Stack Overflow Developer Survey Results 2019

Stack Overflow’s annual Developer Survey 2019

@kaggle.aashidutt3_stack_overflow_developer_survey_results_2019

Table List

2 tables(7.49 MB)

Survey Results Public

@kaggle.aashidutt3_stack_overflow_developer_survey_results_2019.survey_results_public

7.48 MB
88883 rows
85 columns

respondent Respondent	mainbranch MainBranch	hobbyist Hobbyist	opensourcer OpenSourcer	opensource OpenSource	employment Employment	country Country	student Student	edlevel EdLevel	undergradmajor UndergradMajor	eduother EduOther	orgsize OrgSize	devtype DevType	yearscode YearsCode	age1stcode Age1stCode	yearscodepro YearsCodePro	careersat CareerSat	jobsat JobSat	mgridiot MgrIdiot	mgrmoney MgrMoney	mgrwant MgrWant	jobseek JobSeek	lasthiredate LastHireDate	lastint LastInt	fizzbuzz FizzBuzz	jobfactors JobFactors	resumeupdate ResumeUpdate	currencysymbol CurrencySymbol	currencydesc CurrencyDesc	comptotal CompTotal	compfreq CompFreq	convertedcomp ConvertedComp	workweekhrs WorkWeekHrs	workplan WorkPlan	workchallenge WorkChallenge	workremote WorkRemote	workloc WorkLoc	impsyn ImpSyn	coderev CodeRev	coderevhrs CodeRevHrs	unittests UnitTests	purchasehow PurchaseHow	purchasewhat PurchaseWhat	languageworkedwith LanguageWorkedWith	languagedesirenextyear LanguageDesireNextYear	databaseworkedwith DatabaseWorkedWith	databasedesirenextyear DatabaseDesireNextYear	platformworkedwith PlatformWorkedWith	platformdesirenextyear PlatformDesireNextYear	webframeworkedwith WebFrameWorkedWith	webframedesirenextyear WebFrameDesireNextYear	misctechworkedwith MiscTechWorkedWith	misctechdesirenextyear MiscTechDesireNextYear	devenviron DevEnviron	opsys OpSys	containers Containers	blockchainorg BlockchainOrg	blockchainis BlockchainIs	betterlife BetterLife	itperson ITperson	offon OffOn	socialmedia SocialMedia	extraversion Extraversion	screenname ScreenName	sovisit1st SOVisit1st	sovisitfreq SOVisitFreq	sovisitto SOVisitTo	sofindanswer SOFindAnswer	sotimesaved SOTimeSaved	sohowmuchtime SOHowMuchTime	soaccount SOAccount	sopartfreq SOPartFreq	sojobs SOJobs	entteams EntTeams	socomm SOComm	welcomechange WelcomeChange	sonewcontent SONewContent	age Age	gender Gender	trans Trans	sexuality Sexuality	ethnicity Ethnicity	dependents Dependents	surveylength SurveyLength	surveyease SurveyEase
1	I am a student who is learning to code	Yes	Never	The quality of OSS and closed source software is about the same	Not employed, and not looking for work	United Kingdom	No	Primary/elementary school	nan	Taught yourself a new language, framework, or tool without taking a formal course	nan	nan	4	10	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan		nan			nan	nan	nan	nan	nan	nan		nan	nan	nan	HTML/CSS;Java;JavaScript;Python	C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL	SQLite	MySQL	MacOS;Windows	Android;Arduino;Windows	Django;Flask	Flask;jQuery	Node.js	Node.js	IntelliJ;Notepad++;PyCharm	Windows	I do not use containers	nan	nan	Yes	Fortunately, someone else has that title	Yes	Twitter	Online	Username	2017	A few times per month or weekly	Find answers to specific questions;Learn how to do things I didn’t necessarily look for	3-5 times per week	Stack Overflow was much faster	31-60 minutes	No	nan	No, I didn't know that Stack Overflow had a job board	No, and I don't know what those are	Neutral	Just as welcome now as I felt last year	Tech articles written by other developers;Industry news about technologies you're interested in;Courses on technologies you're interested in	14	Man	No	Straight / Heterosexual	nan	No	Appropriate in length	Neither easy nor difficult
2	I am a student who is learning to code	No	Less than once per year	The quality of OSS and closed source software is about the same	Not employed, but looking for work	Bosnia and Herzegovina	Yes, full-time	Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)	nan	Taken an online course in programming or software development (e.g. a MOOC)	nan	Developer, desktop or enterprise applications;Developer, front-end	nan	17	nan	nan	nan	nan	nan	nan	I am actively looking for a job	I've never had a job	nan	nan	Financial performance or funding status of the company or organization;Specific department or team I'd be working on;Languages, frameworks, and other technologies I'd be working with	Something else changed (education, award, media, etc.)	nan	nan		nan			nan	nan	nan	nan	nan	nan		nan	nan	nan	C++;HTML/CSS;Python	C++;HTML/CSS;JavaScript;SQL	nan	MySQL	Windows	Windows	Django	Django	nan	nan	Atom;PyCharm	Windows	I do not use containers	nan	Useful across many domains and could change many aspects of our lives	Yes	Yes	Yes	Instagram	Online	Username	2017	Daily or almost daily	Find answers to specific questions;Learn how to do things I didn’t necessarily look for	3-5 times per week	Stack Overflow was much faster	11-30 minutes	Yes	A few times per month or weekly	No, I knew that Stack Overflow had a job board but have never used or visited it	No, and I don't know what those are	Yes, somewhat	Just as welcome now as I felt last year	Tech articles written by other developers;Industry news about technologies you're interested in;Tech meetups or events in your area;Courses on technologies you're interested in	19	Man	No	Straight / Heterosexual	nan	No	Appropriate in length	Neither easy nor difficult
3	I am not primarily a developer, but I write code sometimes as part of my work	Yes	Never	The quality of OSS and closed source software is about the same	Employed full-time	Thailand	No	Bachelor’s degree (BA, BS, B.Eng., etc.)	Web development or web design	Taught yourself a new language, framework, or tool without taking a formal course	100 to 499 employees	Designer;Developer, back-end;Developer, front-end;Developer, full-stack	3	22	1	Slightly satisfied	Slightly satisfied	Not at all confident	Not sure	Not sure	I’m not actively looking, but I am open to new opportunities	1-2 years ago	Interview with people in peer roles	No	Languages, frameworks, and other technologies I'd be working with;Remote work options;Flex time or a flexible schedule	I was preparing for a job search	THB	Thai baht	23000	Monthly	8820	40	There's no schedule or spec; I work on what seems most important or urgent	Distracting work environment;Inadequate access to necessary tools;Lack of support from management	Less than once per month / Never	Home	Average	No		No, but I think we should	Not sure	I have little or no influence	HTML/CSS	Elixir;HTML/CSS	PostgreSQL	PostgreSQL	nan	nan	nan	Other(s):	nan	nan	Vim;Visual Studio Code	Linux-based	I do not use containers	nan	nan	Yes	Yes	Yes	Reddit	In real life (in person)	Username	2011	A few times per week	Find answers to specific questions;Learn how to do things I didn’t necessarily look for	6-10 times per week	They were about the same	nan	Yes	Less than once per month or monthly	Yes	No, I've heard of them, but I am not part of a private Q&A instance	Neutral	Just as welcome now as I felt last year	Tech meetups or events in your area;Courses on technologies you're interested in	28	Man	No	Straight / Heterosexual	nan	Yes	Appropriate in length	Neither easy nor difficult
4	I am a developer by profession	No	Never	The quality of OSS and closed source software is about the same	Employed full-time	United States	No	Bachelor’s degree (BA, BS, B.Eng., etc.)	Computer science, computer engineering, or software engineering	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	100 to 499 employees	Developer, full-stack	3	16	Less than 1 year	Very satisfied	Slightly satisfied	Very confident	No	Not sure	I am not interested in new job opportunities	Less than a year ago	Write code by hand (e.g., on a whiteboard);Interview with people in senior / management roles	No	Languages, frameworks, and other technologies I'd be working with;Office environment or company culture;Opportunities for professional development	I was preparing for a job search	USD	United States dollar	61000	Yearly	61000	80	There's no schedule or spec; I work on what seems most important or urgent	nan	Less than once per month / Never	Home	A little below average	No		No, but I think we should	Developers typically have the most influence on purchasing new technology	I have little or no influence	C;C++;C#;Python;SQL	C;C#;JavaScript;SQL	MySQL;SQLite	MySQL;SQLite	Linux;Windows	Linux;Windows	nan	nan	.NET	.NET	Eclipse;Vim;Visual Studio;Visual Studio Code	Windows	I do not use containers	Not at all	Useful for decentralized currency (i.e., Bitcoin)	Yes	SIGH	Yes	Reddit	In real life (in person)	Username	2014	Daily or almost daily	Find answers to specific questions;Pass the time / relax	1-2 times per week	Stack Overflow was much faster	31-60 minutes	Yes	Less than once per month or monthly	Yes	No, and I don't know what those are	No, not really	Just as welcome now as I felt last year	Tech articles written by other developers;Industry news about technologies you're interested in;Tech meetups or events in your area;Courses on technologies you're interested in	22	Man	No	Straight / Heterosexual	White or of European descent	No	Appropriate in length	Easy
5	I am a developer by profession	Yes	Once a month or more often	OSS is, on average, of HIGHER quality than proprietary / closed source software	Employed full-time	Ukraine	No	Bachelor’s degree (BA, BS, B.Eng., etc.)	Computer science, computer engineering, or software engineering	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	10,000 or more employees	Academic researcher;Developer, desktop or enterprise applications;Developer, full-stack;Developer, mobile	16	14	9	Very dissatisfied	Slightly dissatisfied	Somewhat confident	Yes	No	I am not interested in new job opportunities	Less than a year ago	Write any code;Write code by hand (e.g., on a whiteboard);Solve a brain-teaser style puzzle;Interview with people in senior / management roles	No	Industry that I'd be working in;Languages, frameworks, and other technologies I'd be working with;Flex time or a flexible schedule	I was preparing for a job search	UAH	Ukrainian hryvnia		nan		55	There is a schedule and/or spec (made by me or by a colleague), and I follow it very closely	Being tasked with non-development work;Inadequate access to necessary tools;Non-work commitments (parenting, school work, hobbies, etc.)	A few days each month	Office	A little above average	Yes, because I see value in code review		Yes, it's part of our process	Not sure	I have little or no influence	C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA	HTML/CSS;Java;JavaScript;SQL;WebAssembly	Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite	Couchbase;Firebase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite	Android;Linux;MacOS;Slack;Windows	Android;Docker;Kubernetes;Linux;Slack	Django;Express;Flask;jQuery;React.js;Spring	Flask;jQuery;React.js;Spring	Cordova;Node.js	Apache Spark;Hadoop;Node.js;React Native	IntelliJ;Notepad++;Vim	Linux-based	Outside of work, for personal projects	Not at all	nan	Yes	Also Yes	Yes	Facebook	In real life (in person)	Username	I don't remember	Multiple times per day	Find answers to specific questions	More than 10 times per week	Stack Overflow was much faster	nan	Yes	A few times per month or weekly	No, I knew that Stack Overflow had a job board but have never used or visited it	No, I've heard of them, but I am not part of a private Q&A instance	Yes, definitely	Just as welcome now as I felt last year	Tech meetups or events in your area;Courses on technologies you're interested in	30	Man	No	Straight / Heterosexual	White or of European descent;Multiracial	No	Appropriate in length	Easy
6	I am not primarily a developer, but I write code sometimes as part of my work	Yes	Never	The quality of OSS and closed source software is about the same	Employed full-time	Canada	No	Bachelor’s degree (BA, BS, B.Eng., etc.)	Mathematics or statistics	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	nan	Data or business analyst;Data scientist or machine learning specialist;Database administrator;Engineer, data	13	15	3	Very satisfied	Slightly satisfied	Very confident	No	Yes	I am not interested in new job opportunities	1-2 years ago	Write any code;Complete a take-home project;Interview with people in senior / management roles	No	Financial performance or funding status of the company or organization;Opportunities for professional development;How widely used or impactful my work output would be	I heard about a job opportunity (from a recruiter, online job posting, etc.)	CAD	Canadian dollar	40000	Monthly	366420	15	There's no schedule or spec; I work on what seems most important or urgent	nan	A few days each month	Home	A little above average	No		Yes, it's not part of our process but the developers do it on their own	Not sure	I have little or no influence	Java;R;SQL	Python;Scala;SQL	MongoDB;PostgreSQL	PostgreSQL	Android;Google Cloud Platform;Linux;Windows	Android;Google Cloud Platform;Linux;Windows	nan	nan	Hadoop	Hadoop;Pandas;TensorFlow;Unity 3D	Android Studio;Eclipse;PyCharm;RStudio;Visual Studio Code	Windows	I do not use containers	Not at all	nan	No	Yes	No	YouTube	In real life (in person)	Login	2011	A few times per month or weekly	Find answers to specific questions	Less than once per week	Stack Overflow was slightly faster	60+ minutes	Yes	I have never participated in Q&A on Stack Overflow	No, I knew that Stack Overflow had a job board but have never used or visited it	No, and I don't know what those are	No, not really	Just as welcome now as I felt last year	Tech articles written by other developers;Industry news about technologies you're interested in;Tech meetups or events in your area;Courses on technologies you're interested in	28	Man	No	Straight / Heterosexual	East Asian	No	Too long	Neither easy nor difficult
7	I am a developer by profession	No	Never	The quality of OSS and closed source software is about the same	Independent contractor, freelancer, or self-employed	Ukraine	No	Bachelor’s degree (BA, BS, B.Eng., etc.)	Another engineering discipline (ex. civil, electrical, mechanical)	Taught yourself a new language, framework, or tool without taking a formal course	Just me - I am a freelancer, sole proprietor, etc.	Designer;Developer, front-end	6	17	4	Slightly satisfied	Neither satisfied nor dissatisfied	nan	nan	nan	I’m not actively looking, but I am open to new opportunities	NA - I am an independent contractor or self employed	Write any code	No	Remote work options;Opportunities for professional development;Flex time or a flexible schedule	nan	USD	United States dollar		nan		32	There is a schedule and/or spec (made by me or by a colleague), and I follow it very closely	Being tasked with non-development work;Distracting work environment;Non-work commitments (parenting, school work, hobbies, etc.)	All or almost all the time (I'm full-time remote)	Other place, such as a coworking space or cafe	Average	Yes, because I see value in code review	6	nan	nan	nan	HTML/CSS;JavaScript	HTML/CSS;JavaScript	nan	nan	MacOS;Windows	MacOS;Windows	React.js	React.js	nan	nan	PHPStorm	Windows	I do not use containers	nan	Useful for decentralized currency (i.e., Bitcoin)	No	Yes	No	YouTube	nan	nan	2014	Daily or almost daily	Find answers to specific questions	3-5 times per week	nan	nan	Yes	Less than once per month or monthly	Yes	No, and I don't know what those are	Neutral	A lot more welcome now than last year	nan	42	Man	No	Straight / Heterosexual	White or of European descent	Yes	Appropriate in length	Neither easy nor difficult
8	I code primarily as a hobby	Yes	Less than once per year	OSS is, on average, of HIGHER quality than proprietary / closed source software	Not employed, but looking for work	India	nan	Bachelor’s degree (BA, BS, B.Eng., etc.)	Computer science, computer engineering, or software engineering	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	nan	Developer, back-end;Engineer, site reliability	8	16	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan		nan			nan	nan	nan	nan	nan	nan		nan	nan	nan	Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;JavaScript;Python;SQL	Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;Python;SQL;WebAssembly	Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;Redis;SQLite	Cassandra;DynamoDB;Elasticsearch;Firebase;MongoDB;MySQL;PostgreSQL;Redis	AWS;Docker;Heroku;Linux;MacOS;Slack	Android;Arduino;AWS;Docker;Google Cloud Platform;IBM Cloud or Watson;Kubernetes;Linux;MacOS;Raspberry Pi;Slack	Express;Flask;React.js;Spring	Django;Express;Flask;React.js;Vue.js	Hadoop;Node.js;Pandas	Ansible;Apache Spark;Chef;Hadoop;Node.js;Pandas;Puppet;React Native;TensorFlow;Torch/PyTorch;Unreal Engine	Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual Studio Code	Linux-based	Development;Testing;Production;Outside of work, for personal projects	nan	Useful across many domains and could change many aspects of our lives	Yes	SIGH	Yes	YouTube	In real life (in person)	Handle	2012	A few times per week	Find answers to specific questions;Learn how to do things I didn’t necessarily look for;Contribute to a library of information	Less than once per week	Stack Overflow was slightly faster	11-30 minutes	Yes	Less than once per month or monthly	Yes	No, and I don't know what those are	Yes, definitely	A lot more welcome now than last year	Tech articles written by other developers;Industry news about technologies you're interested in;Tech meetups or events in your area;Courses on technologies you're interested in	24	Man	No	Straight / Heterosexual	nan	nan	Appropriate in length	Neither easy nor difficult
9	I am a developer by profession	Yes	Once a month or more often	The quality of OSS and closed source software is about the same	Employed full-time	New Zealand	No	Some college/university study without earning a degree	Computer science, computer engineering, or software engineering	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…	10 to 19 employees	Database administrator;Developer, back-end;Developer, front-end;Developer, full-stack;Developer, QA or test;DevOps specialist	12	11	4	Slightly satisfied	Slightly satisfied	Somewhat confident	No	Not sure	I’m not actively looking, but I am open to new opportunities	Less than a year ago	Write any code;Interview with people in peer roles;Interview with people in senior / management roles	Yes	Financial performance or funding status of the company or organization;Office environment or company culture;How widely used or impactful my work output would be	I was preparing for a job search	NZD	New Zealand dollar	138000	Yearly	95179	32	There is a schedule and/or spec (made by me or by a colleague), and my work somewhat aligns	Being tasked with non-development work;Inadequate access to necessary tools;Not enough people for the workload	Less than once per month / Never	Office	A little above average	Yes, because I see value in code review	12	Yes, it's not part of our process but the developers do it on their own	Not sure	I have some influence	Bash/Shell/PowerShell;C#;HTML/CSS;JavaScript;Python;Ruby;Rust;SQL;TypeScript;WebAssembly;Other(s):	Bash/Shell/PowerShell;C;HTML/CSS;JavaScript;Ruby;Rust;SQL;TypeScript;WebAssembly;Other(s):	DynamoDB;PostgreSQL;SQLite	PostgreSQL;Redis;SQLite	AWS;Docker;Heroku;Linux;MacOS;Slack	AWS;Docker;Heroku;Linux;MacOS;Slack;Other(s):	Express;Ruby on Rails;Other(s):	Express;Ruby on Rails;Other(s):	Node.js;Unity 3D	Node.js	Vim	MacOS	Development;Testing;Production	Not at all	An irresponsible use of resources	No	SIGH	Yes	Twitter	In real life (in person)	Username	2013	Daily or almost daily	Find answers to specific questions;Contribute to a library of information	3-5 times per week	They were about the same	nan	Yes	Less than once per month or monthly	No, I knew that Stack Overflow had a job board but have never used or visited it	No, and I don't know what those are	Yes, somewhat	Just as welcome now as I felt last year	nan	23	Man	No	Bisexual	White or of European descent	No	Appropriate in length	Neither easy nor difficult
10	I am a developer by profession	Yes	Once a month or more often	OSS is, on average, of HIGHER quality than proprietary / closed source software	Employed full-time	India	No	Master’s degree (MA, MS, M.Eng., MBA, etc.)	nan	nan	10,000 or more employees	Data or business analyst;Data scientist or machine learning specialist;Database administrator;Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack;Developer, game or graphics;Educator	12	20	10	Slightly dissatisfied	Slightly dissatisfied	Somewhat confident	Yes	Yes	I’m not actively looking, but I am open to new opportunities	3-4 years ago	nan	No	Languages, frameworks, and other technologies I'd be working with;Remote work options;Flex time or a flexible schedule	nan	INR	Indian rupee	950000	Yearly	13293	70	There's no schedule or spec; I work on what seems most important or urgent	nan	A few days each month	Home	Far above average	Yes, because I see value in code review	4	Yes, it's part of our process	nan	nan	C#;Go;JavaScript;Python;R;SQL	C#;Go;JavaScript;Kotlin;Python;R;SQL	Elasticsearch;MongoDB;Microsoft SQL Server;MySQL;SQLite	Elasticsearch;MongoDB;Microsoft SQL Server	Linux;Windows	Android;Linux;Raspberry Pi;Windows	Angular/Angular.js;ASP.NET;Django;Express;Flask;jQuery	Angular/Angular.js;ASP.NET;Django;Express;Flask;jQuery	.NET;Node.js;Pandas;Torch/PyTorch	.NET;Node.js;TensorFlow;Torch/PyTorch	Android Studio;Eclipse;IPython / Jupyter;Notepad++;RStudio;Vim;Visual Studio;Visual Studio Code	Windows	nan	Not at all	Useful for immutable record keeping outside of currency	No	Yes	Yes	YouTube	Neither	Screen Name	nan	Multiple times per day	Find answers to specific questions;Get a sense of belonging to the developer community;Meet other people with similar skills or interests	3-5 times per week	They were about the same	nan	Yes	A few times per month or weekly	Yes	No, and I don't know what those are	Yes, somewhat	Somewhat less welcome now than last year	Tech articles written by other developers;Tech meetups or events in your area		nan	nan	nan	nan	Yes	Too long	Difficult


CREATE TABLE survey_results_public (
  "respondent" BIGINT,
  "mainbranch" VARCHAR,
  "hobbyist" VARCHAR,
  "opensourcer" VARCHAR,
  "opensource" VARCHAR,
  "employment" VARCHAR,
  "country" VARCHAR,
  "student" VARCHAR,
  "edlevel" VARCHAR,
  "undergradmajor" VARCHAR,
  "eduother" VARCHAR,
  "orgsize" VARCHAR,
  "devtype" VARCHAR,
  "yearscode" VARCHAR,
  "age1stcode" VARCHAR,
  "yearscodepro" VARCHAR,
  "careersat" VARCHAR,
  "jobsat" VARCHAR,
  "mgridiot" VARCHAR,
  "mgrmoney" VARCHAR,
  "mgrwant" VARCHAR,
  "jobseek" VARCHAR,
  "lasthiredate" VARCHAR,
  "lastint" VARCHAR,
  "fizzbuzz" VARCHAR,
  "jobfactors" VARCHAR,
  "resumeupdate" VARCHAR,
  "currencysymbol" VARCHAR,
  "currencydesc" VARCHAR,
  "comptotal" DOUBLE,
  "compfreq" VARCHAR,
  "convertedcomp" DOUBLE,
  "workweekhrs" DOUBLE,
  "workplan" VARCHAR,
  "workchallenge" VARCHAR,
  "workremote" VARCHAR,
  "workloc" VARCHAR,
  "impsyn" VARCHAR,
  "coderev" VARCHAR,
  "coderevhrs" DOUBLE,
  "unittests" VARCHAR,
  "purchasehow" VARCHAR,
  "purchasewhat" VARCHAR,
  "languageworkedwith" VARCHAR,
  "languagedesirenextyear" VARCHAR,
  "databaseworkedwith" VARCHAR,
  "databasedesirenextyear" VARCHAR,
  "platformworkedwith" VARCHAR,
  "platformdesirenextyear" VARCHAR,
  "webframeworkedwith" VARCHAR,
  "webframedesirenextyear" VARCHAR,
  "misctechworkedwith" VARCHAR,
  "misctechdesirenextyear" VARCHAR,
  "devenviron" VARCHAR,
  "opsys" VARCHAR,
  "containers" VARCHAR,
  "blockchainorg" VARCHAR,
  "blockchainis" VARCHAR,
  "betterlife" VARCHAR,
  "itperson" VARCHAR,
  "offon" VARCHAR,
  "socialmedia" VARCHAR,
  "extraversion" VARCHAR,
  "screenname" VARCHAR,
  "sovisit1st" VARCHAR,
  "sovisitfreq" VARCHAR,
  "sovisitto" VARCHAR,
  "sofindanswer" VARCHAR,
  "sotimesaved" VARCHAR,
  "sohowmuchtime" VARCHAR,
  "soaccount" VARCHAR,
  "sopartfreq" VARCHAR,
  "sojobs" VARCHAR,
  "entteams" VARCHAR,
  "socomm" VARCHAR,
  "welcomechange" VARCHAR,
  "sonewcontent" VARCHAR,
  "age" DOUBLE,
  "gender" VARCHAR,
  "trans" VARCHAR,
  "sexuality" VARCHAR,
  "ethnicity" VARCHAR,
  "dependents" VARCHAR,
  "surveylength" VARCHAR,
  "surveyease" VARCHAR
);