Stack Overflow 2018 Developer Survey

Individual responses on the 2018 Developer Survey fielded by Stack Overflow

@kaggle.stackoverflow_stack_overflow_2018_developer_survey

Table List

2 tables(9.23 MB)

Survey Results Public

@kaggle.stackoverflow_stack_overflow_2018_developer_survey.survey_results_public

9.22 MB
98855 rows
129 columns
Only the first 100 columns are shown

respondent Respondent	hobby Hobby	opensource OpenSource	country Country	student Student	employment Employment	formaleducation FormalEducation	undergradmajor UndergradMajor	companysize CompanySize	devtype DevType	yearscoding YearsCoding	yearscodingprof YearsCodingProf	jobsatisfaction JobSatisfaction	careersatisfaction CareerSatisfaction	hopefiveyears HopeFiveYears	jobsearchstatus JobSearchStatus	lastnewjob LastNewJob	assessjob1 AssessJob1	assessjob2 AssessJob2	assessjob3 AssessJob3	assessjob4 AssessJob4	assessjob5 AssessJob5	assessjob6 AssessJob6	assessjob7 AssessJob7	assessjob8 AssessJob8	assessjob9 AssessJob9	assessjob10 AssessJob10	assessbenefits1 AssessBenefits1	assessbenefits2 AssessBenefits2	assessbenefits3 AssessBenefits3	assessbenefits4 AssessBenefits4	assessbenefits5 AssessBenefits5	assessbenefits6 AssessBenefits6	assessbenefits7 AssessBenefits7	assessbenefits8 AssessBenefits8	assessbenefits9 AssessBenefits9	assessbenefits10 AssessBenefits10	assessbenefits11 AssessBenefits11	jobcontactpriorities1 JobContactPriorities1	jobcontactpriorities2 JobContactPriorities2	jobcontactpriorities3 JobContactPriorities3	jobcontactpriorities4 JobContactPriorities4	jobcontactpriorities5 JobContactPriorities5	jobemailpriorities1 JobEmailPriorities1	jobemailpriorities2 JobEmailPriorities2	jobemailpriorities3 JobEmailPriorities3	jobemailpriorities4 JobEmailPriorities4	jobemailpriorities5 JobEmailPriorities5	jobemailpriorities6 JobEmailPriorities6	jobemailpriorities7 JobEmailPriorities7	updatecv UpdateCV	currency Currency	salary Salary	salarytype SalaryType	convertedsalary ConvertedSalary	currencysymbol CurrencySymbol	communicationtools CommunicationTools	timefullyproductive TimeFullyProductive	educationtypes EducationTypes	selftaughttypes SelfTaughtTypes	timeafterbootcamp TimeAfterBootcamp	hackathonreasons HackathonReasons	agreedisagree1 AgreeDisagree1	agreedisagree2 AgreeDisagree2	agreedisagree3 AgreeDisagree3	languageworkedwith LanguageWorkedWith	languagedesirenextyear LanguageDesireNextYear	databaseworkedwith DatabaseWorkedWith	databasedesirenextyear DatabaseDesireNextYear	platformworkedwith PlatformWorkedWith	platformdesirenextyear PlatformDesireNextYear	frameworkworkedwith FrameworkWorkedWith	frameworkdesirenextyear FrameworkDesireNextYear	ide IDE	operatingsystem OperatingSystem	numbermonitors NumberMonitors	methodology Methodology	versioncontrol VersionControl	checkincode CheckInCode	adblocker AdBlocker	adblockerdisable AdBlockerDisable	adblockerreasons AdBlockerReasons	adsagreedisagree1 AdsAgreeDisagree1	adsagreedisagree2 AdsAgreeDisagree2	adsagreedisagree3 AdsAgreeDisagree3	adsactions AdsActions	adspriorities1 AdsPriorities1	adspriorities2 AdsPriorities2	adspriorities3 AdsPriorities3	adspriorities4 AdsPriorities4	adspriorities5 AdsPriorities5	adspriorities6 AdsPriorities6	adspriorities7 AdsPriorities7	aidangerous AIDangerous	aiinteresting AIInteresting	airesponsible AIResponsible	aifuture AIFuture	ethicschoice EthicsChoice	ethicsreport EthicsReport	ethicsresponsible EthicsResponsible
1	Yes	No	Kenya	No	Employed part-time	Bachelor’s degree (BA, BS, B.Eng., etc.)	Mathematics or statistics	20 to 99 employees	Full-stack developer	3-5 years	3-5 years	Extremely 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	Less than a year ago	10	7	8	1	2	5	3	4	9	6												3	1	4	2	5	5	6	7	2	1	4	3	My job status or other personal status changed	nan	nan	Monthly		KES	Slack	One to three 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;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.)	nan	To build my professional network	Strongly agree	Strongly agree	Neither Agree nor Disagree	JavaScript;Python;HTML;CSS	JavaScript;Python;HTML;CSS	Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc)	Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc)	AWS;Azure;Linux;Firebase	AWS;Azure;Linux;Firebase	Django;React	Django;React	Komodo;Vim;Visual Studio Code	Linux-based	1	Agile;Scrum	Git	Multiple times per day	Yes	No	nan	Strongly agree	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	1	5	4	7	2	6	3	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, and publicly	Upper management at the company/organization
3	Yes	Yes	United Kingdom	No	Employed full-time	Bachelor’s degree (BA, BS, B.Eng., etc.)	A natural science (ex. biology, chemistry, physics)	10,000 or more employees	Database administrator;DevOps specialist;Full-stack developer;System administrator	30 or more years	18-20 years	Moderately 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	1	7	10	8	2	5	4	3	6	9	1	5	3	7	10	4	11	9	6	2	8	3	1	5	2	4	1	3	4	5	2	6	7	I saw an employer’s advertisement	British pounds sterling (£)	51000	Yearly	70841	GBP	Confluence;Office / productivity suite (Microsoft Office, Google Suite, etc.);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;Questions & answers on Stack Overflow	nan	nan	Agree	Agree	Neither Agree nor Disagree	JavaScript;Python;Bash/Shell	Go;Python	Redis;PostgreSQL;Memcached	PostgreSQL	Linux	Linux	Django	React	IPython / Jupyter;Sublime Text;Vim	Linux-based	2	nan	Git;Subversion	A few times per week	Yes	Yes	The website I was visiting asked me to disable it	Somewhat agree	Neither agree nor disagree	Neither agree nor disagree	nan	3	5	1	4	6	7	2	Increasing automation of jobs	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
4	Yes	Yes	United States	No	Employed full-time	Associate degree	Computer science, computer engineering, or software engineering	20 to 99 employees	Engineering manager;Full-stack developer	24-26 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	Less than a year ago																																		nan	nan	nan	nan		nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan								nan	nan	nan	nan	nan	nan	nan
5	No	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	Full-stack developer	18-20 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	Less than a year ago																																		A recruiter contacted me	U.S. dollars ($)	nan	nan		nan	nan	Three to six months	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;A book or e-book from O’Reilly, Apress, or a similar publisher;Questions & answers on Stack Overflow;The technology’s online help system	nan	nan	Disagree	Disagree	Strongly disagree	C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell	C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell	SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)	SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)	Azure	Azure	nan	Angular;.NET Core;React	Visual Studio;Visual Studio Code	Windows	2	Agile;Kanban;Scrum	Git	Multiple times per day	Yes	Yes	The ad-blocking software was causing display issues on a website	Neither agree nor disagree	Somewhat agree	Somewhat agree	Stopped going to a website because of their advertising								Artificial intelligence surpassing human intelligence ("the singularity")	Artificial intelligence surpassing human intelligence ("the singularity")	A governmental or other regulatory body	I don't care about it, or I haven't thought about it.	No	Yes, but only within the company	Upper management at the company/organization
7	Yes	No	South Africa	Yes, part-time	Employed full-time	Some college/university study without earning a degree	Computer science, computer engineering, or software engineering	10,000 or more employees	Data or business analyst;Desktop or enterprise applications developer;Game or graphics developer;QA or test developer;Student	6-8 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	8	5	7	1	2	6	4	3	10	9	1	10	2	4	8	3	11	7	5	9	6	2	1	4	5	3	7	3	6	2	1	4	5	My job status or other personal status changed	South African rands (R)	260000	Yearly	21426	ZAR	Office / productivity suite (Microsoft Office, Google Suite, etc.)	Three to six 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	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	nan	nan	Strongly agree	Agree	Strongly disagree	C;C++;Java;Matlab;R;SQL;Bash/Shell	Assembly;C;C++;Matlab;SQL;Bash/Shell	SQL Server;PostgreSQL;Oracle;IBM Db2	PostgreSQL;Oracle;IBM Db2	Arduino;Windows Desktop or Server	Arduino;Windows Desktop or Server	nan	nan	Notepad++;Visual Studio;Visual Studio Code	Windows	2	Evidence-based software engineering;Formal standard such as ISO 9001 or IEEE 12207 (aka “waterfall” methodologies)	Zip file back-ups	Weekly or a few times per month	No	nan	nan	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	3	4	6	1	7	5	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, but only within the company	Upper management at the company/organization
8	Yes	No	United Kingdom	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;Database administrator;Front-end developer;Full-stack developer	6-8 years	3-5 years	Moderately satisfied	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	Between 2 and 4 years ago	8	5	4	9	1	3	6	2	10	7	1	3	4	10	9	2	6	5	11	7	8	4	2	5	1	3	2	6	7	3	1	5	4	I did not receive an expected change in compensation	British pounds sterling (£)	30000	nan	41671	GBP	Confluence;Jira;Office / productivity suite (Microsoft Office, Google Suite, etc.);Other chat system (IRC, 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 online coding competitions (e.g. HackerRank, CodeChef, TopCoder)	The official documentation and/or standards for the technology;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.)	nan	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	Neither Agree nor Disagree	Strongly disagree	Java;JavaScript;Python;TypeScript;HTML;CSS	C#;Go;Java;JavaScript;Python;SQL;TypeScript;HTML;CSS	MongoDB	PostgreSQL	Linux	Linux	Angular;Node.js	Node.js	IntelliJ;PyCharm;Visual Studio Code	Linux-based	2	Agile	Git	A few times per week	Yes	Yes	I wanted to support the website I was visiting by viewing their ads	Somewhat agree	Somewhat agree	Somewhat disagree	Saw an online advertisement and then researched it (without clicking on the ad);Stopped going to a website because of their advertising	1	3	4	2	7	5	6	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
9	Yes	Yes	United States	No	Employed full-time	Some college/university study without earning a degree	Computer science, computer engineering, or software engineering	10,000 or more employees	Back-end developer;Front-end developer;Full-stack developer	9-11 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	Less than a year ago	5	3	9	4	1	8	2	7	10	6	1	3	2	9	11	4	8	6	7	10	5	3	1	5	4	2	1	5	3	4	2	6	7	My job status or other personal status changed	U.S. dollars ($)	120000	Yearly	120000	USD	Confluence;Office / productivity suite (Microsoft Office, Google Suite, etc.);Stack Overflow Enterprise;Other chat system (IRC, proprietary software, etc.);Other wiki tool (Github, Google Sites, proprietary software, etc.)	Six to nine months	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.)	nan	nan	Disagree	Agree	Strongly disagree	JavaScript;HTML;CSS	C;Go;JavaScript;Python;HTML;CSS	MongoDB	nan	Linux	Linux	Node.js;React	React;TensorFlow	Atom;Visual Studio Code	MacOS	2	Agile;Scrum	Git	Multiple times per day	Yes	Yes	The ad-blocking software was causing display issues on a website	Somewhat disagree	Neither agree nor disagree	Somewhat disagree	Clicked on an online advertisement;Stopped going to a website because of their advertising	1	4	2	5	3	7	6	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.	Depends on what it is	Yes, but only within the company	Upper management at the company/organization
10	Yes	Yes	Nigeria	No	Employed full-time	Bachelor’s degree (BA, BS, B.Eng., etc.)	Computer science, computer engineering, or software engineering	10 to 19 employees	Designer;Front-end developer;QA or test developer	0-2 years	3-5 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	Less than a year ago	6	5	4	2	7	8	10	1	9	3	1	3	5	7	6	2	11	9	4	10	8	1	3	2	4	5	2	6	1	3	7	5	4	I saw an employer’s advertisement	nan	nan	nan		nan	Facebook;Google Hangouts/Chat;Office / productivity suite (Microsoft Office, Google Suite, etc.);Slack;Trello;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);Participated in a full-time developer training program or bootcamp;Received on-the-job training in software development;Participated in online coding competitions (e.g. HackerRank, CodeChef, TopCoder);Contributed to open sou…	nan	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;Because I find it enjoyable	Strongly agree	Strongly disagree	Neither Agree nor Disagree	JavaScript;TypeScript;HTML;CSS	Matlab;SQL;Kotlin;Bash/Shell	MongoDB;MySQL;Microsoft Azure (Tables, CosmosDB, SQL, etc);Google Cloud Storage	nan	Azure;Heroku	Amazon Echo;Android;Apple Watch or Apple TV;AWS;Google Cloud Platform/App Engine;Google Home;iOS;WordPress;Firebase	Angular;Node.js	.NET Core;Django	Atom;Notepad++;Sublime Text;Visual Studio Code	Windows	1	Agile;Extreme programming (XP);Scrum	Git	Multiple times per day	Yes	No	nan	Strongly agree	Neither agree nor disagree	Strongly disagree	Saw an online advertisement and then researched it (without clicking on the ad)								Artificial intelligence surpassing human intelligence ("the singularity")	Evolving definitions of "fairness" in algorithmic versus human decisions	nan	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
11	Yes	Yes	United States	No	Employed full-time	Some college/university study without earning a degree	Fine arts or performing arts (ex. graphic design, music, studio art)	100 to 499 employees	Back-end developer;C-suite executive (CEO, CTO, etc.);Data or business analyst;Database administrator;DevOps specialist;Engineering manager;Full-stack developer;System administrator	30 or more years	21-23 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	6	3	7	4	1	5	10	8	9	2	1	3	2	9	11	5	8	4	10	7	6	5	1	2	3	4	3	7	2	4	1	6	5	My job status or other personal status changed	U.S. dollars ($)	250000	Yearly	250000	USD	Confluence;HipChat;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);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;Online developer communities other than Stack Overflow (ex. forums, listservs, IRC channels, etc.);Tapping …	nan	Because I find it enjoyable	Strongly agree	Strongly disagree	Strongly disagree	Assembly;CoffeeScript;Erlang;Go;JavaScript;Lua;Python;Ruby;SQL;HTML;CSS;Bash/Shell	Erlang;Go;Python;Rust;SQL	Redis;PostgreSQL;Amazon DynamoDB;Apache HBase;Apache Hive;Amazon Redshift;Amazon RDS/Aurora;Elasticsearch	Redis;PostgreSQL;Amazon DynamoDB;Apache Hive;Amazon RDS/Aurora;Neo4j	Amazon Echo;AWS;iOS;Linux;Mac OS;Serverless	AWS;Linux;Mac OS;Serverless	Hadoop;Node.js;React;Spark	nan	IntelliJ;PyCharm;Sublime Text;Vim	MacOS	1	Agile;Evidence-based software engineering;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	No	nan	nan	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);Stopped going to a website because of their advertising	1	3	5	4	2	7	6	Algorithms making important decisions	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, and publicly	The person who came up with the idea
16	No	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	Designer	0-2 years	nan	nan	nan	nan	nan	nan																																		nan	nan	nan	nan		nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan								nan	nan	nan	nan	nan	nan	nan


CREATE TABLE survey_results_public (
  "respondent" BIGINT,
  "hobby" VARCHAR,
  "opensource" VARCHAR,
  "country" VARCHAR,
  "student" VARCHAR,
  "employment" VARCHAR,
  "formaleducation" VARCHAR,
  "undergradmajor" VARCHAR,
  "companysize" VARCHAR,
  "devtype" VARCHAR,
  "yearscoding" VARCHAR,
  "yearscodingprof" VARCHAR,
  "jobsatisfaction" VARCHAR,
  "careersatisfaction" VARCHAR,
  "hopefiveyears" VARCHAR,
  "jobsearchstatus" VARCHAR,
  "lastnewjob" VARCHAR,
  "assessjob1" DOUBLE,
  "assessjob2" DOUBLE,
  "assessjob3" DOUBLE,
  "assessjob4" DOUBLE,
  "assessjob5" DOUBLE,
  "assessjob6" DOUBLE,
  "assessjob7" DOUBLE,
  "assessjob8" DOUBLE,
  "assessjob9" DOUBLE,
  "assessjob10" DOUBLE,
  "assessbenefits1" DOUBLE,
  "assessbenefits2" DOUBLE,
  "assessbenefits3" DOUBLE,
  "assessbenefits4" DOUBLE,
  "assessbenefits5" DOUBLE,
  "assessbenefits6" DOUBLE,
  "assessbenefits7" DOUBLE,
  "assessbenefits8" DOUBLE,
  "assessbenefits9" DOUBLE,
  "assessbenefits10" DOUBLE,
  "assessbenefits11" DOUBLE,
  "jobcontactpriorities1" DOUBLE,
  "jobcontactpriorities2" DOUBLE,
  "jobcontactpriorities3" DOUBLE,
  "jobcontactpriorities4" DOUBLE,
  "jobcontactpriorities5" DOUBLE,
  "jobemailpriorities1" DOUBLE,
  "jobemailpriorities2" DOUBLE,
  "jobemailpriorities3" DOUBLE,
  "jobemailpriorities4" DOUBLE,
  "jobemailpriorities5" DOUBLE,
  "jobemailpriorities6" DOUBLE,
  "jobemailpriorities7" DOUBLE,
  "updatecv" VARCHAR,
  "currency" VARCHAR,
  "salary" VARCHAR,
  "salarytype" VARCHAR,
  "convertedsalary" DOUBLE,
  "currencysymbol" VARCHAR,
  "communicationtools" VARCHAR,
  "timefullyproductive" VARCHAR,
  "educationtypes" VARCHAR,
  "selftaughttypes" VARCHAR,
  "timeafterbootcamp" VARCHAR,
  "hackathonreasons" VARCHAR,
  "agreedisagree1" VARCHAR,
  "agreedisagree2" VARCHAR,
  "agreedisagree3" VARCHAR,
  "languageworkedwith" VARCHAR,
  "languagedesirenextyear" VARCHAR,
  "databaseworkedwith" VARCHAR,
  "databasedesirenextyear" VARCHAR,
  "platformworkedwith" VARCHAR,
  "platformdesirenextyear" VARCHAR,
  "frameworkworkedwith" VARCHAR,
  "frameworkdesirenextyear" VARCHAR,
  "ide" VARCHAR,
  "operatingsystem" VARCHAR,
  "numbermonitors" VARCHAR,
  "methodology" VARCHAR,
  "versioncontrol" VARCHAR,
  "checkincode" VARCHAR,
  "adblocker" VARCHAR,
  "adblockerdisable" VARCHAR,
  "adblockerreasons" VARCHAR,
  "adsagreedisagree1" VARCHAR,
  "adsagreedisagree2" VARCHAR,
  "adsagreedisagree3" VARCHAR,
  "adsactions" VARCHAR,
  "adspriorities1" DOUBLE,
  "adspriorities2" DOUBLE,
  "adspriorities3" DOUBLE,
  "adspriorities4" DOUBLE,
  "adspriorities5" DOUBLE,
  "adspriorities6" DOUBLE,
  "adspriorities7" DOUBLE,
  "aidangerous" VARCHAR,
  "aiinteresting" VARCHAR,
  "airesponsible" VARCHAR,
  "aifuture" VARCHAR,
  "ethicschoice" VARCHAR,
  "ethicsreport" VARCHAR,
  "ethicsresponsible" VARCHAR
);