.0|7.0|9.0|10.0|4.0|8.0|3.0|1.0|7.0|6.0|4.0|9.0|8.0|10.0|3.0|5.0|11.0|2.0|1.0|2.0|5.0|4.0|3.0|2.0|6.0|7.0|4.0|1.0|5.0|3.0|My job status or other personal status changed|Russian rubles (₽)|125000|Monthly|26532.0|RUB|Confluence;Google Hangouts/Chat;Jira;Slack;Other chat system (IRC, proprietary software, etc.)|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Pre-scheduled tutoring or mentoring sessions with a friend or colleague||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Agree|Neither Agree nor Disagree|Neither Agree nor Disagree|C#;Go;Java;JavaScript;Python;TypeScript;HTML;CSS|Go;Java;JavaScript;Python;Rust;TypeScript;Kotlin;HTML;CSS|MongoDB;Redis;SQL Server;MySQL;PostgreSQL|MongoDB;Redis;SQL Server;MySQL;PostgreSQL|Android;Linux;Windows Desktop or Server|Android;Linux;Mac OS;Firebase|Angular;Django;Node.js;React;Spring|Angular;.NET Core;Django;Node.js;React;Spring|IntelliJ;Visual Studio Code|Windows|2|Agile;Scrum|Git|Multiple times per day|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Strongly disagree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Stopped going to a website because of their advertising|5.0|2.0|4.0|1.0|3.0|7.0|6.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes|A little bit interested|A little bit interested|Somewhat interested|Very interested|Very interested|Between 8:01 - 9:00 AM|Over 12 hours|3 - 4 hours|Never||I don't typically exercise|Male|Straight or heterosexual|Associate degree|White or of European descent|25 - 34 years old|Yes||The survey was an appropriate length|Neither easy nor difficult
62918|Yes|Yes|Poland|No|Not employed, and not looking for work|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Information systems, information technology, or system administration||Product manager|9-11 years||||||||||||||||||||||||||||||||||||||||||||||||Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Disagree|Disagree|Strongly agree|C#;F#;JavaScript;Python|F#;Go;Julia;Rust;Scala|SQL Server|Neo4j|Windows Desktop or Server|Android||.NET Core;TensorFlow;Torch/PyTorch|Notepad++;PyCharm;Visual Studio;Visual Studio Code|Windows|2|Agile;Scrum|Git;I don't use version control||Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Strongly agree|Neither agree nor disagree|Somewhat disagree|Clicked on an online advertisement;Stopped going to a website because of their advertising|1.0|6.0|2.0|4.0|5.0|3.0|7.0||"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|A few times per month or weekly|Yes|A few times per month or weekly|Yes|Yes|6|Yes|Not at all interested|Not at all interested|A little bit interested|Somewhat interested|Somewhat interested|I do not have a set schedule|5 - 8 hours|Less than 30 minutes|1 - 2 times per week|Ergonomic keyboard or mouse;Wrist/hand supports or braces|Daily or almost every day|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|Yes||The survey was an appropriate length|Neither easy nor difficult
93638|Yes|No|Italy|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Front-end developer;Game or graphics developer;Mobile developer|15-17 years|3-5 years|Slightly dissatisfied|Moderately satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|5.0|6.0|8.0|7.0|3.0|2.0|1.0|4.0|10.0|9.0|2.0|11.0|3.0|4.0|10.0|7.0|5.0|9.0|1.0|8.0|6.0|3.0|1.0|4.0|2.0|5.0|5.0|4.0|1.0|3.0|2.0|6.0|7.0|My job status or other personal status changed|Euros (€)|32000|Yearly|39164.0|EUR|Google Hangouts/Chat;Slack|Less than a month|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Agree|Strongly disagree|Disagree|C++;Java;Objective-C;Swift;Kotlin|Java;Kotlin|SQLite|SQLite|Android;iOS;Firebase|Android;Raspberry Pi;Firebase|React||Android Studio;Visual Studio|MacOS|2|Agile;Scrum|Git|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content|Somewhat agree|Somewhat agree|Neither agree nor disagree|Clicked on an online advertisement;Stopped going to a website because of their advertising|7.0|5.0|6.0|3.0|2.0|1.0|4.0|Increasing automation of jobs|Algorithms making important decisions|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|A few times per month or weekly|Yes|No, I know what it is but I don't have one|2|Yes|Not at all interested|Not at all interested|Very interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|5 - 8 hours|1 - 2 hours|Never||I don't typically exercise|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|Yes||The survey was too long|Somewhat easy
98602|Yes|No|Philippines|Yes, full-time|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Data or business analyst;Data scientist or machine learning specialist;Full-stack developer;Student|6-8 years|0-2 years||Extremely satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|I've never had a job|3.0|5.0|9.0|10.0|6.0|4.0|7.0|1.0|8.0|2.0|1.0|11.0|4.0|6.0|5.0|9.0|3.0|2.0|7.0|8.0|10.0|3.0|4.0|1.0|2.0|5.0|1.0|6.0|5.0|2.0|3.0|4.0|7.0|A friend told me about a job opportunity||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
14589|Yes|Yes|Australia|No|Independent contractor, freelancer, or self-employed|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Database administrator;Full-stack developer|21-23 years|15-17 years|Neither satisfied nor dissatisfied|Neither satisfied nor dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|8.0|9.0|3.0|1.0|6.0|4.0|2.0|7.0|5.0|10.0|8.0|3.0|2.0|6.0|10.0|1.0|11.0|4.0|9.0|5.0|7.0|2.0|5.0|4.0|1.0|3.0|3.0|4.0|2.0|1.0|7.0|5.0|6.0|My job status or other personal status changed|Australian dollars (A$)|120000||95968.0|AUD|||Taken a part-time in-person course in programming or software development;Contributed to open source software||||Neither Agree nor Disagree|Neither Agree nor Disagree|Disagree|C++;C#;JavaScript;SQL;VBA;VB.NET;Visual Basic 6;Delphi/Object Pascal;HTML;CSS||SQL Server;PostgreSQL;Microsoft Azure (Tables, CosmosDB, SQL, etc)|SQL Server;PostgreSQL;Amazon RDS/Aurora;Google BigQuery;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage|Android;Windows Desktop or Server;Windows Phone|Android;Windows Desktop or Server|Xamarin|.NET Core;Xamarin|Visual Studio|Windows|2|Agile;Scrum|Git;Subversion|Multiple times per day|Yes|Yes|The website I was visiting asked me to disable it|||Strongly agree|Stopped going to a website because of their advertising||||||||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|A governmental or other regulatory body|I don't care about it, or I haven't thought about it.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Unsure / I don't know|10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|A little bit interested|Somewhat interested|Extremely interested|Somewhat interested|Somewhat interested|Between 6:01 - 7:00 AM|9 - 12 hours|1 - 2 hours|3 - 4 times per week||3 - 4 times per week|Transgender|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||35 - 44 years old|No||The survey was too long|Very easy
25853|Yes|No|United States|No|Not employed, but looking for work|Some college/university study without earning a degree|A social science (ex. anthropology, psychology, political science)||Front-end developer;Student|0-2 years|0-2 years||Neither satisfied nor dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|Less than a year ago|1.0|10.0|7.0|4.0|3.0|9.0|5.0|2.0|6.0|8.0|4.0|5.0|10.0|9.0|6.0|3.0|8.0|2.0|11.0|7.0|1.0|1.0|2.0|4.0|3.0|5.0|2.0|6.0|3.0|5.0|7.0|1.0|4.0|My job status or other personal status changed|U.S. dollars ($)||Monthly||USD|||Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Completed an industry certification program (e.g. MCPD);Taught yourself a new language, framework, or tool without taking a formal course|A college/university computer science or software engineering book|||Agree|Strongly agree|Strongly agree|Java;JavaScript;PHP;Python;Ruby;SQL;HTML;CSS;Bash/Shell|C#|SQL Server;MySQL;PostgreSQL;MariaDB;Apache HBase;Apache Hive|MongoDB;Amazon DynamoDB;Amazon Redshift;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Windows Desktop or Server;WordPress|Android;AWS;ESP8266;Salesforce;SharePoint|Angular;Node.js;React|.NET Core;Django|Android Studio;Atom;Notepad++;Sublime Text;Visual Studio|Windows|2||Git|A few times per week|Yes|No||Somewhat agree|Somewhat agree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad)|||||||||Increasing automation of jobs|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, and I don't know what that is|10 (Very Likely)|No|Extremely interested|Not at all interested|Extremely interested|Extremely interested|Extremely interested|Before 5:00 AM|5 - 8 hours|1 - 2 hours|Never||Daily or almost every day|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No|Yes|The survey was an appropriate length|Very easy
49854|Yes|No|India|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Web development or web design|500 to 999 employees|Back-end developer;Database administrator;Full-stack developer|3-5 years|3-5 years|Extremely satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago||||||||||||||||||||||||||||||||||A recruiter contacted me|Indian rupees (₹)|800000|Monthly|150288.0|INR|Confluence;Jira;Slack;Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology|||Disagree|Strongly disagree|Strongly disagree|JavaScript;PHP;Python;Ruby;HTML;CSS|JavaScript;Python;Ruby;Kotlin;HTML;CSS|MySQL;PostgreSQL;Elasticsearch|MySQL;PostgreSQL;Elasticsearch|Amazon Echo;Heroku;Firebase|Amazon Echo;Heroku;Firebase||Django;React|RubyMine;Sublime Text;Vim|Linux-based|1|Agile;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting asked me to disable it|Somewhat agree|Somewhat agree|Strongly agree|Stopped going to a website because of their advertising||||||||Increasing automation of jobs|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, and publicly|The developer who wrote it|Yes|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|8|Yes|Extremely interested|Somewhat interested|Very interested|Extremely interested|Extremely interested|Between 7:01 - 8:00 AM|9 - 12 hours|3 - 4 hours|Never|Wrist/hand supports or braces|I don't typically exercise|Male|Straight or heterosexual|Other doctoral degree (Ph.D, Ed.D., etc.)||25 - 34 years old|No||The survey was an appropriate length|Neither easy nor difficult
71440|Yes|Yes|France|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Web development or web design|Fewer than 10 employees|Back-end developer;Desktop or enterprise applications developer;Front-end developer;Mobile developer|12-14 years|6-8 years|Extremely satisfied|Slightly satisfied|Working as a founder or co-founder of my own company|I am not interested in new job opportunities|More than 4 years ago|9.0|7.0|6.0|1.0|3.0|5.0|2.0|4.0|10.0|8.0|1.0|2.0|7.0|11.0|6.0|8.0|9.0|3.0|4.0|5.0|10.0|||||||||||||My job status or other personal status changed|Euros (€)|38000|Yearly|46507.0|EUR|Trello|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;The technology’s online help system|||Neither Agree nor Disagree|Agree|Neither Agree nor Disagree|Java;JavaScript;PHP;SQL;VB.NET;HTML;CSS|CoffeeScript;PHP;SQL;HTML;CSS|MySQL;SQLite|MongoDB|Heroku;Raspberry Pi;Firebase|Android;Arduino;Raspberry Pi;Firebase|Node.js;Cordova|Angular;Node.js;React|Atom|Windows|2|Agile|I don't use version control||Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website|Somewhat disagree|Somewhat disagree|Somewhat agree||1.0|2.0|3.0|4.0|7.0|5.0|6.0|Algorithms making important decisions|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|Upper management at the company/organization|No|9|Daily or almost daily|Yes|Less than once per month or monthly|Yes|Yes|7|I'm not sure|Not at all interested|Not at all interested|Somewhat interested|Not at all interested|A little bit interested|Between 9:01 - 10:00 AM|Over 12 hours|1 - 2 hours|3 - 4 times per week||3 - 4 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Somewhat easy
87360|Yes|Yes|United States|Yes, full-time|Employed part-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|10,000 or more employees|DevOps specialist;Student;System administrator|3-5 years|0-2 years|Extremely satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|Less than a year ago|10.0|7.0|2.0|4.0|8.0|5.0|9.0|1.0|6.0|3.0|2.0|8.0|3.0|6.0|10.0|11.0|4.0|1.0|7.0|5.0|9.0|4.0|1.0|2.0|3.0|5.0|2.0|3.0|6.0|1.0|4.0|7.0|5.0|A recruiter contacted me|U.S. dollars ($)|54000|Yearly|54000.0|USD|Google Hangouts/Chat;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Less than a month|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Internal Wikis, chat rooms, or documentation set up by my company for employees;The technology’s online help system||Because I find it enjoyable|Neither Agree nor Disagree|Agree|Disagree|C;C++;Java;JavaScript;Python;Scala;HTML;CSS;Bash/Shell|C++;Go;Python;Bash/Shell|Cassandra;MongoDB;Redis;MySQL;PostgreSQL;MariaDB;Memcached||AWS;Google Cloud Platform/App Engine;Linux;Mac OS;Serverless|AWS;Google Cloud Platform/App Engine;Linux;Serverless|Django;Node.js;Spark|Angular;React;TensorFlow|Atom;Eclipse;IntelliJ;Notepad++;Vim||3||Git;Zip file back-ups|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website;I wanted to view a specific advertisement|Somewhat agree|Somewhat agree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|5.0|1.0|4.0|2.0|6.0|7.0|3.0|Algorithms making important decisions|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is||Yes|7|Daily or almost daily|Yes|Daily or almost daily|Yes|No, I know what it is but I don't have one|5|Yes|Somewhat interested|Somewhat interested|Somewhat interested|A little bit interested|A little bit interested|I do not have a set schedule|5 - 8 hours|30 - 59 minutes|1 - 2 times per week||I don't typically exercise|Female;Transgender|Asexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|East Asian|18 - 24 years old|No|No|The survey was an appropriate length|Somewhat easy
96116|Yes|Yes|Italy|No|Employed full-time|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||20 to 99 employees|Back-end developer;Desktop or enterprise applications developer;DevOps specialist;Front-end developer;Full-stack developer|9-11 years|3-5 years|Moderately satisfied|Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Less than a year ago|||||||||||2.0|10.0|6.0|9.0|5.0|11.0|1.0|4.0|7.0|8.0|3.0|||||||||||||A recruiter contacted me|Euros (€)|1730|Monthly|25404.0|EUR|Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Other chat system (IRC, proprietary software, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Neither Agree nor Disagree|Strongly agree|Strongly disagree|Groovy;Java;JavaScript;PHP;SQL;HTML;CSS;Bash/Shell|Groovy;Java;Python;R;Ruby;Scala;TypeScript;Kotlin;HTML;CSS|MongoDB;SQL Server;MySQL;Oracle;IBM Db2|Cassandra;MongoDB;SQLite;MariaDB;Apache Hive;Google BigQuery;Neo4j;Elasticsearch|Android;Arduino;AWS;Heroku;Linux;Raspberry Pi;Windows Desktop or Server;WordPress|Android;Arduino;Heroku;Raspberry Pi;Firebase|Spring|Angular;Hadoop;Node.js;React;Spark;Cordova;Xamarin;Spring;TensorFlow;Torch/PyTorch|Android Studio;Eclipse;Notepad++;Vim|Windows|2|Agile;Extreme programming (XP)|Git;Subversion|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website|Neither agree nor disagree|Somewhat agree|Strongly disagree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|5.0|6.0|2.0|4.0|7.0|1.0|3.0|Algorithms making important decisions|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|Yes|No, I have one but it's out of date|8|Yes|Somewhat interested|Not at all interested|Very interested|A little bit interested|Extremely interested|Between 7:01 - 8:00 AM|Over 12 hours|1 - 2 hours|Never||1 - 2 times per week|Male|Straight or heterosexual|Primary/elementary school|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Somewhat easy
91177|Yes|Yes|Spain|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Full-stack developer;Mobile developer|9-11 years|6-8 years|Extremely satisfied|Extremely satisfied|Working as an engineering manager or other functional manager|I am not interested in new job opportunities|Less than a year ago|9.0|3.0|4.0|5.0|2.0|6.0|8.0|1.0|7.0|10.0|1.0|11.0|3.0|7.0|8.0|2.0|6.0|5.0|9.0|4.0|10.0|||||||||||||I saw an employer’s advertisement|Euros (€)|42000|Yearly|51403.0|EUR|Confluence;Jira;Slack;Other chat system (IRC, proprietary software, etc.)|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher|||Agree|Strongly disagree|Disagree|Java;JavaScript;Scala;TypeScript;Kotlin;HTML;CSS|Kotlin|||Android;Arduino;AWS;ESP8266;Heroku;Firebase|Android;Arduino;AWS;ESP8266;Firebase|React||Android Studio;IntelliJ|MacOS|2|Agile;Extreme programming (XP);Kanban;Pair programming|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website|Neither agree nor disagree|Somewhat agree|Somewhat agree|Clicked on an online advertisement;Stopped going to a website because of their advertising|3.0|2.0|5.0|1.0|4.0|6.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The person who came up with the idea|Yes|9|Daily or almost daily|Yes|A few times per month or weekly|Yes|No, I know what it is but I don't have one|7|Yes|Somewhat interested|Not at all interested|Somewhat interested|Very interested|Very interested|Between 7:01 - 8:00 AM|9 - 12 hours|3 - 4 hours|Never|Standing desk;Ergonomic keyboard or mouse|I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
5891|Yes|Yes|Germany|No|Employed full-time|Professional degree (JD, MD, etc.)|A humanities discipline (ex. literature, history, philosophy)|1,000 to 4,999 employees|Back-end developer;Engineering manager;Front-end developer;Full-stack developer;Mobile developer|6-8 years|6-8 years|Moderately dissatisfied|Slightly satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
59212|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Back-end developer;Designer;DevOps specialist;Front-end developer;Full-stack developer;QA or test developer|12-14 years|6-8 years|Neither satisfied nor dissatisfied|Neither satisfied nor dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|More than 4 years ago|2.0|4.0|1.0|5.0|6.0|3.0|10.0|9.0|7.0|8.0|1.0|2.0|4.0|9.0|8.0|5.0|11.0|6.0|10.0|3.0|7.0|||||||||||||My job status or other personal status changed|U.S. dollars ($)||||||||||||||Java;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell|Java;JavaScript;Ruby;TypeScript;HTML;CSS;Bash/Shell|Amazon DynamoDB;Amazon Redshift;Amazon RDS/Aurora|Amazon DynamoDB;Elasticsearch|AWS;Linux|AWS;Linux|React;Spring|React;Spring|Eclipse;Vim;Visual Studio Code|Linux-based|2||Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Somewhat agree|Strongly agree||1.0|6.0|2.0|4.0|3.0|7.0|5.0|Increasing automation of jobs|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|Upper management at the company/organization|Yes|4|Less than once per month or monthly|No||No, I didn't know that Stack Overflow had a jobs board|||No|Not at all interested|Not at all interested|Somewhat interested|Somewhat interested|Not at all interested|Between 9:01 - 10:00 AM|9 - 12 hours|30 - 59 minutes|Never|Standing desk;Fatigue-relieving floor mat|I don't typically exercise|||||||||
52845|Yes|No|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Full-stack developer|3-5 years|3-5 years|Moderately dissatisfied|Moderately dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Less than a year ago|9.0|3.0|8.0|1.0|2.0|6.0|10.0|5.0|7.0|4.0|1.0|9.0|3.0|2.0|4.0|11.0|5.0|7.0|8.0|10.0|6.0|2.0|1.0|5.0|3.0|4.0|3.0|5.0|4.0|2.0|1.0|7.0|6.0|My job status or other personal status changed|Indian rupees (₹)|1355000|Yearly|21212.0|INR|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Other chat system (IRC, proprietary software, etc.)|Less than a month|Taken a part-time in-person course in programming or software development;Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;The technology’s online help system|||Agree|Neither Agree nor Disagree|Disagree|C#;Java;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell|C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell|SQL Server;MySQL;Oracle|SQL Server|Linux;Windows Desktop or Server;WordPress|Linux;Windows Desktop or Server;WordPress|Angular|Angular;.NET Core;Node.js;Cordova;Xamarin|Visual Studio;Visual Studio Code|Windows|2|Agile;Scrum|Git;Team Foundation Version Control|Multiple times per day|I'm not sure/I don't know|||Strongly agree|Strongly agree|Strongly disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|1.0|2.0|3.0|6.0|7.0|5.0|4.0|Algorithms making important decisions|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|Somewhat interested|Somewhat interested|Extremely interested|Extremely interested|Extremely interested|Between 6:01 - 7:00 AM|9 - 12 hours|1 - 2 hours|Never|Standing desk;Fatigue-relieving floor mat;Ergonomic keyboard or mouse|Daily or almost every day|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|South Asian|25 - 34 years old|No||The survey was too long|Somewhat easy
69278|Yes|Yes|Slovakia|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer;System administrator|24-26 years|18-20 years|Moderately satisfied|Slightly satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|7.0|3.0|8.0|4.0|2.0|5.0|6.0|1.0|10.0|9.0|1.0|2.0|3.0|8.0|10.0|6.0|11.0|5.0|4.0|9.0|7.0|4.0|1.0|5.0|3.0|2.0|6.0|3.0|4.0|2.0|1.0|5.0|7.0|My job status or other personal status changed|Euros (€)|||||Confluence;Google Hangouts/Chat;Jira|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees|||Agree|Agree|Neither Agree nor Disagree|Java;JavaScript;PHP;Ruby;SQL;HTML;CSS;Bash/Shell|Java;JavaScript;Lua;Python;Ruby;SQL;HTML;CSS;Bash/Shell|SQL Server;MySQL;PostgreSQL|SQL Server;MySQL;PostgreSQL;MariaDB;Memcached|Android;ESP8266;Linux;Raspberry Pi;Windows Desktop or Server|Android;Arduino;ESP8266;Linux;Raspberry Pi|Node.js;Spring|Angular;React;Spring|Eclipse;Sublime Text;Vim|Linux-based|2|Pair programming|Git;Subversion|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website|Somewhat agree|Somewhat agree|Strongly disagree||1.0|6.0|2.0|7.0|5.0|3.0|4.0|Algorithms making important decisions|"Artificial intelligence surpassing human intelligence (""the singularity"")"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|The developer who wrote it|Unsure / I don't know|10 (Very Likely)|A few times per week|Yes|A few times per week|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|A little bit interested|Not at all interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|35 - 44 years old|Yes||The survey was too long|Somewhat easy
85122|Yes|No|Germany|||Some college/university study without earning a degree|Information systems, information technology, or system administration||Front-end developer;Full-stack developer|24-26 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||Java|Java;TypeScript||||||Angular|Eclipse|Windows|2|Agile;Extreme programming (XP);Kanban|Subversion|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it|Somewhat disagree|Somewhat disagree|Strongly agree||6.0|1.0|3.0|7.0|5.0|4.0|2.0|Increasing automation of jobs|Increasing automation of jobs|Prominent industry leaders|I'm worried about the dangers more than I'm excited about the possibilities.|No|Depends on what it is|||9|Daily or almost daily|No||Yes||8|No|Somewhat interested|Somewhat interested|Very interested|Very interested|Very interested|Between 6:01 - 7:00 AM|5 - 8 hours|Less than 30 minutes|Never||1 - 2 times per week|||||||||
70454|Yes|No|United States|No|Not employed, and not looking for work|Primary/elementary school|||Student|3-5 years|||||I’m not actively looking, but I am open to new opportunities|I've never had a job|10.0|9.0|6.0|2.0|5.0|3.0|1.0|4.0|7.0|8.0|1.0|3.0|9.0|6.0|10.0|7.0|2.0|4.0|5.0|8.0|11.0|5.0|1.0|4.0|3.0|2.0|5.0|2.0|4.0|1.0|6.0|3.0|7.0|I did not receive an expected change in compensation|U.S. dollars ($)||Monthly||USD|||||||Agree|Agree|Neither Agree nor Disagree|Java;JavaScript;Python|Java;JavaScript;Python|Oracle||Amazon Echo;Android;Apple Watch or Apple TV;Arduino;Google Home;Linux;Windows Desktop or Server|Android;Apple Watch or Apple TV;Google Home;Linux;Windows Desktop or Server|TensorFlow|TensorFlow|Eclipse|Windows|4||I don't use version control||I'm not sure/I don't know|||Neither agree nor disagree|Strongly agree|Somewhat agree|Clicked on an online advertisement|6.0|3.0|4.0|2.0|1.0|5.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|Nobody|I don't care about it, or I haven't thought about it.|Depends on what it is|No|The person who came up with the idea|Unsure / I don't know|10 (Very Likely)|A few times per week|I'm not sure / I can't remember||No, I didn't know that Stack Overflow had a jobs board|||I'm not sure|Somewhat interested|Very interested|Somewhat interested|Very interested|Very interested|I do not have a set schedule|1 - 4 hours|30 - 59 minutes|Never|Standing desk;Fatigue-relieving floor mat;Ergonomic keyboard or mouse|1 - 2 times per week|Female|Straight or heterosexual||||No|No|The survey was an appropriate length|Neither easy nor difficult
91347|No|No|South Africa|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10 to 19 employees|Back-end developer;Mobile developer|6-8 years|3-5 years|Extremely satisfied|Extremely satisfied|Working as an engineering manager or other functional manager|I’m not actively looking, but I am open to new opportunities|Less than a year ago|5.0|3.0|9.0|6.0|2.0|8.0|10.0|1.0|7.0|4.0|1.0|6.0|10.0|7.0|9.0|4.0|2.0|11.0|8.0|5.0|3.0|1.0|2.0|4.0|5.0|3.0|4.0|5.0|7.0|3.0|1.0|2.0|6.0|My job status or other personal status changed||||||Confluence;Facebook;Slack;Trello|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees;Pre-scheduled tutoring or mentoring sessions with a friend or colleague;Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system||To build my professional network|Neither Agree nor Disagree|Strongly disagree|Strongly disagree|||||||||||||||||||||||||||||||||||||10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|Yes|Yes|10 (Very Likely)|Yes|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Between 5:00 - 6:00 AM|9 - 12 hours|1 - 2 hours|3 - 4 times per week|Ergonomic keyboard or mouse|1 - 2 times per week|||||||||
73546|Yes|No|Russian Federation|Yes, full-time|Independent contractor, freelancer, or self-employed|Some college/university study without earning a degree|Mathematics or statistics||Designer;Desktop or enterprise applications developer;Front-end developer;Game or graphics developer;Mobile developer;Student|6-8 years|0-2 years||Slightly satisfied||I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|5.0|2.0|4.0|6.0|9.0|8.0|3.0|7.0|10.0|1.0|2.0|4.0|1.0|9.0|7.0|10.0|6.0|3.0|11.0|5.0|8.0|1.0|4.0|2.0|3.0|5.0|7.0|4.0|2.0|6.0|5.0|1.0|3.0|I did not receive an expected change in compensation|Russian rubles (₽)|6000|Monthly|1272.0|RUB|||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow|||Strongly disagree|Neither Agree nor Disagree|Neither Agree nor Disagree|C;C++;C#;JavaScript;Objective-C;SQL;VBA;VB.NET;Delphi/Object Pascal;HTML;CSS|Java;Objective-C;SQL;Swift;VBA;VB.NET;HTML;CSS|MySQL;SQLite|SQLite;Google BigQuery;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage|Arduino;iOS;Mac OS|Android;Apple Watch or Apple TV;iOS;Mac OS|.NET Core||Xcode|MacOS|1||Git|Less than once per month|Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Somewhat disagree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad)|5.0|4.0|1.0|3.0|6.0|7.0|2.0|Algorithms making important decisions|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|Upper management at the company/organization|Unsure / I don't know|10 (Very Likely)|A few times per week|Yes|I have never participated in Q&A on Stack Overflow|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||No|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 8:01 - 9:00 AM|5 - 8 hours|Less than 30 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|East Asian|18 - 24 years old|No||The survey was too long|Somewhat easy
28769|Yes|Yes|India||Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer;Designer;Front-end developer;Full-stack developer;Game or graphics developer;Mobile developer|3-5 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||Java;JavaScript;PHP;Python;SQL;HTML;CSS|JavaScript;PHP;SQL;HTML;CSS|MongoDB;Redis;MySQL;PostgreSQL;Oracle;MariaDB|Amazon DynamoDB;Google Cloud Storage;Neo4j|Android;Google Cloud Platform/App Engine;WordPress||Node.js;Spring|Django;Cordova|Android Studio;Eclipse;Notepad++;PHPStorm;PyCharm|Windows|2|Agile|Git|A few times per week|Yes|Yes||Strongly disagree|Strongly disagree|Strongly disagree||||||||||||||||||||||||||||||||||||||||||||
42804|Yes|No|United States|No|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|A social science (ex. anthropology, psychology, political science)||Student|0-2 years|||||I am actively looking for a job|Less than a year ago|3.0|5.0|6.0|8.0|4.0|2.0|7.0|1.0|10.0|9.0|1.0|4.0|3.0|6.0|11.0|2.0|10.0|5.0|9.0|7.0|8.0|3.0|1.0|4.0|2.0|5.0|6.0|4.0|1.0|5.0|7.0|3.0|2.0|My job status or other personal status changed|U.S. dollars ($)|||||||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Tapping your network of friends, family, and peers versed in the technology||To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers|Agree|Agree|Agree|Matlab;Python;Bash/Shell|C;C++;Python;Bash/Shell|||Linux|Linux|||Vim|Linux-based|1||Git|Never|Yes|No||Strongly disagree|Somewhat agree|Strongly agree|Stopped going to a website because of their advertising|7.0|1.0|5.0|3.0|2.0|6.0|4.0||Increasing automation of jobs|Nobody|I'm excited about the possibilities more than worried about the dangers.|No|No|The person who came up with the idea|Unsure / I don't know|6|A few times per month or weekly|No||No, I didn't know that Stack Overflow had a jobs board|||No|Somewhat interested|A little bit interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|5 - 8 hours|Less than 30 minutes|Daily or almost every day||I don't typically exercise|Male|Straight or heterosexual|Professional degree (JD, MD, etc.)|White or of European descent|25 - 34 years old|No|No|The survey was an appropriate length|Very easy
19782|Yes|No|India|Yes, full-time|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Mobile developer|6-8 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||Java|Java|MongoDB|MongoDB|Android|Android|React|React|Android Studio|Windows|1|Agile|Git;Zip file back-ups|Multiple times per day|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Somewhat agree|Stopped going to a website because of their advertising||||||||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"||||||||||||||||||||||||||||||||||
10128|No|Yes|Morocco|Yes, full-time|Not employed, and not looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Data or business analyst;Data scientist or machine learning specialist;Database administrator;Student|3-5 years|0-2 years||Neither satisfied nor dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|I've never had a job|5.0|6.0|9.0|2.0|7.0|8.0|1.0|4.0|10.0|3.0|1.0|3.0|4.0|10.0|7.0|9.0|8.0|6.0|11.0|5.0|2.0|1.0|2.0|3.0|4.0|5.0|3.0|6.0|5.0|2.0|1.0|7.0|4.0|I did not receive an expected change in compensation||||||||Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Strongly agree|Strongly agree|Strongly disagree|C;C++;Java;JavaScript;Matlab;Python;R;SQL;VBA;VB.NET;Visual Basic 6;HTML;CSS;Bash/Shell|Go;Julia;Lua;Objective-C;Perl;PHP;Ruby;Rust;Scala;Swift;TypeScript;Cobol|SQL Server;MySQL;Apache HBase;Apache Hive;Google BigQuery|Cassandra;MongoDB;IBM Db2;Amazon DynamoDB;Google BigQuery|Android;Linux;Windows Desktop or Server|Apple Watch or Apple TV;IBM Cloud or Watson;iOS;Mac OS;Firebase|Hadoop;TensorFlow|Node.js;Spark;Torch/PyTorch|Android Studio;Atom;Eclipse;IPython / Jupyter;Notepad++;RStudio;Sublime Text;Vim;Visual Studio;Visual Studio Code|Linux-based|1||Git;Zip file back-ups|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Neither agree nor disagree|Neither agree nor disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|1.0|2.0|6.0|5.0|4.0|3.0|7.0||"Artificial intelligence surpassing human intelligence (""the singularity"")"|Nobody|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|The developer who wrote it|Yes|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|Somewhat interested|A little bit interested|A little bit interested|Very interested|Somewhat interested|I do not have a set schedule|Over 12 hours|1 - 2 hours|Daily or almost every day||I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||18 - 24 years old|No||The survey was an appropriate length|Neither easy nor difficult
27991|Yes|No|India|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;Desktop or enterprise applications developer;Full-stack developer|12-14 years|6-8 years|Moderately satisfied|Extremely satisfied|Working as an engineering manager or other functional manager|I am not interested in new job opportunities|Less than a year ago|10.0|2.0|6.0|8.0|9.0|5.0|3.0|7.0|1.0|4.0||||||||||||||||||||||||My job status or other personal status changed|Indian rupees (₹)||Monthly||INR|Jira|Less than a month|||||Strongly agree|Disagree|Agree|C#;JavaScript;HTML||SQL Server;MySQL;SQLite;Oracle;MariaDB;IBM Db2|Google BigQuery;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage|Azure;Serverless;Windows Desktop or Server|Android;Azure;Linux;Serverless;Windows Desktop or Server||Angular;.NET Core;Node.js;Xamarin|Atom;Visual Studio;Visual Studio Code|Windows|1|Agile;Scrum|Git;Team Foundation Version Control|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The website I was visiting asked me to disable it|Somewhat agree|Somewhat disagree|Neither agree nor disagree||2.0|4.0|1.0|5.0|7.0|3.0|6.0|Increasing automation of jobs|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|A few times per month or weekly|Yes|Yes|10 (Very Likely)|Yes|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Between 6:01 - 7:00 AM|5 - 8 hours|30 - 59 minutes|Never|Ergonomic keyboard or mouse;Wrist/hand supports or braces|Daily or almost every day|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|South Asian|35 - 44 years old|Yes||The survey was too long|Very easy
45393|Yes|No|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Back-end developer;Data scientist or machine learning specialist|3-5 years|0-2 years|Slightly dissatisfied|Slightly dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|4.0|5.0|3.0|2.0|8.0|9.0|10.0|1.0|6.0|7.0|1.0|2.0|3.0|5.0|8.0|6.0|9.0|7.0|10.0|11.0|4.0|2.0|1.0|5.0|4.0|3.0|1.0|7.0|4.0|2.0|3.0|5.0|6.0|A recruiter contacted me|Indian rupees (₹)||Monthly||INR|Other chat system (IRC, proprietary software, etc.)|One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To help me find new job opportunities;To win prizes or cash awards;Because I find it enjoyable|Agree|Strongly agree|Neither Agree nor Disagree||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
4411|Yes|No|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|||||3-5 years||Moderately dissatisfied|Working as an engineering manager or other functional manager|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|6.0|1.0|10.0|4.0|3.0|7.0|2.0|8.0|5.0|9.0||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
65460|No|No|United Kingdom|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Another engineering discipline (ex. civil, electrical, mechanical)|1,000 to 4,999 employees|Desktop or enterprise applications developer|18-20 years|18-20 years|Moderately dissatisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|1.0|6.0|8.0|4.0|3.0|2.0|7.0|5.0|9.0|10.0|1.0|6.0|3.0|5.0|10.0|2.0|9.0|8.0|7.0|11.0|4.0|2.0|1.0|5.0|3.0|4.0|5.0|7.0|1.0|3.0|2.0|6.0|4.0|I had a negative experience or interaction at work|British pounds sterling (£)|48000|Yearly|66674.0|GBP|Slack;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees;The technology’s online help system|||Neither Agree nor Disagree|Disagree|Disagree|C++;Python;Delphi/Object Pascal;Bash/Shell|C++;JavaScript;Python;Kotlin;Bash/Shell|SQLite||Linux;Windows Desktop or Server|Android;Linux||TensorFlow;Torch/PyTorch|Atom;Notepad++|Windows|2|Agile;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies);Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to support the website I was visiting by viewing their ads|Strongly agree|Neither agree nor disagree|Strongly disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|1.0|4.0|2.0|3.0|7.0|6.0|5.0|Algorithms making important decisions|Increasing automation of jobs||I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|Upper management at the company/organization|Yes|9|A few times per week|I'm not sure / I can't remember||Yes||7|No|A little bit interested|Not at all interested|Not at all interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|9 - 12 hours|1 - 2 hours|1 - 2 times per week|Ergonomic keyboard or mouse|1 - 2 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|45 - 54 years old|Yes||The survey was an appropriate length|Very easy
43683|Yes|No|India|Yes, full-time|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Student|3-5 years|||||I’m not actively looking, but I am open to new opportunities|I've never had a job|6.0|7.0|5.0|2.0|3.0|1.0|10.0|4.0|8.0|9.0|1.0|10.0|9.0|5.0|11.0|7.0|6.0|3.0|4.0|2.0|8.0|2.0|1.0|3.0|4.0|5.0|1.0|6.0|5.0|2.0|4.0|3.0|7.0|My job status or other personal status changed|Indian rupees (₹)|||||||Taken an online course in programming or software development (e.g. a MOOC);Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|||Because I find it enjoyable|Neither Agree nor Disagree|Agree|Disagree|C;C++;C#;Java;JavaScript;SQL;HTML|Python;Rust;Bash/Shell||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
30113|Yes|Yes|Germany|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Information systems, information technology, or system administration|20 to 99 employees|Back-end developer;Engineering manager|6-8 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||JavaScript;Python||PostgreSQL;Amazon DynamoDB||AWS;Serverless||React||Atom|MacOS|1|Agile;Kanban;Pair programming;Scrum|Git|Once a day|No|||Somewhat agree|Strongly agree|Somewhat disagree||1.0|6.0|2.0|3.0|7.0|5.0|4.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs||||||||||||||||||||||||||||||||||
82922|Yes|No|Russian Federation|Yes, full-time|Not employed, but looking for work|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering||Game or graphics developer;Student|0-2 years|0-2 years||Extremely dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|I've never had a job|1.0|3.0|4.0|10.0|7.0|8.0|5.0|2.0|6.0|9.0|4.0|7.0|8.0|10.0|5.0|9.0|3.0|2.0|11.0|6.0|1.0|2.0|4.0|3.0|5.0|1.0|4.0|2.0|5.0|1.0|7.0|6.0|3.0|I saw an employer’s advertisement|Russian rubles (₽)|1800|Monthly|384.0|RUB|||Taken an online course in programming or software development (e.g. a MOOC)||||Agree|Strongly agree|Disagree|C++;C#;JavaScript;HTML;CSS|C#|MySQL||Windows Desktop or Server;WordPress|Windows Desktop or Server|.NET Core;Node.js;React|.NET Core|Sublime Text;Visual Studio|Windows|1||I don't use version control||Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Neither agree nor disagree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|3.0|5.0|2.0|4.0|6.0|1.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|No|The person who came up with the idea|No|10 (Very Likely)|A few times per month or weekly|No||No, I didn't know that Stack Overflow had a jobs board|||I'm not sure|Extremely interested|Very interested|Very interested|Extremely interested|Very interested|Between 6:01 - 7:00 AM|Over 12 hours|30 - 59 minutes|Never||I don't typically exercise|Female|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Very easy
51215|No|No|France|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Front-end developer|3-5 years|3-5 years|Moderately satisfied|Neither satisfied nor dissatisfied|Working in a career completely unrelated to software development|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|3.0|2.0|6.0|5.0|1.0|10.0|4.0|7.0|8.0|9.0||||||||||||2.0|1.0|3.0|5.0|4.0||||||||I did not receive an expected change in compensation|Euros (€)|||||Other chat system (IRC, proprietary software, etc.)|Less than a month|||||Agree|Strongly disagree|Disagree|||||||||Atom;Visual Studio Code|Windows|2|Agile;Pair programming|Git|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content|Somewhat disagree|Strongly disagree|Somewhat agree|Clicked on an online advertisement||||||||Algorithms making important decisions|Increasing automation of jobs|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|Yes|No, I know what it is but I don't have one|6|Yes|A little bit interested|Very interested|Extremely interested|A little bit interested|Somewhat interested|Between 6:01 - 7:00 AM|9 - 12 hours|3 - 4 hours|1 - 2 times per week||Daily or almost every day|Female|Straight or heterosexual|Other doctoral degree (Ph.D, Ed.D., etc.)||25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
18883|Yes|Yes|India|No|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Back-end developer|0-2 years|||||I am actively looking for a job|I've never had a job|8.0|10.0|2.0|1.0|4.0|6.0|5.0|3.0|7.0|9.0|1.0|10.0|7.0|8.0|4.0|2.0|6.0|5.0|9.0|3.0|11.0|1.0|2.0|3.0|4.0|5.0|2.0|3.0|6.0|1.0|7.0|4.0|5.0|A friend told me about a job opportunity|Indian rupees (₹)|||||||Taken a part-time in-person course in programming or software development;Completed an industry certification program (e.g. MCPD)||||Agree|Agree|Strongly disagree|Java;JavaScript;HTML;CSS|Java;JavaScript;HTML;CSS|SQL Server;MySQL;Oracle|SQL Server;MySQL;Oracle|Windows Desktop or Server|Google Cloud Platform/App Engine;Windows Desktop or Server|Spring|Spring|Eclipse;NetBeans;Notepad++|Windows|1|||Multiple times per day|No|||Strongly agree|Strongly agree|Neither agree nor disagree|Stopped going to a website because of their advertising|7.0|3.0|5.0|4.0|1.0|2.0|6.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions||I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|The developer who wrote it|Unsure / I don't know|5|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|Very interested|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Between 7:01 - 8:00 AM|5 - 8 hours|1 - 2 hours|Daily or almost every day||I don't typically exercise|Female|Asexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)||18 - 24 years old|No||The survey was an appropriate length|Neither easy nor difficult
88334|Yes|Yes|Germany|Yes, full-time|Employed full-time|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||1,000 to 4,999 employees|Back-end developer;Data scientist or machine learning specialist;Full-stack developer;Mobile developer|6-8 years|0-2 years|Slightly dissatisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|Between 2 and 4 years ago|3.0|7.0|6.0|1.0|5.0|9.0|8.0|4.0|10.0|2.0|2.0|6.0|7.0|10.0|3.0|9.0|8.0|5.0|11.0|4.0|1.0|3.0|1.0|4.0|2.0|5.0|7.0|1.0|2.0|6.0|3.0|5.0|4.0|A friend told me about a job opportunity|Euros (€)|17000|Yearly|20806.0|EUR|Confluence;Jira;Slack|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Participated in a hackathon;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To help me find new job opportunities;To win prizes or cash awards;Because I find it enjoyable|Agree|Agree|Disagree|Java;JavaScript;Python;Swift;TypeScript;Kotlin;HTML;CSS;Bash/Shell|Go;Rust|MongoDB;Redis;Neo4j||Android;AWS;Azure;iOS;Linux|Android;Arduino;AWS;Linux|Node.js;React;Spring;TensorFlow|Hadoop;Spark;TensorFlow;Torch/PyTorch|Android Studio;IntelliJ;IPython / Jupyter;Vim;Visual Studio Code|Linux-based|2|Agile;Kanban;Pair programming;Scrum|Git|Multiple times per day|Yes|No||Strongly disagree|Somewhat disagree|Somewhat agree||5.0|7.0|3.0|2.0|1.0|4.0|6.0|Increasing automation of jobs|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|9|Daily or almost daily|Yes|A few times per week|Yes|Yes|7|Yes|Somewhat interested|A little bit interested|Not at all interested|Somewhat interested|Somewhat interested|Between 6:01 - 7:00 AM|5 - 8 hours|30 - 59 minutes|Never||3 - 4 times per week|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|18 - 24 years old|No||The survey was too long|Somewhat easy
63046|No|No|United Kingdom|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Back-end developer;Front-end developer;Full-stack developer|15-17 years|9-11 years|Extremely satisfied|Neither satisfied nor dissatisfied|Working in a career completely unrelated to software development|I am not interested in new job opportunities|Less than a year ago|2.0|10.0|1.0|8.0|7.0|4.0|9.0|5.0|6.0|3.0|1.0|5.0|7.0|10.0|4.0|3.0|6.0|8.0|11.0|9.0|2.0|||||||||||||I had a negative experience or interaction at work|British pounds sterling (£)|41000|Yearly|56951.0|GBP|Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in a hackathon|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Agree|Disagree|Agree|C#;Java;JavaScript;SQL;TypeScript;HTML;CSS|C++;C#;JavaScript;SQL;TypeScript;HTML;CSS|MongoDB;SQL Server|SQL Server|Windows Desktop or Server|Amazon Echo;AWS;Azure;Gaming console;Windows Desktop or Server;Windows Phone||.NET Core;Node.js|Notepad++;Visual Studio;Visual Studio Code|Windows|2|Agile;Scrum|Git;Team Foundation Version Control|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website|Neither agree nor disagree|Neither agree nor disagree|Somewhat agree||1.0|3.0|4.0|5.0|2.0|7.0|6.0|Increasing automation of jobs|Increasing automation of jobs||I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is||Unsure / I don't know|10 (Very Likely)|Multiple times per day|Yes|Daily or almost daily|Yes|No, I have one but it's out of date|9|Yes|Somewhat interested|Somewhat interested|Very interested|Very interested|Very interested|Between 6:01 - 7:00 AM|5 - 8 hours|30 - 59 minutes|Never||3 - 4 times per week|Male|Straight or heterosexual|Some college/university study without earning a degree|White or of European descent|35 - 44 years old|No||The survey was an appropriate length|Very easy
72572|Yes|No|India|Yes, full-time|Independent contractor, freelancer, or self-employed|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering||Data or business analyst;Data scientist or machine learning specialist;Front-end developer;Game or graphics developer;Mobile developer;QA or test developer;System administrator|6-8 years|3-5 years|Extremely dissatisfied|Neither satisfied nor dissatisfied|Working as a founder or co-founder of my own company|I am actively looking for a job|More than 4 years ago|4.0|10.0|9.0|6.0|5.0|3.0|8.0|1.0|2.0|7.0|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||10 (Very Likely)|Less than once per month or monthly|Yes|Less than once per month or monthly|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|A little bit interested|Very interested|Extremely interested|Somewhat interested|A little bit interested|Between 7:01 - 8:00 AM|5 - 8 hours|Over 4 hours|1 - 2 times per week|Ergonomic keyboard or mouse|I don't typically exercise|||||||||
4968|Yes|Yes|Canada|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Back-end developer;Full-stack developer|12-14 years|6-8 years|Extremely satisfied|Moderately satisfied|Working as a product manager or project manager|I am not interested in new job opportunities|Between 1 and 2 years ago|5.0|7.0|6.0|3.0|4.0|1.0|2.0|10.0|8.0|9.0|1.0|6.0|2.0|8.0|3.0|9.0|7.0|4.0|5.0|10.0|11.0|||||||||||||My job status or other personal status changed|Canadian dollars (C$)||Yearly||CAD|Confluence;Facebook;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Trello;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Six to nine months|||||Agree|Neither Agree nor Disagree|Disagree|Java;JavaScript;SQL;HTML;CSS|Java;JavaScript;SQL;HTML;CSS|SQL Server;MySQL|SQL Server;MySQL;Elasticsearch||AWS;Azure;Linux|Spring|Node.js;Spring|Eclipse;IntelliJ|Windows|2|Agile;Kanban;Scrum|Git;Subversion|Multiple times per day|No|||Neither agree nor disagree|Neither agree nor disagree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad)||||||||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Yes|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|Yes|No, and I don't know what that is|8|I'm not sure|Very interested|Very interested|Very interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|1 - 4 hours|1 - 2 hours|1 - 2 times per week|Wrist/hand supports or braces|1 - 2 times per week|Male||Bachelor’s degree (BA, BS, B.Eng., etc.)|Middle Eastern|35 - 44 years old|Yes||The survey was too long|Neither easy nor difficult
56714|No|No|Russian Federation|No|Employed full-time|Professional degree (JD, MD, etc.)|Computer science, computer engineering, or software engineering|100 to 499 employees|Database administrator;DevOps specialist;Full-stack developer|15-17 years|9-11 years|Slightly satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|||||||||||||||||||||||||||||||||||Russian rubles (₽)|130000|Monthly|27600.0|RUB|Jira;Slack|Less than a month|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow|||Neither Agree nor Disagree|Disagree|Disagree|Groovy;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell|Scala;Kotlin|PostgreSQL;Elasticsearch|PostgreSQL|Linux;Raspberry Pi;Windows Desktop or Server|Linux;Raspberry Pi|Spring|Spring|IntelliJ;Notepad++;Vim|Windows|2|Agile;Extreme programming (XP);Pair programming;Scrum|Git|Multiple times per day|No|||Neither agree nor disagree|Somewhat agree|Somewhat agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising||||||||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The person who came up with the idea|Yes|10 (Very Likely)|A few times per week|Yes|A few times per month or weekly|Yes|No, I know what it is but I don't have one|6|Yes|Very interested|Somewhat interested|Very interested|Somewhat interested|Somewhat interested|Between 6:01 - 7:00 AM|5 - 8 hours|1 - 2 hours|Never||I don't typically exercise|Male|Straight or heterosexual|Professional degree (JD, MD, etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Neither easy nor difficult
67885|No|No|Germany|Yes, full-time|Not employed, but looking for work|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering||Desktop or enterprise applications developer;Embedded applications or devices developer;Front-end developer;Student|3-5 years|3-5 years||Moderately dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|I've never had a job|5.0|9.0|4.0|6.0|2.0|1.0|8.0|3.0|7.0|10.0|1.0|11.0|2.0|7.0|10.0|3.0|5.0|6.0|9.0|8.0|4.0|5.0|2.0|1.0|3.0|4.0|1.0|2.0|6.0|3.0|4.0|5.0|7.0|I saw an employer’s advertisement|Euros (€)||Monthly||EUR|||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;The technology’s online help system|||Agree|Disagree|Agree|JavaScript;Python;HTML;CSS|JavaScript;Python;HTML;CSS|||||.NET Core;Django;Node.js|Django;Node.js;React|Atom;Notepad++;Vim|Windows|2||Git|Multiple times per day|Yes|Yes|The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Somewhat disagree|Neither agree nor disagree|Somewhat agree||1.0|2.0|3.0|4.0|6.0|7.0|5.0|Algorithms making important decisions|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|A few times per month or weekly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||I'm not sure|Somewhat interested|Not at all interested|A little bit interested|A little bit interested|A little bit interested|I do not have a set schedule|9 - 12 hours|30 - 59 minutes|3 - 4 times per week||1 - 2 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Very easy
5494|Yes|Yes|Australia|No|Independent contractor, freelancer, or self-employed|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||C-suite executive (CEO, CTO, etc.);Full-stack developer;QA or test developer|6-8 years|3-5 years|Moderately satisfied|Extremely satisfied|Working as a founder or co-founder of my own company|I am not interested in new job opportunities|Between 1 and 2 years ago|1.0|9.0|7.0|6.0|10.0|5.0|8.0|3.0|4.0|2.0|1.0|9.0|6.0|10.0|7.0|8.0|4.0|2.0|11.0|5.0|3.0|||||||||||||I saw an employer’s advertisement|Australian dollars (A$)|||||Facebook;Slack;Trello||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Agree|Disagree|Neither Agree nor Disagree|C;C++;CoffeeScript;Java;JavaScript;R;Ruby;SQL;HTML;CSS;Bash/Shell|Clojure;Erlang;F#;Go;Scala;TypeScript;Kotlin|Redis;PostgreSQL;SQLite;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Cassandra;MongoDB;Amazon DynamoDB;Amazon RDS/Aurora;Elasticsearch|AWS;Azure;Raspberry Pi;Serverless;WordPress|Google Cloud Platform/App Engine|Node.js|Angular;React;TensorFlow|Sublime Text|MacOS|2|Agile;Lean;Pair programming|Git|Multiple times per day|Yes|No||Somewhat agree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|1.0|4.0|3.0|5.0|2.0|6.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|A few times per week|Yes|A few times per month or weekly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|Very interested|Somewhat interested|A little bit interested|Very interested|Very interested|Between 8:01 - 9:00 AM|5 - 8 hours|1 - 2 hours|3 - 4 times per week|Ergonomic keyboard or mouse|1 - 2 times per week|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Somewhat easy
31883|Yes|Yes|Serbia|Yes, full-time|Independent contractor, freelancer, or self-employed|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Data scientist or machine learning specialist;Database administrator;Desktop or enterprise applications developer;Full-stack developer;Mobile developer;System administrator|9-11 years|0-2 years|Moderately satisfied|Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|7.0|3.0|8.0|2.0|5.0|9.0|4.0|1.0|6.0|10.0|1.0|9.0|2.0|11.0|6.0|3.0|8.0|5.0|10.0|7.0|4.0|2.0|1.0|3.0|5.0|4.0|2.0|3.0|5.0|4.0|1.0|7.0|6.0|I saw an employer’s advertisement|||Monthly||RSD|Slack||Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Strongly disagree|Neither Agree nor Disagree|Strongly disagree|Assembly;C;C++;C#;Java;JavaScript;PHP;Python;R;Scala;SQL;HTML;CSS;Bash/Shell|Haskell;Rust|Cassandra;MongoDB;Redis;MySQL;PostgreSQL;MariaDB||Android;Arduino;Heroku;Linux;Raspberry Pi;Windows Desktop or Server;WordPress||Angular;Django;Node.js;React||Android Studio;Atom;Eclipse;IntelliJ;IPython / Jupyter;PHPStorm;PyCharm;RStudio;RubyMine;Vim|Linux-based|3|Agile;Scrum|Git|Multiple times per day|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Strongly disagree|Strongly agree|Strongly agree|Stopped going to a website because of their advertising||||||||"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, and publicly|The developer who wrote it|Yes|8|A few times per week|No||No, I knew that Stack Overflow had a jobs board but have never used or visited it|||No|Not at all interested|Not at all interested|Very interested|Not at all interested|Somewhat interested|Between 7:01 - 8:00 AM|Over 12 hours|1 - 2 hours|1 - 2 times per week|Ergonomic keyboard or mouse|I don't typically exercise|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Somewhat easy
69369|Yes|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Mathematics or statistics|500 to 999 employees|Back-end developer;Data or business analyst;DevOps specialist;Product manager|3-5 years|3-5 years|Extremely satisfied|Extremely satisfied|Working as an engineering manager or other functional manager|I am not interested in new job opportunities|More than 4 years ago|||||||||||||||||||||||||||||||||||U.S. dollars ($)|80000|Yearly|80000.0|USD|Slack|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course|||||||C++;C#;JavaScript;SQL;TypeScript;VBA;HTML;CSS|C#;F#;JavaScript;Python;R;SQL;TypeScript;HTML;CSS|SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Redis;SQL Server;PostgreSQL;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Android;Arduino;Azure;Mac OS;Windows Phone|Android;Arduino;Azure;Gaming console;Windows Phone|.NET Core;Node.js|.NET Core;Node.js;Xamarin|Visual Studio|Windows|3|Agile|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content||||||||||||||||||||10 (Very Likely)|Multiple times per day|Yes|Daily or almost daily|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I have one but it's out of date||Yes|Somewhat interested|A little bit interested|Very interested|Somewhat interested|A little bit interested|Between 5:00 - 6:00 AM|9 - 12 hours|Less than 30 minutes|1 - 2 times per week||I don't typically exercise|||||||||
13000|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|5,000 to 9,999 employees|Embedded applications or devices developer|9-11 years|3-5 years|Extremely satisfied|Extremely satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||10 (Very Likely)|A few times per week|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|A little bit interested|Not at all interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 6:01 - 7:00 AM|5 - 8 hours|1 - 2 hours|Never|Standing desk|1 - 2 times per week|||||||||
3806|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Back-end developer;Database administrator;DevOps specialist|6-8 years|3-5 years|Neither satisfied nor dissatisfied|Moderately satisfied||I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|8.0|7.0|3.0|1.0|2.0|6.0|4.0|5.0|9.0|10.0|2.0|6.0|3.0|11.0|9.0|1.0|7.0|5.0|10.0|8.0|4.0|4.0|1.0|2.0|3.0|5.0|5.0|4.0|6.0|2.0|3.0|7.0|1.0|A friend told me about a job opportunity|U.S. dollars ($)|79000|Yearly|79000.0|USD|Confluence;Jira;Slack|Less than a month|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|||Strongly agree|Neither Agree nor Disagree|Strongly disagree|C;CoffeeScript;Java;JavaScript;Perl;PHP;Python;Ruby;SQL;Swift;VBA;VB.NET;Visual Basic 6;HTML;Bash/Shell|Assembly;C;F#;Go;Haskell;Python;Ruby;Rust;SQL;HTML;Bash/Shell|MongoDB;Redis;MySQL;PostgreSQL;Amazon DynamoDB|MongoDB;PostgreSQL|Arduino;AWS;Linux;Mac OS;Raspberry Pi;Salesforce;Serverless;WordPress|Arduino;AWS;Linux;Raspberry Pi;Serverless|Node.js||Emacs;Vim|MacOS|2|Agile;Kanban;Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to support the website I was visiting by viewing their ads|Strongly disagree|Strongly disagree|Strongly agree|Stopped going to a website because of their advertising;Paid to access a website advertisement-free||||||||"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|Depends on what it is|Depends on what it is|The developer who wrote it|Yes|10 (Very Likely)|A few times per week|No||No, I knew that Stack Overflow had a jobs board but have never used or visited it|||No|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Between 6:01 - 7:00 AM|9 - 12 hours|1 - 2 hours|Never|Ergonomic keyboard or mouse|I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No|No|The survey was too long|Somewhat easy
31327|Yes|Yes|Germany|No|Independent contractor, freelancer, or self-employed|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
99680|Yes|No|Romania|Yes, full-time|Not employed, but looking for work||||Student|3-5 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||Assembly;C;C++;R;HTML;CSS|C;C++;C#;Java;JavaScript;Python|SQL Server||Linux|Linux;Windows Desktop or Server|||Vim;Visual Studio|Windows|1||Git|Weekly or a few times per month|Yes|I'm not sure/I can't remember||Strongly agree|Somewhat agree|Neither agree nor disagree|Clicked on an online advertisement|1.0|5.0|6.0|3.0|2.0|4.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"||||||||||||||||||||||||||||||||||
48344|Yes|Yes|United States|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A humanities discipline (ex. literature, history, philosophy)|10 to 19 employees|Full-stack developer|12-14 years|3-5 years|Slightly satisfied|Slightly dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|6.0|5.0|7.0|9.0|4.0|1.0|3.0|10.0|2.0|8.0|2.0|11.0|1.0|7.0|5.0|4.0|9.0|3.0|8.0|10.0|6.0|2.0|1.0|5.0|3.0|4.0|4.0|6.0|1.0|7.0|3.0|2.0|5.0|I had a negative experience or interaction at work|U.S. dollars ($)|5400|Monthly|64800.0|USD|Slack;Other chat system (IRC, proprietary software, etc.)|One to three months|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Neither Agree nor Disagree|Agree|Disagree|C;C++;Go;Java;JavaScript;Objective-C;PHP;Ruby;Rust;HTML;CSS;Bash/Shell|Assembly|MongoDB;Redis;MySQL;PostgreSQL;SQLite;MariaDB;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch||Android;AWS;Heroku;iOS;Linux;Mac OS;WordPress||Angular;Node.js;React||IntelliJ;Vim;Visual Studio Code|MacOS|3|Agile;Kanban|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content|Strongly disagree|Somewhat agree|Strongly agree|Paid to access a website advertisement-free|6.0|1.0|3.0|7.0|4.0|5.0|2.0|Algorithms making important decisions|Increasing automation of jobs|A governmental or other regulatory body|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, and publicly|Upper management at the company/organization|Yes|10 (Very Likely)|A few times per week|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||I'm not sure|Somewhat interested|Not at all interested|Not at all interested|Somewhat interested|Somewhat interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never|Standing desk|3 - 4 times per week|Male|Bisexual or Queer|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No|No|The survey was an appropriate length|Very easy
24780|Yes|No|Canada|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|500 to 999 employees|Full-stack developer|15-17 years|3-5 years|Slightly dissatisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|5.0|8.0|6.0|1.0|2.0|3.0|9.0|4.0|10.0|7.0|1.0|3.0|8.0|10.0|4.0|2.0|5.0|6.0|11.0|7.0|9.0|2.0|1.0|5.0|3.0|4.0|7.0|6.0|4.0|1.0|3.0|5.0|2.0|My job status or other personal status changed|Canadian dollars (C$)|62500|Yearly|50326.0|CAD|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Participated in a full-time developer training program or bootcamp;Taken a part-time in-person course in programming or software development;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|One to three months|To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To improve my ability to work on a team with other programmers;To help me find new job opportunities;Because I find it enjoyable|Strongly agree|Neither Agree nor Disagree|Disagree|Java;JavaScript;SQL;HTML;CSS;Bash/Shell|Java;Python|MongoDB;Redis;PostgreSQL;Oracle|PostgreSQL|Android|Android;Gaming console;Google Cloud Platform/App Engine;Google Home;IBM Cloud or Watson;Linux|Angular;Django;Node.js;Cordova;Spring|Angular;Django;React;Cordova;Spring|Android Studio;Eclipse;IntelliJ;Notepad++|Windows|3|Agile;Scrum|Git|Multiple times per day|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Stopped going to a website because of their advertising|1.0|3.0|6.0|4.0|2.0|7.0|5.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Algorithms making important decisions|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, and publicly|Upper management at the company/organization|No|10 (Very Likely)|A few times per week|No||Yes||5|No|Somewhat interested|A little bit interested|Very interested|Extremely interested|Extremely interested|Between 7:01 - 8:00 AM|9 - 12 hours|1 - 2 hours|3 - 4 times per week|Standing desk;Ergonomic keyboard or mouse;Wrist/hand supports or braces|3 - 4 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
74247|Yes|No|United Kingdom|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Back-end developer;Desktop or enterprise applications developer;Front-end developer|30 or more years|30 or more years|Slightly dissatisfied|Slightly dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|1.0|7.0|3.0|6.0|5.0|2.0|10.0|8.0|4.0|9.0|2.0|4.0|3.0|10.0|8.0|1.0|5.0|6.0|11.0|9.0|7.0|1.0|3.0|2.0|5.0|4.0||||||||A recruiter contacted me|British pounds sterling (£)|32000|Yearly|44449.0|GBP|Office / productivity suite (Microsoft Office, Google Suite, etc.)|More than a year|Taken an online course in programming or software development (e.g. a MOOC);Participated in a full-time developer training program or bootcamp;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow|I already had a full-time job as a developer when I began the program||Agree|Agree|Disagree|C#;JavaScript;PHP;SQL;HTML;CSS|Python;R|SQL Server;MySQL;SQLite;Oracle|||Android|||Notepad++;Visual Studio|Windows|2||Subversion|A few times per week|No|||Somewhat agree|Neither agree nor disagree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|1.0|6.0|2.0|5.0|3.0|4.0|7.0|||The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|A few times per week|Yes|A few times per week|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|A little bit interested|Not at all interested|Not at all interested|A little bit interested|A little bit interested|Between 5:00 - 6:00 AM|9 - 12 hours|Less than 30 minutes|Never||1 - 2 times per week|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|55 - 64 years old|Yes||The survey was too long|Very easy
64652|Yes|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;Full-stack developer;Product manager;QA or test developer|3-5 years|0-2 years|Moderately satisfied|Neither satisfied nor dissatisfied|Working as an engineering manager or other functional manager|I’m not actively looking, but I am open to new opportunities|Less than a year ago|8.0|7.0|3.0|5.0|1.0|4.0|10.0|6.0|9.0|2.0|3.0|4.0|1.0|10.0|9.0|2.0|5.0|8.0|11.0|7.0|6.0|2.0|1.0|3.0|4.0|5.0|6.0|4.0|1.0|3.0|2.0|7.0|5.0|My job status or other personal status changed|U.S. dollars ($)|30000|Weekly|1500000.0|USD|Google Hangouts/Chat;Jira;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Three to six months|Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology|Agree|Neither Agree nor Disagree|Disagree|C;C#;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell|C;C#;Go;Java;JavaScript;PHP;Python;Scala;SQL|MySQL;MariaDB;Amazon DynamoDB;Amazon RDS/Aurora;Neo4j|MongoDB;MySQL;MariaDB;Amazon DynamoDB;Amazon RDS/Aurora;Neo4j|AWS;Drupal;Google Cloud Platform/App Engine;Windows Desktop or Server|AWS;Google Cloud Platform/App Engine||Node.js;React;Cordova;Xamarin|Eclipse;IntelliJ;Notepad++;PHPStorm;Visual Studio;Visual Studio Code|Windows|2|Agile;Scrum|Git|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content;I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Somewhat disagree|Somewhat agree|Saw an online advertisement and then researched it (without clicking on the ad)|3.0|6.0|4.0|7.0|1.0|2.0|5.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|No||Yes||5|I'm not sure|Somewhat interested|Somewhat interested|Very interested|Extremely interested|Extremely interested|Between 9:01 - 10:00 AM|9 - 12 hours|1 - 2 hours|3 - 4 times per week|Ergonomic keyboard or mouse;Wrist/hand supports or braces|Daily or almost every day|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Native American, Pacific Islander, or Indigenous Australian;White or of European descent|18 - 24 years old|No|No|The survey was an appropriate length|Somewhat easy
96508|Yes|No|Singapore|Yes, full-time|Not employed, and not looking for work|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
96632|Yes|No|India|No|Not employed, and not looking for work|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
71018|Yes|Yes||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
40625|Yes|Yes|Netherlands|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Another engineering discipline (ex. civil, electrical, mechanical)|10,000 or more employees||3-5 years|||||I’m not actively looking, but I am open to new opportunities|Less than a year ago|2.0|9.0|3.0|10.0|6.0|1.0|4.0|5.0|8.0|7.0|1.0|10.0|9.0|2.0|8.0|7.0|11.0|5.0|3.0|4.0|6.0|1.0|2.0|3.0|5.0|4.0|2.0|3.0|1.0|5.0|4.0|6.0|7.0|My job status or other personal status changed|Euros (€)|55000|Yearly|67313.0|EUR|||Taken an online course in programming or software development (e.g. a MOOC);Taken a part-time in-person course in programming or software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Agree|Disagree|Strongly agree|Python;HTML;CSS|Python;VBA;HTML;CSS|MySQL;SQLite|MariaDB|Arduino;Linux;Mac OS;Raspberry Pi;Windows Desktop or Server|Arduino;Linux;Mac OS;Raspberry Pi;Windows Desktop or Server|||Atom;IPython / Jupyter|Windows|2||Git;Copying and pasting files to network shares|Less than once per month|Yes|Yes|The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Neither agree nor disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|2.0|5.0|6.0|1.0|3.0|7.0|4.0|Algorithms making important decisions|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|Upper management at the company/organization|Yes|8|A few times per month or weekly|Yes|Less than once per month or monthly|Yes|Yes|6|Yes|Very interested|Somewhat interested|A little bit interested|A little bit interested|Not at all interested|Between 6:01 - 7:00 AM|5 - 8 hours|30 - 59 minutes|3 - 4 times per week||1 - 2 times per week|Male|Straight or heterosexual|Associate degree|White or of European descent|25 - 34 years old|Yes||The survey was an appropriate length|Somewhat easy
26284|Yes|No|Slovakia|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A natural science (ex. biology, chemistry, physics)|100 to 499 employees|Back-end developer;Full-stack developer|21-23 years|18-20 years|Extremely satisfied|Moderately satisfied|Doing the same work|I am not interested in new job opportunities|Between 1 and 2 years ago|2.0|8.0|10.0|1.0|7.0|4.0|5.0|3.0|6.0|9.0|3.0|7.0|1.0|5.0|8.0|9.0|4.0|10.0|6.0|11.0|2.0|||||||||||||I received bad news about the future of my company or department|Euros (€)|3000|Monthly|44064.0|EUR|Confluence;Jira;Slack|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||To build my professional network;To help me find new job opportunities|Strongly agree|Agree|Disagree|C++;C#;Java;Python;Bash/Shell|C++;C#;Go;Python;Scala;Bash/Shell|SQL Server;PostgreSQL;Apache Hive;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch|SQL Server;PostgreSQL;Apache Hive;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch|Azure;Linux;Windows Desktop or Server|Azure;Linux;Windows Desktop or Server|.NET Core;Hadoop|.NET Core;Spark;TensorFlow|Vim;Visual Studio;Visual Studio Code|Windows|2|Agile;Pair programming;Scrum|Git|A few times per week|Yes|Yes|The ad-blocking software was causing display issues on a website;I wanted to view a specific advertisement;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Strongly agree|Neither agree nor disagree|Paid to access a website advertisement-free|2.0|1.0|3.0|7.0|6.0|5.0|4.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|The person who came up with the idea|Yes|10 (Very Likely)|A few times per week|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||No|Extremely interested|Not at all interested|A little bit interested|Very interested|A little bit interested|Between 9:01 - 10:00 AM|Over 12 hours|30 - 59 minutes|1 - 2 times per week|Standing desk;Ergonomic keyboard or mouse|I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|45 - 54 years old|Yes||The survey was an appropriate length|Somewhat easy
6633|Yes|Yes|Australia|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Information systems, information technology, or system administration|10 to 19 employees|Designer;DevOps specialist;System administrator|6-8 years|3-5 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|10.0|6.0|4.0|8.0|5.0|1.0|2.0|7.0|9.0|3.0|1.0|9.0|6.0|7.0|3.0|11.0|8.0|10.0|4.0|5.0|2.0|4.0|1.0|5.0|3.0|2.0|1.0|4.0|5.0|3.0|2.0|6.0|7.0|A friend told me about a job opportunity|Australian dollars (A$)|95000|Yearly|75975.0|AUD|Confluence;HipChat;Jira;Trello;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC)||||Disagree|Neither Agree nor Disagree|Neither Agree nor Disagree|Go;Perl;Ruby;HTML;CSS;Bash/Shell|Go;Lua;Perl;Python;Ruby;Rust;HTML;CSS;Bash/Shell|PostgreSQL;MariaDB|PostgreSQL|Linux|Linux;Mac OS||Django|TextMate;Vim|MacOS|2|Agile;Kanban|Git|A few times per week|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Neither agree nor disagree|Somewhat agree|Neither agree nor disagree|Saw an online advertisement and then researched it (without clicking on the ad);Paid to access a website advertisement-free|7.0|1.0|4.0|2.0|5.0|3.0|6.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"||A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|The person who came up with the idea|Yes|6|Daily or almost daily|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||No|Somewhat interested|Very interested|Very interested|A little bit interested|A little bit interested|Between 8:01 - 9:00 AM|9 - 12 hours|1 - 2 hours|Never|Standing desk;Fatigue-relieving floor mat|Daily or almost every day|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Neither easy nor difficult
30452|Yes|No|Australia|No|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering||Mobile developer|3-5 years|0-2 years||Neither satisfied nor dissatisfied|Doing the same work|I am actively looking for a job|I've never had a job||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
75311|Yes|Yes|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Back-end developer;Designer;Front-end developer;Full-stack developer;QA or test developer|6-8 years|0-2 years|Moderately satisfied|Slightly satisfied|Working as a product manager or project manager|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|9.0|7.0|4.0|8.0|6.0|1.0|10.0|2.0|5.0|3.0|2.0|1.0|4.0|8.0|6.0|5.0|9.0|7.0|11.0|10.0|3.0|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
61790|Yes|Yes|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;Database administrator;Full-stack developer;Mobile developer|9-11 years|3-5 years|Extremely satisfied|Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|||||||||||||||||||||||||||||||||||Indian rupees (₹)||Monthly||INR|Facebook;Google Hangouts/Chat;Slack;Trello|Less than a month|Taken a part-time in-person course in programming or software development||||Neither Agree nor Disagree|Disagree|Strongly disagree|C;C++;C#;Java;JavaScript;Objective-C;PHP;SQL;HTML;CSS|JavaScript;Objective-C;PHP;SQL|MySQL;SQLite;MariaDB;Amazon RDS/Aurora|MongoDB;MySQL;MariaDB;Amazon RDS/Aurora;Google Cloud Storage|AWS;iOS;Mac OS;Firebase|Arduino;AWS;IBM Cloud or Watson;iOS;Mac OS;Firebase|Node.js;React|Node.js;React|Android Studio;Atom;Eclipse;NetBeans;Visual Studio;Visual Studio Code;Xcode|MacOS|2|Scrum|Git|Once a day|Yes|No||Neither agree nor disagree|Neither agree nor disagree|Neither agree nor disagree|||||||||"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs||I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is||Yes|10 (Very Likely)|Multiple times per day|Yes|A few times per month or weekly|No, I didn't know that Stack Overflow had a jobs board|No, I know what it is but I don't have one||Yes|Not at all interested|Not at all interested|Very interested|Very interested|A little bit interested|Between 7:01 - 8:00 AM|9 - 12 hours|3 - 4 hours|Never|Wrist/hand supports or braces|1 - 2 times per week|Male|Straight or heterosexual|||25 - 34 years old|||The survey was too long|Very easy
80799|Yes|Yes|France|Yes, part-time|Employed part-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|1,000 to 4,999 employees|Engineering manager;Full-stack developer|3-5 years|0-2 years|Moderately satisfied|Slightly satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Less than a year ago|||||||||||||||||||||||||||||||||||Euros (€)||||||||||||||||||||||||||||||||||||||||||||||||||10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|Yes|No, I have one but it's out of date|10 (Very Likely)|Yes|Somewhat interested|Somewhat interested|Somewhat interested|Somewhat interested|Very interested|Between 7:01 - 8:00 AM|5 - 8 hours|1 - 2 hours|Never|Wrist/hand supports or braces|1 - 2 times per week|||||||||
77525|Yes|Yes|France|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A natural science (ex. biology, chemistry, physics)|Fewer than 10 employees|Data scientist or machine learning specialist|12-14 years|9-11 years|Extremely satisfied|Extremely satisfied|Doing the same work|I am not interested in new job opportunities|More than 4 years ago||||||||||||||||||||||||||||||||||A recruiter contacted me|Euros (€)|80000||97910.0|EUR|Slack|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)||||||R|R||||||||Windows|3||Git|Multiple times per day|Yes|No||||||||||||||||||||||||||||||||||||||||||||||||
83700|No|Yes|India|No|Employed full-time|I never completed any formal education||10 to 19 employees|Designer|9-11 years|9-11 years|Slightly dissatisfied|Slightly dissatisfied|Working in a different or more specialized technical role than the one I'm in now||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
25469|Yes|No|Cambodia|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Product manager|27-29 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||10 (Very Likely)|Multiple times per day|Yes|Daily or almost daily|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||Yes||||||||||||||||||||
43131|Yes|Yes|Switzerland|No|Employed full-time|Primary/elementary school||Fewer than 10 employees|Back-end developer;Front-end developer;Full-stack developer|3-5 years|3-5 years|Extremely dissatisfied|Extremely dissatisfied|Doing the same work|I am not interested in new job opportunities|Less than a year ago|2.0|3.0|9.0|8.0|4.0|5.0|1.0|6.0|10.0|7.0|2.0|4.0|5.0|8.0|10.0|6.0|9.0|1.0|7.0|11.0|3.0|||||||||||||My job status or other personal status changed|Euros (€)|40800|Monthly|599208.0|EUR|Jira;Slack|Less than a month|Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Strongly agree|Strongly disagree|Strongly disagree|JavaScript;SQL;HTML;CSS;Bash/Shell|JavaScript;SQL;HTML;CSS;Bash/Shell|MongoDB;SQL Server;PostgreSQL|MongoDB;SQL Server;PostgreSQL|||Node.js|Node.js|Atom;Sublime Text;Vim|MacOS|2|Agile;Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content|Neither agree nor disagree|Somewhat agree|Strongly agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|2.0|5.0|4.0|7.0|1.0|6.0|3.0|Algorithms making important decisions|Increasing automation of jobs|Nobody|I don't care about it, or I haven't thought about it.|No|Depends on what it is||Yes|10 (Very Likely)|A few times per week|Yes|A few times per month or weekly|Yes|Yes|10 (Very Likely)|I'm not sure|Somewhat interested|Not at all interested|Extremely interested|Extremely interested|Very interested|I do not have a set schedule|9 - 12 hours|30 - 59 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Hispanic or Latino/Latina;White or of European descent|18 - 24 years old|No||The survey was an appropriate length|Very easy
84951|Yes|No|Australia|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|500 to 999 employees|Back-end developer;Data or business analyst;Database administrator;Designer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer;Game or graphics developer|6-8 years|3-5 years|Slightly satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I am actively looking for a job|More than 4 years ago|4.0|8.0|5.0|1.0|9.0|3.0|7.0|2.0|10.0|6.0|1.0|4.0|11.0|10.0|6.0|7.0|5.0|2.0|9.0|8.0|3.0|5.0|3.0|4.0|1.0|2.0|3.0|5.0|4.0|2.0|6.0|1.0|7.0|I saw an employer’s advertisement|Australian dollars (A$)|95000|Yearly|75975.0|AUD|Office / productivity suite (Microsoft Office, Google Suite, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Received on-the-job training in software development||||Agree|Agree|Agree|C#;JavaScript;Python;SQL;VB.NET;CSS;Bash/Shell|CoffeeScript;JavaScript;TypeScript;CSS|MongoDB;SQL Server;MySQL;PostgreSQL;SQLite|MongoDB|Heroku;Mac OS;Windows Desktop or Server|Heroku;Mac OS|.NET Core;Node.js;React|Node.js;React|Notepad++;Visual Studio;Visual Studio Code|Windows|2|Agile|Git|A few times per week|Yes|No||Neither agree nor disagree|Neither agree nor disagree|Somewhat agree||2.0|5.0|4.0|6.0|7.0|1.0|3.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|A few times per week|Yes|Less than once per month or monthly|Yes|Yes|10 (Very Likely)|Yes|Very interested|Somewhat interested|Somewhat interested|Very interested|Very interested|Between 7:01 - 8:00 AM|5 - 8 hours|1 - 2 hours|Never||1 - 2 times per week|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Somewhat easy
88750|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Game or graphics developer;Mobile developer|9-11 years|6-8 years|Extremely satisfied|Moderately satisfied|Doing the same work|I am not interested in new job opportunities|Less than a year ago|2.0|9.0|6.0|1.0|8.0|4.0|3.0|7.0|5.0|10.0|2.0|8.0|4.0|10.0|5.0|1.0|6.0|3.0|11.0|7.0|9.0|||||||||||||My job status or other personal status changed|U.S. dollars ($)|85000||85000.0|USD|Slack|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Strongly agree|Strongly disagree|Disagree|C#;JavaScript|C#;Erlang|PostgreSQL|PostgreSQL|Android;iOS|Android;Gaming console;Google Home|Node.js;React|.NET Core;TensorFlow|Visual Studio Code|Windows|2|Agile;Scrum|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Neither agree nor disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|3.0|6.0|5.0|1.0|4.0|7.0|2.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|Upper management at the company/organization|Unsure / I don't know|10 (Very Likely)|A few times per week|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|10 (Very Likely)|Yes|A little bit interested|Not at all interested|Very interested|Very interested|Somewhat interested|Between 6:01 - 7:00 AM|5 - 8 hours|1 - 2 hours|Never|Wrist/hand supports or braces|I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|Hispanic or Latino/Latina|25 - 34 years old|No|No|The survey was too long|Very easy
75898|Yes|Yes|United States|Yes, full-time|Employed part-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|Fewer than 10 employees|Back-end developer;C-suite executive (CEO, CTO, etc.);Data or business analyst;Data scientist or machine learning specialist;Database administrator;Designer;Desktop or enterprise applications developer;DevOps specialist;Educator or academic researcher;Embedded applications or devices developer;Engineering manager;Front-end developer;Full-stack developer;Game or graphics developer;Marketing or sales professional;Mobile developer;Product manager;QA or test developer;Student;System administrator|3-5 years|3-5 years|Moderately satisfied|Moderately satisfied|Doing the same work|I’m not actively looking, but I am open to new opportunities|Less than a year ago|4.0|10.0|1.0|3.0|8.0|5.0|2.0|7.0|9.0|6.0|8.0|3.0|6.0|4.0|5.0|9.0|2.0|1.0|10.0|7.0|11.0|2.0|1.0|3.0|4.0|5.0|1.0|7.0|5.0|2.0|4.0|3.0|6.0|My job status or other personal status changed|U.S. dollars ($)|200|Weekly|10000.0|USD|Google Hangouts/Chat|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Taught yourself a new language, framework, or tool without taking a formal course|Questions & answers on Stack Overflow;Internal Wikis, chat rooms, or documentation set up by my company for employees|||Agree|Agree|Strongly disagree|C++;Java;Objective-C;Python;Swift;Kotlin;Bash/Shell|Assembly|SQLite||Android;Google Cloud Platform/App Engine;Google Home;iOS;Linux;Mac OS;Windows Desktop or Server;Windows Phone||||Android Studio;Notepad++;Sublime Text;Visual Studio;Xcode|MacOS|2|Agile|Git|Multiple times per day|No|||Somewhat agree|Somewhat agree|Neither agree nor disagree||3.0|6.0|2.0|4.0|1.0|5.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|The developer who wrote it|Yes|10 (Very Likely)|A few times per week|Yes|A few times per month or weekly|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|Somewhat interested|Somewhat interested|A little bit interested|A little bit interested|A little bit interested|Between 8:01 - 9:00 AM|1 - 4 hours|1 - 2 hours|1 - 2 times per week|Ergonomic keyboard or mouse|3 - 4 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|18 - 24 years old|No|No|The survey was an appropriate length|Somewhat easy
12495|Yes|No|India|Yes, full-time|Not employed, but looking for work|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Computer science, computer engineering, or software engineering||Student|6-8 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||Assembly;C;C++;Java;JavaScript;Matlab;PHP;Python;R;Ruby;SQL;VBA;Kotlin;HTML;CSS|C++;Go;Python;Kotlin|MongoDB;MySQL|MongoDB;MySQL|Android;Arduino;Heroku;Linux;Serverless;WordPress|Android;Arduino;Heroku;Linux;Raspberry Pi;Salesforce;Serverless|Django;TensorFlow;Torch/PyTorch||Android Studio;IPython / Jupyter;Sublime Text;Visual Studio Code|Linux-based|1||Git|A few times per week|Yes|Yes|The website I was visiting asked me to disable it|Somewhat agree|Somewhat disagree|Neither agree nor disagree||||||||||||||||||||||||||||||||||||||||||||
76810|Yes|Yes|Lithuania|No|Employed full-time|Some college/university study without earning a degree|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer;Database administrator;DevOps specialist;Engineering manager;Front-end developer;Full-stack developer;System administrator|18-20 years|9-11 years|Extremely satisfied|Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|More than 4 years ago|5.0|4.0|9.0|1.0|3.0|8.0|2.0|6.0|7.0|10.0|2.0|4.0|1.0|11.0|5.0|3.0|10.0|6.0|8.0|7.0|9.0|||||||||||||My job status or other personal status changed|Euros (€)|3000|Monthly|44064.0|EUR|Google Hangouts/Chat;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Other chat system (IRC, proprietary software, etc.)|One to three months|Completed an industry certification program (e.g. MCPD);Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Agree|Disagree|Disagree|JavaScript;PHP;SQL;TypeScript;HTML;CSS;Bash/Shell|Assembly;C#;Hack;Perl;PHP;SQL;TypeScript;Delphi/Object Pascal;HTML;CSS;Bash/Shell|MongoDB;SQL Server;MySQL;SQLite|SQL Server;MySQL;PostgreSQL;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc)|AWS;Linux|AWS||.NET Core;React|IntelliJ;Vim;Visual Studio Code|Windows|2|Agile;Kanban;Pair programming;Scrum|Git|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website|Somewhat agree|Somewhat agree|Neither agree nor disagree|Paid to access a website advertisement-free|1.0|4.0|5.0|6.0|7.0|3.0|2.0|Algorithms making important decisions|Increasing automation of jobs|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Daily or almost daily|Yes|Multiple times per day|Yes|No, I have one but it's out of date|6|Yes|Somewhat interested|Not at all interested|Extremely interested|Not at all interested|Somewhat interested|Between 5:00 - 6:00 AM|Over 12 hours|Less than 30 minutes|Daily or almost every day||I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Very easy
19030|Yes|No|Czech Republic|Yes, full-time|Employed part-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Full-stack developer|9-11 years|0-2 years|Slightly dissatisfied|Neither satisfied nor dissatisfied|Working as a product manager or project manager|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|||||||||||1.0|7.0|10.0|8.0|3.0|4.0|6.0|11.0|9.0|5.0|2.0|4.0|1.0|5.0|2.0|3.0|2.0|3.0|4.0|1.0|7.0|5.0|6.0|A recruiter contacted me|Euros (€)|1000|Monthly|14688.0|EUR|Other chat system (IRC, proprietary software, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Taken an online course in programming or software development (e.g. a MOOC);Completed an industry certification program (e.g. MCPD);Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|||Strongly agree|Agree|Neither Agree nor Disagree|C++;Groovy;Java;JavaScript;PHP;Python;SQL;HTML;CSS;Bash/Shell|Groovy;Java;JavaScript;Python;SQL;HTML;CSS;Bash/Shell|Cassandra;MongoDB;Redis;PostgreSQL;MariaDB;Apache Hive;Neo4j;Elasticsearch|MongoDB;Redis;PostgreSQL;Elasticsearch|Linux;Raspberry Pi;WordPress|Linux|Django;Hadoop;Spark;Spring|Django|Atom;IntelliJ;IPython / Jupyter;Vim|Linux-based|2||Git|Once a day|Yes|Yes|The ad-blocking software was causing display issues on a website;The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Neither agree nor disagree|Clicked on an online advertisement|1.0|6.0|3.0|7.0|2.0|4.0|5.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|Prominent industry leaders|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Yes, but only within the company|Upper management at the company/organization|Unsure / I don't know|10 (Very Likely)|Daily or almost daily|Yes|Less than once per month or monthly|Yes|Yes|5|No|Somewhat interested|Not at all interested|Extremely interested|Very interested|A little bit interested|Between 7:01 - 8:00 AM|9 - 12 hours|1 - 2 hours|Never||I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Neither easy nor difficult
49094|Yes|Yes|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|500 to 999 employees|Front-end developer|9-11 years||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
50978|Yes|No|South Africa|Yes, full-time|Not employed, but looking for work|Bachelor’s degree (BA, BS, B.Eng., etc.)|A natural science (ex. biology, chemistry, physics)||Educator or academic researcher;Student|3-5 years|||||I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|6.0|9.0|5.0|7.0|1.0|2.0|4.0|3.0|10.0|8.0|1.0|4.0|7.0|8.0|11.0|3.0|10.0|2.0|9.0|6.0|5.0|2.0|1.0|5.0|3.0|4.0|1.0|6.0|2.0|5.0|3.0|4.0|7.0|I had a negative experience or interaction at work|South African rands (R)|10000|Monthly|9888.0|ZAR|||Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping your network of friends, family, and peers versed in the technology;The technology’s online help system|||Agree|Agree|Strongly agree|C#;Python;R;SQL;Bash/Shell|C#;Python;R;Bash/Shell|SQL Server||Windows Desktop or Server|Windows Desktop or Server|||IPython / Jupyter;Notepad++;PyCharm;RStudio;Visual Studio;Visual Studio Code|Windows|2|Agile|Team Foundation Version Control;Copying and pasting files to network shares|A few times per week|Yes|Yes|I wanted to support the website I was visiting by viewing their ads|Somewhat agree|Somewhat agree|Strongly agree|Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|6.0|7.0|4.0|1.0|3.0|5.0|2.0|Increasing automation of jobs|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Depends on what it is|The developer who wrote it|Yes|10 (Very Likely)|A few times per week|No||No, I knew that Stack Overflow had a jobs board but have never used or visited it|||No|Somewhat interested|Somewhat interested|A little bit interested|A little bit interested|Very interested|Between 6:01 - 7:00 AM|5 - 8 hours|1 - 2 hours|1 - 2 times per week||1 - 2 times per week|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
5499|No|No|Bosnia and Herzegovina|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Back-end developer|9-11 years|3-5 years|Moderately satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Less than a year ago|6.0|1.0|7.0|4.0|2.0|9.0|5.0|3.0|8.0|10.0|1.0|5.0|4.0|2.0|9.0|8.0|7.0|10.0|3.0|11.0|6.0|4.0|2.0|5.0|3.0|1.0||||||||I saw an employer’s advertisement|Euros (€)|3000|||EUR|Google Hangouts/Chat;HipChat|Three to six months|||||Agree|Disagree|Disagree|CoffeeScript;Java;JavaScript;Ruby;SQL;HTML;CSS;Bash/Shell|JavaScript;Ruby|MySQL;PostgreSQL;MariaDB|PostgreSQL|||Angular||RubyMine|Linux-based|2|Agile|Git|Multiple times per day|Yes|Yes|The website I was visiting forced me to disable it to access their content|Somewhat agree|Neither agree nor disagree|Somewhat agree|||||||||"Artificial intelligence surpassing human intelligence (""the singularity"")"|Increasing automation of jobs|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|Upper management at the company/organization|Yes|7|Multiple times per day|Yes|Daily or almost daily|Yes|Yes|8|Yes|A little bit interested|Not at all interested|Somewhat interested|Somewhat interested|A little bit interested|Between 6:01 - 7:00 AM|9 - 12 hours|1 - 2 hours|Never|Ergonomic keyboard or mouse|I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No||The survey was too long|Somewhat difficult
34469|Yes|Yes|Russian Federation|No||I never completed any formal education|||Back-end developer;Desktop or enterprise applications developer;Engineering manager;Front-end developer;Full-stack developer;Game or graphics developer;Student;System administrator|0-2 years|9-11 years|||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
429|Yes|No||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
60314|No|No|Pakistan|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
35628|Yes|Yes|India|Yes, part-time|Not employed, but looking for work||||Back-end developer;C-suite executive (CEO, CTO, etc.);Mobile developer|3-5 years|0-2 years||Extremely satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|I've never had a job|||||||||||||||||||||||||||||||||||Indian rupees (₹)|||||||Received on-the-job training in software development||||Strongly agree|Agree|Agree|C;C++;Java;PHP;SQL;Swift;HTML|PHP;Python;SQL;Swift;Kotlin|SQL Server;MySQL;SQLite|SQL Server;MySQL;SQLite|Android;Firebase|Android;Apple Watch or Apple TV;iOS;Firebase||Node.js;React;Spark;Cordova;Spring|Android Studio;NetBeans|Linux-based|1||Copying and pasting files to network shares;I don't use version control||No|||Strongly agree|Strongly agree|Strongly disagree|Clicked on an online advertisement|1.0|3.0|6.0|5.0|2.0|4.0|7.0|"Evolving definitions of ""fairness"" in algorithmic versus human decisions"|"Artificial intelligence surpassing human intelligence (""the singularity"")"|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|10 (Very Likely)|Multiple times per day|Yes|Multiple times per day|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Extremely interested|Between 9:01 - 10:00 AM|Over 12 hours|Less than 30 minutes|1 - 2 times per week||Daily or almost every day|Male||||18 - 24 years old|Yes||The survey was an appropriate length|Neither easy nor difficult
52852|Yes|Yes|Pakistan|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|20 to 99 employees|Mobile developer|3-5 years|0-2 years|Slightly satisfied|Slightly satisfied|Working as a product manager or project manager|I’m not actively looking, but I am open to new opportunities|Less than a year ago||||||||||||||||||||||2.0|1.0|4.0|3.0|5.0|7.0|4.0|2.0|3.0|1.0|5.0|6.0|My job status or other personal status changed|||Monthly||PKR|Office / productivity suite (Microsoft Office, Google Suite, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)|One to three months|Received on-the-job training in software development||||Neither Agree nor Disagree|Agree|Disagree|Java|Java|SQL Server;MySQL;SQLite|SQLite;Oracle|Firebase|||React;TensorFlow|Android Studio;NetBeans;Notepad++;Sublime Text|Windows|1|Agile;Scrum|Git|Multiple times per day|No|||Somewhat disagree|Somewhat disagree|Strongly disagree|Stopped going to a website because of their advertising||||||||Algorithms making important decisions|Algorithms making important decisions|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|The developer who wrote it|Unsure / I don't know|8|Daily or almost daily|Yes|A few times per week|No, I didn't know that Stack Overflow had a jobs board|No, and I don't know what that is||Yes|A little bit interested|Somewhat interested|A little bit interested|Not at all interested|Very interested|Between 9:01 - 10:00 AM|5 - 8 hours|30 - 59 minutes|Never|Ergonomic keyboard or mouse|1 - 2 times per week|Male|Straight or heterosexual||East Asian|18 - 24 years old|Yes||The survey was too long|Somewhat easy
3006|Yes|Yes|New Zealand|Yes, full-time||Bachelor’s degree (BA, BS, B.Eng., etc.)|Information systems, information technology, or system administration||Student|0-2 years|||||I am actively looking for a job|I've never had a job|3.0|9.0|10.0|5.0|6.0|8.0|4.0|7.0|1.0|2.0|4.0|10.0|3.0|5.0|1.0|11.0|6.0|2.0|7.0|9.0|8.0|3.0|2.0|1.0|5.0|4.0|4.0|1.0|6.0|2.0|3.0|7.0|5.0|A friend told me about a job opportunity||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
13089|Yes|No|Germany|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|A humanities discipline (ex. literature, history, philosophy)|10 to 19 employees|Full-stack developer|0-2 years|0-2 years|Extremely satisfied|Extremely satisfied|Working in a different or more specialized technical role than the one I'm in now|I am not interested in new job opportunities|Less than a year ago|6.0|7.0|2.0|4.0|1.0|5.0|8.0|3.0|10.0|9.0|1.0|3.0|2.0|6.0|10.0|5.0|4.0|7.0|9.0|11.0|8.0|||||||||||||My job status or other personal status changed|Euros (€)|45000|Yearly|55075.0|EUR|Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Other chat system (IRC, proprietary software, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)|Less than a month|Taken an online course in programming or software development (e.g. a MOOC);Participated in a full-time developer training program or bootcamp;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)|One to three months||Agree|Disagree|Neither Agree nor Disagree|JavaScript;TypeScript;HTML;CSS;Bash/Shell|Go;JavaScript;TypeScript;HTML;CSS;Bash/Shell|MongoDB;Redis;PostgreSQL|MongoDB;Redis;PostgreSQL|Heroku|Amazon Echo;AWS;Azure;Raspberry Pi|Node.js;React|Node.js;React|Atom;Visual Studio Code|Linux-based|2|Agile;Kanban;Lean;Scrum|Git|Multiple times per day|No|||Somewhat agree|Strongly agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising|7.0|5.0|6.0|3.0|2.0|1.0|4.0|Increasing automation of jobs|Algorithms making important decisions|A governmental or other regulatory body|I'm excited about the possibilities more than worried about the dangers.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Unsure / I don't know|8|Daily or almost daily|Yes|I have never participated in Q&A on Stack Overflow|Yes|No, I have one but it's out of date|6|I'm not sure|A little bit interested|Somewhat interested|A little bit interested|Extremely interested|Somewhat interested|Between 8:01 - 9:00 AM|9 - 12 hours|30 - 59 minutes|Never||I don't typically exercise|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
63273|Yes|Yes|Canada|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|Fewer than 10 employees|Back-end developer;Database administrator;Designer;Desktop or enterprise applications developer;Front-end developer;Full-stack developer;Marketing or sales professional;Mobile developer;Product manager;QA or test developer;System administrator|12-14 years|9-11 years|Slightly dissatisfied|Neither satisfied nor dissatisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|More than 4 years ago|6.0|3.0|5.0|7.0|1.0|4.0|10.0|2.0|8.0|9.0|1.0|10.0|2.0|8.0|5.0|7.0|9.0|4.0|3.0|6.0|11.0|3.0|1.0|5.0|2.0|4.0|4.0|6.0|7.0|2.0|1.0|5.0|3.0|My job status or other personal status changed|Canadian dollars (C$)|90000|Yearly|72469.0|CAD|Google Hangouts/Chat;Office / productivity suite (Microsoft Office, Google Suite, etc.);Trello|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course;Contributed to open source software|The official documentation and/or standards for the technology;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);The technology’s online help system|||Agree|Strongly agree|Neither Agree nor Disagree|C#;Java;JavaScript;SQL;TypeScript;VB.NET;HTML;CSS|Go;Python;Ruby;Scala;Swift|SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)|Redis;PostgreSQL|Amazon Echo;Arduino;Azure;Gaming console;Raspberry Pi;Windows Desktop or Server;Windows Phone||.NET Core;Cordova;Xamarin|Angular;.NET Core;React;Cordova;Xamarin|Notepad++;Visual Studio;Visual Studio Code|Windows|2|Agile;Kanban;Pair programming;Scrum|Team Foundation Version Control|Multiple times per day|Yes|Yes|The ad-blocking software was causing display issues on a website|Somewhat agree|Neither agree nor disagree|Somewhat agree||4.0|6.0|7.0|5.0|1.0|2.0|3.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|The developers or the people creating the AI|I'm worried about the dangers more than I'm excited about the possibilities.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|Yes|No, I have one but it's out of date|10 (Very Likely)|Yes|Very interested|Somewhat interested|A little bit interested|Somewhat interested|Extremely interested|Between 7:01 - 8:00 AM|9 - 12 hours|30 - 59 minutes|Never|Wrist/hand supports or braces|I don't typically exercise|Male|Straight or heterosexual|Bachelor’s degree (BA, BS, B.Eng., etc.)|White or of European descent|25 - 34 years old|Yes||The survey was an appropriate length|Neither easy nor difficult
37663|Yes|No|United States|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Information systems, information technology, or system administration||Back-end developer;Database administrator;DevOps specialist;Front-end developer;System administrator|6-8 years|0-2 years|Slightly satisfied|Extremely satisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|10.0|2.0|5.0|7.0|1.0|4.0|3.0|6.0|9.0|8.0|2.0|3.0|4.0|8.0|9.0|5.0|11.0|7.0|10.0|6.0|1.0|2.0|1.0|5.0|3.0|4.0|6.0|4.0|3.0|7.0|1.0|5.0|2.0|A recruiter contacted me|U.S. dollars ($)|48000|Weekly|2000000.0|USD|Confluence;Facebook;HipChat;Jira|One to three months|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees|||Agree|Strongly disagree|Neither Agree nor Disagree|C++;C#;Java;JavaScript;Perl;PHP;Python;Ruby;SQL;TypeScript;HTML;CSS;Bash/Shell|Assembly;C++;Erlang;F#;Haskell;Perl;Python;Ruby;SQL;TypeScript;VB.NET;Bash/Shell|SQL Server;MySQL;PostgreSQL;SQLite;MariaDB;Elasticsearch|SQL Server;PostgreSQL;SQLite;Amazon DynamoDB;Amazon Redshift;Microsoft Azure (Tables, CosmosDB, SQL, etc);Elasticsearch|Windows Desktop or Server||Angular;Django;Node.js|Angular;Django;Node.js|Eclipse;Notepad++;Vim;Visual Studio;Visual Studio Code|Windows|3|Agile;Kanban|Git|Multiple times per day|Yes|Yes|The website I was visiting asked me to disable it;I wanted to support the website I was visiting by viewing their ads|Somewhat disagree|Neither agree nor disagree|Strongly agree|Stopped going to a website because of their advertising|2.0|3.0|1.0|4.0|7.0|6.0|5.0|Algorithms making important decisions|Increasing automation of jobs|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, and publicly|The person who came up with the idea|Unsure / I don't know|10 (Very Likely)|Multiple times per day|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, I know what it is but I don't have one||No|Very interested|Not at all interested|Somewhat interested|Somewhat interested|Very interested|Between 8:01 - 9:00 AM|9 - 12 hours|1 - 2 hours|Daily or almost every day|Standing desk|I don't typically exercise|Male|Straight or heterosexual;Asexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|25 - 34 years old|No|No|The survey was too short|Somewhat easy
36986|Yes|No|United States|No|Employed full-time|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)||100 to 499 employees|Back-end developer;Data or business analyst;Designer;Desktop or enterprise applications developer;DevOps specialist;Front-end developer;Full-stack developer|18-20 years|18-20 years|Slightly dissatisfied|Moderately satisfied|Working as an engineering manager or other functional manager|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|8.0|6.0|3.0|5.0|1.0|4.0|2.0|7.0|9.0|10.0|1.0|9.0|2.0|11.0|3.0|4.0|8.0|5.0|10.0|7.0|6.0|5.0|1.0|4.0|2.0|3.0|7.0|2.0|1.0|3.0|5.0|4.0|6.0|A friend told me about a job opportunity|U.S. dollars ($)|102500||102500.0|USD|Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder)|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;The technology’s online help system||To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;Because I find it enjoyable|Agree|Agree|Disagree|Java;JavaScript;Python;HTML;CSS;Bash/Shell|C#;JavaScript;Python;HTML;CSS|MongoDB||Linux;Windows Desktop or Server|AWS;Linux;Windows Desktop or Server|Spring|Angular;.NET Core;Django;Node.js|NetBeans;PyCharm|Windows|2|Agile;Kanban;Scrum|Git;Subversion|Multiple times per day|I'm not sure/I don't know|||Somewhat agree|Somewhat agree|Somewhat disagree|Clicked on an online advertisement;Saw an online advertisement and then researched it (without clicking on the ad)|3.0|4.0|6.0|5.0|2.0|1.0|7.0|"Artificial intelligence surpassing human intelligence (""the singularity"")"|Algorithms making important decisions|The developers or the people creating the AI|I'm excited about the possibilities more than worried about the dangers.|No|Yes, but only within the company|The developer who wrote it|Yes|10 (Very Likely)|Multiple times per day|Yes|Daily or almost daily|Yes|No, I have one but it's out of date|10 (Very Likely)|Yes|Very interested|Very interested|Somewhat interested|Very interested|Extremely interested|Between 6:01 - 7:00 AM|9 - 12 hours|30 - 59 minutes|1 - 2 times per week||I don't typically exercise|Male|Straight or heterosexual|Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)|White or of European descent|35 - 44 years old|Yes|No|The survey was too short|Very easy
53437|Yes|Yes|India|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Back-end developer;Designer;Desktop or enterprise applications developer;Embedded applications or devices developer|3-5 years|3-5 years|Slightly dissatisfied|Slightly dissatisfied|Doing the same work|I am not interested in new job opportunities|Less than a year ago||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
77063|No|No|Ukraine|No|Employed full-time|Master’s degree (MA, MS, M.Eng., MBA, etc.)|Another engineering discipline (ex. civil, electrical, mechanical)|100 to 499 employees|Back-end developer;Full-stack developer|3-5 years|0-2 years|Slightly satisfied|Moderately satisfied|Working in a different or more specialized technical role than the one I'm in now|I’m not actively looking, but I am open to new opportunities|Between 1 and 2 years ago|6.0|9.0|8.0|1.0|2.0|5.0|7.0|4.0|10.0|3.0|1.0|10.0|3.0|8.0|6.0|11.0|2.0|4.0|7.0|5.0|9.0|5.0|1.0|3.0|4.0|2.0|1.0|5.0|7.0|2.0|4.0|6.0|3.0|My job status or other personal status changed|U.S. dollars ($)|1050|Monthly|12600.0|USD|Jira;Slack;Trello;Other wiki tool (Github, Google Sites, proprietary software, etc.)|Less than a month|Taught yourself a new language, framework, or tool without taking a formal course|The official documentation and/or standards for the technology;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;The technology’s online help system|||Strongly agree|Neither Agree nor Disagree|Neither Agree nor Disagree|JavaScript;Ruby|JavaScript;Ruby|PostgreSQL|Redis;PostgreSQL|Heroku|Heroku||React|Sublime Text|Linux-based|1|Agile;Scrum|Git|Multiple times per day|Yes|No||Somewhat disagree|Neither agree nor disagree|Somewhat agree||2.0|3.0|7.0|4.0|1.0|5.0|6.0|Algorithms making important decisions||The developers or the people creating the AI|I don't care about it, or I haven't thought about it.|Depends on what it is|Depends on what it is|Upper management at the company/organization|Yes|9|Multiple times per day|Yes|Less than once per month or monthly|No, I knew that Stack Overflow had a jobs board but have never used or visited it|No, and I don't know what that is||Yes|A little bit interested|Not at all interested|A little bit interested|Very interested|Somewhat interested|Between 5:00 - 6:00 AM|9 - 12 hours|1 - 2 hours|Never||1 - 2 times per week|Male|Straight or heterosexual|Master’s degree (MA, MS, M.Eng., MBA, etc.)|White or of European descent|25 - 34 years old|No||The survey was an appropriate length|Somewhat easy
3990|Yes|No|India|No|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
18011|Yes|Yes|India|Yes, full-time|Employed full-time|Bachelor’s degree (BA, BS, B.Eng., etc.)|Computer science, computer engineering, or software engineering|10,000 or more employees|Back-end developer;Full-stack developer|0-2 years|0-2 years|Neither satisfied nor dissatisfied|Extremely dissatisfied|Working as a founder or co-founder of my own company|I’m not actively looking, but I am open to new opportunities|Between 2 and 4 years ago|10.0|7.0|8.0|1.0|5.0|6.0|4.0|3.0|9.0|2.0|1.0|9.0|6.0|8.0|5.0|10.0|4.0|2.0|7.0|3.0|11.0|1.0|2.0|4.0|3.0|5.0|3.0|6.0|7.0|4.0|5.0|2.0|1.0|I did not receive an expected change in compensation|Indian rupees (₹)||Monthly||INR|Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)|Three to six months|Taken an online course in programming or software development (e.g. a MOOC);Participated in a full-time developer training program or bootcamp;Taken a part-time in-person course in programming or software development;Received on-the-job training in software development;Taught yourself a new language, framework, or tool without taking a formal course;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open source software|The official documentation and/or standards for the technology;A college/university computer science or software engineering book;Questions & answers on Stack Overflow;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Internal Wikis, chat rooms, or documentation set up by my company for employees|Longer than a year|To improve my general technical skills or programming ability;To improve my knowledge of a specific programming language, framework, or other technology;To help me find new job opportunities;To win prizes or cash awards;Because I find it enjoyable|Strongly agree|Strongly agree|Agree|Java;JavaScript;TypeScript;HTML;CSS;Bash/Shell|Julia;Python;R;Swift;Kotlin|MongoDB;MySQL||Amazon Echo;Google Cloud Platform/App Engine;Google Home;Heroku;IBM Cloud or Watson;WordPress;Firebase|Gaming console;iOS;Raspberry Pi|Angular;Node.js|Hadoop;React;Spark;Cordova;TensorFlow;Torch/PyTorch|Android Studio;Atom;Eclipse;IntelliJ;Notepad++;Sublime Text;Visual Studio Code|Windows|1|Agile;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies);Scrum|Git;Mercurial|A few times per week|Yes|Yes|The website I was visiting forced me to disable it to access their content;The ad-blocking software was causing display issues on a website;The website I was visiting asked me to disable it|Neither agree nor disagree|Stron