Stack Overflow Developer Survey, 2017
A look into the lives of over 64,000 Stack Overflow developers
@kaggle.stackoverflow_so_survey_2017
Survey Results Public
@kaggle.stackoverflow_so_survey_2017.survey_results_public
- 4.86 MB
- 51392 rows
- 154 columns
- Only the first 100 columns are shown
respondentRespondent | professionalProfessional | programhobbyProgramHobby | countryCountry | universityUniversity | employmentstatusEmploymentStatus | formaleducationFormalEducation | majorundergradMajorUndergrad | homeremoteHomeRemote | companysizeCompanySize | companytypeCompanyType | yearsprogramYearsProgram | yearscodedjobYearsCodedJob | yearscodedjobpastYearsCodedJobPast | developertypeDeveloperType | webdevelopertypeWebDeveloperType | mobiledevelopertypeMobileDeveloperType | nondevelopertypeNonDeveloperType | careersatisfactionCareerSatisfaction | jobsatisfactionJobSatisfaction | excoderreturnExCoderReturn | excodernotformeExCoderNotForMe | excoderbalanceExCoderBalance | excoder10yearsExCoder10Years | excoderbelongedExCoderBelonged | excoderskillsExCoderSkills | excoderwillnotcodeExCoderWillNotCode | excoderactiveExCoderActive | pronouncegifPronounceGIF | problemsolvingProblemSolving | buildingthingsBuildingThings | learningnewtechLearningNewTech | boringdetailsBoringDetails | jobsecurityJobSecurity | diversityimportantDiversityImportant | annoyinguiAnnoyingUI | friendsdevelopersFriendsDevelopers | rightwrongwayRightWrongWay | understandcomputersUnderstandComputers | seriousworkSeriousWork | investtimetoolsInvestTimeTools | workpaycareWorkPayCare | kinshipdevelopersKinshipDevelopers | challengemyselfChallengeMyself | competepeersCompetePeers | changeworldChangeWorld | jobseekingstatusJobSeekingStatus | hoursperweekHoursPerWeek | lastnewjobLastNewJob | assessjobindustryAssessJobIndustry | assessjobroleAssessJobRole | assessjobexpAssessJobExp | assessjobdeptAssessJobDept | assessjobtechAssessJobTech | assessjobprojectsAssessJobProjects | assessjobcompensationAssessJobCompensation | assessjobofficeAssessJobOffice | assessjobcommuteAssessJobCommute | assessjobremoteAssessJobRemote | assessjobleadersAssessJobLeaders | assessjobprofdevelAssessJobProfDevel | assessjobdiversityAssessJobDiversity | assessjobproductAssessJobProduct | assessjobfinancesAssessJobFinances | importantbenefitsImportantBenefits | clickykeysClickyKeys | jobprofileJobProfile | resumepromptedResumePrompted | learnedhiringLearnedHiring | importanthiringalgorithmsImportantHiringAlgorithms | importanthiringtechexpImportantHiringTechExp | importanthiringcommunicationImportantHiringCommunication | importanthiringopensourceImportantHiringOpenSource | importanthiringpmexpImportantHiringPMExp | importanthiringcompaniesImportantHiringCompanies | importanthiringtitlesImportantHiringTitles | importanthiringeducationImportantHiringEducation | importanthiringrepImportantHiringRep | importanthiringgettingthingsdoneImportantHiringGettingThingsDone | currencyCurrency | overpaidOverpaid | tabsspacesTabsSpaces | educationimportantEducationImportant | educationtypesEducationTypes | selftaughttypesSelfTaughtTypes | timeafterbootcampTimeAfterBootcamp | cousineducationCousinEducation | workstartWorkStart | haveworkedlanguageHaveWorkedLanguage | wantworklanguageWantWorkLanguage | haveworkedframeworkHaveWorkedFramework | wantworkframeworkWantWorkFramework | haveworkeddatabaseHaveWorkedDatabase | wantworkdatabaseWantWorkDatabase | haveworkedplatformHaveWorkedPlatform | wantworkplatformWantWorkPlatform | ideIDE | auditoryenvironmentAuditoryEnvironment | methodologyMethodology | versioncontrolVersionControl | checkincodeCheckInCode | shipitShipIt | otherpeoplescodeOtherPeoplesCode | projectmanagementProjectManagement | enjoydebuggingEnjoyDebugging | inthezoneInTheZone | difficultcommunicationDifficultCommunication | collaborateremoteCollaborateRemote | metricassessMetricAssess | equipmentsatisfiedmonitorsEquipmentSatisfiedMonitors | equipmentsatisfiedcpuEquipmentSatisfiedCPU | equipmentsatisfiedramEquipmentSatisfiedRAM | equipmentsatisfiedstorageEquipmentSatisfiedStorage | equipmentsatisfiedrwEquipmentSatisfiedRW | influenceinternetInfluenceInternet | influenceworkstationInfluenceWorkstation | influencehardwareInfluenceHardware | influenceserversInfluenceServers | influencetechstackInfluenceTechStack | influencedepttechInfluenceDeptTech | influenceviztoolsInfluenceVizTools | influencedatabaseInfluenceDatabase | influencecloudInfluenceCloud | influenceconsultantsInfluenceConsultants | influencerecruitmentInfluenceRecruitment | influencecommunicationInfluenceCommunication | stackoverflowdescribesStackOverflowDescribes | stackoverflowsatisfactionStackOverflowSatisfaction | stackoverflowdevicesStackOverflowDevices | stackoverflowfoundanswerStackOverflowFoundAnswer | stackoverflowcopiedcodeStackOverflowCopiedCode | stackoverflowjoblistingStackOverflowJobListing | stackoverflowcompanypageStackOverflowCompanyPage | stackoverflowjobsearchStackOverflowJobSearch | stackoverflownewquestionStackOverflowNewQuestion | stackoverflowanswerStackOverflowAnswer | stackoverflowmetachatStackOverflowMetaChat | stackoverflowadsrelevantStackOverflowAdsRelevant | stackoverflowadsdistractingStackOverflowAdsDistracting | stackoverflowmoderationStackOverflowModeration | stackoverflowcommunityStackOverflowCommunity | stackoverflowhelpfulStackOverflowHelpful | stackoverflowbetterStackOverflowBetter | stackoverflowwhatdoStackOverflowWhatDo | stackoverflowmakemoneyStackOverflowMakeMoney | genderGender | highesteducationparentsHighestEducationParents | raceRace | surveylongSurveyLong | questionsinterestingQuestionsInteresting | questionsconfusingQuestionsConfusing | interestedanswersInterestedAnswers | salarySalary | expectedsalaryExpectedSalary |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Student | Yes, both | United States | No | Not employed, and not looking for work | Secondary school | nan | nan | nan | nan | 2 to 3 years | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | With a soft "g," like "jiff" | Strongly agree | Strongly agree | Agree | Disagree | Strongly agree | Agree | Agree | Disagree | Somewhat agree | Disagree | Strongly agree | Strongly agree | Strongly disagree | Agree | Agree | Disagree | Agree | I'm not actively looking, but I am open to new opportunities | Not applicable/ never | Very important | Very important | Important | Very important | Very important | Very important | Important | Very important | Very important | Very important | Very important | Very important | Somewhat important | Not very important | Somewhat important | Stock options; Vacation/days off; Remote options | Yes | Other | nan | nan | Important | Important | Important | Somewhat important | Important | Not very important | Not very important | Not at all important | Somewhat important | Very important | nan | nan | Tabs | nan | Online course; Open source contributions | nan | nan | nan | 6:00 AM | Swift | Swift | nan | nan | nan | nan | iOS | iOS | Atom; Xcode | Turn on some music | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 2 | Student | Yes, both | United Kingdom | Yes, full-time | Employed part-time | Some college/university study without earning a bachelor's degree | Computer science or software engineering | More than half, but not all, the time | 20 to 99 employees | Privately-held limited company, not in startup mode | 9 to 10 years | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | With a hard "g," like "gift" | 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 | No | Other | nan | Some other way | Important | Important | Important | Important | Somewhat important | Somewhat important | Not very important | Somewhat important | Not very important | Very important | British pounds sterling (£) | nan | Spaces | nan | Online course; Self-taught; Hackathon; Open source contributions | Official documentation; Stack Overflow Q&A; Other | nan | nan | 10:00 AM | JavaScript; Python; Ruby; SQL | Java; Python; Ruby; SQL | .NET Core | .NET Core | MySQL; SQLite | MySQL; SQLite | Amazon Web Services (AWS) | Linux Desktop; Raspberry Pi; Amazon Web Services (AWS) | Atom; Notepad++; Vim; PyCharm; RubyMine; Visual Studio; Visual Studio Code | Put on some ambient sounds (e.g. whale songs, forest sounds) | nan | Git | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 3 | Professional developer | Yes, both | United Kingdom | No | Employed full-time | Bachelor's degree | Computer science or software engineering | Less than half the time, but at least one day each week | 10,000 or more employees | Publicly-traded corporation | 20 or more years | 20 or more years | nan | Other | nan | nan | nan | 8 | 9 | nan | nan | nan | nan | nan | nan | nan | nan | With a hard "g," like "gift" | Strongly agree | Strongly agree | Strongly agree | Somewhat agree | Agree | Strongly agree | Agree | Somewhat agree | Disagree | Disagree | Agree | Somewhat agree | Disagree | Somewhat agree | Agree | Disagree | Agree | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | Yes | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | British pounds sterling (£) | Neither underpaid nor overpaid | Spaces | Not very important | Self-taught; Coding competition; Hackathon; Open source contributions | Official documentation; Trade book; Textbook; Stack Overflow Q&A; Non-Stack online communities; Company internal community; Friends network; Built-in help; Other | nan | nan | 9:00 AM | Java; PHP; Python | C; Python; Rust | nan | nan | MySQL | nan | nan | nan | Sublime Text; Vim; IntelliJ | Turn on some music | Agile; Lean; Scrum; Extreme; Pair; Kanban | Mercurial | |||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 4 | Professional non-developer who sometimes writes code | Yes, both | United States | No | Employed full-time | Doctoral degree | A non-computer-focused engineering discipline | Less than half the time, but at least one day each week | 10,000 or more employees | Non-profit/non-governmental organization or private school/university | 14 to 15 years | 9 to 10 years | nan | nan | nan | nan | Data scientist | 6 | 3 | nan | nan | nan | nan | nan | nan | nan | nan | With a soft "g," like "jiff" | Strongly agree | Strongly agree | Strongly agree | Disagree | Somewhat agree | Agree | Agree | Agree | Somewhat agree | Strongly disagree | Strongly agree | Agree | Disagree | Strongly agree | Strongly agree | Somewhat agree | Agree | I am actively looking for a job | 5 | Between 2 and 4 years ago | Somewhat important | Somewhat important | Somewhat important | Important | Important | Very important | Important | Very important | Important | Somewhat important | Not very important | Very important | Important | Very important | Very important | Stock options; Annual bonus; Health benefits; Equipment; Private office | Yes | LinkedIn; Other | nan | A friend, family member, or former colleague told me | Somewhat important | Somewhat important | Very important | Very important | Somewhat important | Somewhat important | Not very important | Not very important | Important | Very important | nan | nan | Spaces | nan | nan | nan | nan | nan | 9:00 AM | Matlab; Python; R; SQL | Matlab; Python; R; SQL | React | Hadoop; Node.js; React | MongoDB; Redis; SQL Server; MySQL; SQLite | MongoDB; Redis; SQL Server; MySQL; SQLite | Windows Desktop; Linux Desktop; Mac OS; Amazon Web Services (AWS) | Windows Desktop; Linux Desktop; Mac OS; Amazon Web Services (AWS) | Notepad++; Sublime Text; TextMate; Vim; IPython / Jupyter; NetBeans; PyCharm; Xcode | Turn on some music | Agile | Git | ||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 5 | Professional developer | Yes, I program as a hobby | Switzerland | No | Employed full-time | Master's degree | Computer science or software engineering | Never | 10 to 19 employees | Privately-held limited company, not in startup mode | 20 or more years | 10 to 11 years | nan | Mobile developer; Graphics programming; Desktop applications developer | nan | nan | nan | 6 | 8 | nan | nan | nan | nan | nan | nan | nan | nan | With a soft "g," like "jiff" | 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 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 6 | Student | Yes, both | New Zealand | Yes, full-time | Not employed, and not looking for work | Secondary school | nan | nan | nan | nan | 6 to 7 years | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | With a hard "g," like "gift" | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | I'm not actively looking, but I am open to new opportunities | Not applicable/ never | Important | Somewhat important | Important | Important | Somewhat important | Somewhat important | Important | Somewhat important | Important | Somewhat important | Not at all important | Somewhat important | Somewhat important | Somewhat important | Not very important | Vacation/days off; Expected work hours | Yes | nan | nan | nan | Not very important | Not very important | Not very important | Important | Not very important | Not very important | Not very important | Not very important | Not at all important | Not very important | nan | nan | Both | nan | Self-taught; Hackathon; Open source contributions | Official documentation; Stack Overflow Q&A; Non-Stack online communities; Built-in help | nan | nan | 10:00 AM | JavaScript; PHP; Rust | Clojure; Elixir; Erlang; Haskell; Rust; TypeScript | nan | nan | MySQL | nan | Linux Desktop; Amazon Web Services (AWS) | Linux Desktop | Emacs; Vim | Turn on some music | nan | Git | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 7 | Professional non-developer who sometimes writes code | Yes, both | United States | No | Employed full-time | Master's degree | A non-computer-focused engineering discipline | Less than half the time, but at least one day each week | 20 to 99 employees | Government agency or public school/university | 9 to 10 years | 8 to 9 years | nan | nan | nan | nan | Data scientist | 7 | 6 | nan | nan | nan | nan | nan | nan | nan | nan | With a hard "g," like "gift" | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | I'm not actively looking, but I am open to new opportunities | 1 | More than 4 years ago | Somewhat important | Very important | Not very important | Important | Important | Very important | Important | Important | Important | Very important | Very important | Very important | Somewhat important | Not very important | Very important | Health benefits; Equipment; Professional development sponsorship; Education sponsorship; Remote options | Yes | nan | nan | A friend, family member, or former colleague told me | Very important | Important | Important | Somewhat important | Somewhat important | Somewhat important | Somewhat important | Somewhat important | Not very important | Very important | nan | nan | Spaces | nan | Online course; Part-time/evening course; On-the-job training; Self-taught; Open source contributions | Official documentation; Trade book; Textbook; Stack Overflow Q&A; Friends network; Built-in help | nan | nan | 7:00 AM | Matlab; Python | JavaScript; Julia; Matlab; Python; R; SQL | nan | Hadoop; Node.js | SQLite | MongoDB; SQL Server; PostgreSQL; SQLite | Windows Desktop | Arduino; Raspberry Pi | Sublime Text; IPython / Jupyter; Visual Studio Code | Turn on some music | nan | nan | ||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 8 | Professional developer | Yes, both | Poland | No | Employed full-time | Master's degree | Computer science or software engineering | All or almost all the time (I'm full-time remote) | Fewer than 10 employees | Pre-series A startup | 10 to 11 years | 7 to 8 years | nan | Web developer | Full stack Web developer | nan | nan | 7 | 7 | nan | nan | nan | nan | nan | nan | nan | nan | With a hard "g," like "gift" | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | I'm not actively looking, but I am open to new opportunities | 1 | Less than a year ago | Not very important | Important | Somewhat important | Important | Important | Important | Important | Somewhat important | Important | Somewhat important | Somewhat important | Important | Not very important | Somewhat important | Not very important | Equipment; Professional development sponsorship; Expected work hours; Remote options | Yes | A recruiter contacted me | A tech-specific job board | Somewhat important | Somewhat important | Important | Somewhat important | Not very important | Somewhat important | Not very important | Somewhat important | Not very important | Important | nan | nan | Spaces | Important | Online course; On-the-job training; Self-taught; Coding competition; Hackathon; Open source contributions | Official documentation; Trade book; Stack Overflow Q&A; Stack Overflow Docs; Built-in help | nan | Get a job as a QA tester | Noon | CoffeeScript; Clojure; Elixir; Erlang; Haskell; JavaScript; Python; Ruby | Clojure; Elixir; Haskell; Scala | React | nan | Redis; MySQL; PostgreSQL | nan | Amazon Web Services (AWS) | nan | Vim | Turn on some music | Agile; Pair; Kanban | Git | |||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 9 | Professional developer | Yes, I program as a hobby | Colombia | Yes, part-time | Employed full-time | Bachelor's degree | Computer science or software engineering | Less than half the time, but at least one day each week | 5,000 to 9,999 employees | Privately-held limited company, not in startup mode | 13 to 14 years | 7 to 8 years | nan | Web developer; Mobile developer | nan | nan | nan | 6 | 6 | nan | nan | nan | nan | nan | nan | nan | nan | With a hard "g," like "gift" | Strongly agree | Strongly agree | Strongly agree | Strongly disagree | Agree | Strongly agree | Strongly agree | Somewhat agree | Somewhat agree | Strongly disagree | Strongly agree | Disagree | Strongly disagree | Agree | Strongly agree | Strongly agree | Agree | I am not interested in new job opportunities | 2 | Less than a year ago | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | Stock options; Annual bonus; Health benefits; Equipment; Remote options | Yes | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | Neither underpaid nor overpaid | Tabs | nan | nan | nan | nan | nan | 9:00 AM | C#; JavaScript | F#; Go | AngularJS; Node.js; .NET Core | Hadoop; React; Spark | SQL Server | Cassandra; Redis | Android; Microsoft Azure | Serverless; Amazon Web Services (AWS); Microsoft Azure | Vim; Visual Studio; Visual Studio Code | Turn on some music | Agile; Scrum; Pair; Kanban; Domain-driven design | Git | ||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 10 | Professional developer | Yes, I program as a hobby | France | Yes, full-time | Independent contractor, freelancer, or self-employed | Master's degree | Computer science or software engineering | It's complicated | nan | nan | 13 to 14 years | 8 to 9 years | nan | Mobile developer; Desktop applications developer | nan | nan | nan | 6 | 8 | nan | nan | nan | nan | nan | nan | nan | nan | With a soft "g," like "jiff" | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | I'm not actively looking, but I am open to new opportunities | 1 | Less than a year ago | Important | Somewhat important | Important | Somewhat important | Important | Somewhat important | Important | Important | Important | Very important | Somewhat important | Important | Somewhat important | Somewhat important | Somewhat important | Vacation/days off; Long-term leave; Expected work hours; Remote options; Child/elder care | Yes | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | Both | Somewhat important | Self-taught; Open source contributions | Official documentation; Trade book; Non-Stack online communities; Built-in help | nan | nan | 10:00 AM | Objective-C; Swift | C#; Java; Objective-C; Swift | nan | .NET Core | PostgreSQL | nan | iOS; Amazon Web Services (AWS) | Android; iOS; Windows Phone; Windows Desktop | Coda; Sublime Text; Visual Studio; Xcode | Turn on some music | Agile; Scrum; Pair; Kanban | Git |
CREATE TABLE survey_results_public (
"respondent" BIGINT,
"professional" VARCHAR,
"programhobby" VARCHAR,
"country" VARCHAR,
"university" VARCHAR,
"employmentstatus" VARCHAR,
"formaleducation" VARCHAR,
"majorundergrad" VARCHAR,
"homeremote" VARCHAR,
"companysize" VARCHAR,
"companytype" VARCHAR,
"yearsprogram" VARCHAR,
"yearscodedjob" VARCHAR,
"yearscodedjobpast" VARCHAR,
"developertype" VARCHAR,
"webdevelopertype" VARCHAR,
"mobiledevelopertype" VARCHAR,
"nondevelopertype" VARCHAR,
"careersatisfaction" DOUBLE,
"jobsatisfaction" DOUBLE,
"excoderreturn" VARCHAR,
"excodernotforme" VARCHAR,
"excoderbalance" VARCHAR,
"excoder10years" VARCHAR,
"excoderbelonged" VARCHAR,
"excoderskills" VARCHAR,
"excoderwillnotcode" VARCHAR,
"excoderactive" VARCHAR,
"pronouncegif" VARCHAR,
"problemsolving" VARCHAR,
"buildingthings" VARCHAR,
"learningnewtech" VARCHAR,
"boringdetails" VARCHAR,
"jobsecurity" VARCHAR,
"diversityimportant" VARCHAR,
"annoyingui" VARCHAR,
"friendsdevelopers" VARCHAR,
"rightwrongway" VARCHAR,
"understandcomputers" VARCHAR,
"seriouswork" VARCHAR,
"investtimetools" VARCHAR,
"workpaycare" VARCHAR,
"kinshipdevelopers" VARCHAR,
"challengemyself" VARCHAR,
"competepeers" VARCHAR,
"changeworld" VARCHAR,
"jobseekingstatus" VARCHAR,
"hoursperweek" DOUBLE,
"lastnewjob" VARCHAR,
"assessjobindustry" VARCHAR,
"assessjobrole" VARCHAR,
"assessjobexp" VARCHAR,
"assessjobdept" VARCHAR,
"assessjobtech" VARCHAR,
"assessjobprojects" VARCHAR,
"assessjobcompensation" VARCHAR,
"assessjoboffice" VARCHAR,
"assessjobcommute" VARCHAR,
"assessjobremote" VARCHAR,
"assessjobleaders" VARCHAR,
"assessjobprofdevel" VARCHAR,
"assessjobdiversity" VARCHAR,
"assessjobproduct" VARCHAR,
"assessjobfinances" VARCHAR,
"importantbenefits" VARCHAR,
"clickykeys" VARCHAR,
"jobprofile" VARCHAR,
"resumeprompted" VARCHAR,
"learnedhiring" VARCHAR,
"importanthiringalgorithms" VARCHAR,
"importanthiringtechexp" VARCHAR,
"importanthiringcommunication" VARCHAR,
"importanthiringopensource" VARCHAR,
"importanthiringpmexp" VARCHAR,
"importanthiringcompanies" VARCHAR,
"importanthiringtitles" VARCHAR,
"importanthiringeducation" VARCHAR,
"importanthiringrep" VARCHAR,
"importanthiringgettingthingsdone" VARCHAR,
"currency" VARCHAR,
"overpaid" VARCHAR,
"tabsspaces" VARCHAR,
"educationimportant" VARCHAR,
"educationtypes" VARCHAR,
"selftaughttypes" VARCHAR,
"timeafterbootcamp" VARCHAR,
"cousineducation" VARCHAR,
"workstart" VARCHAR,
"haveworkedlanguage" VARCHAR,
"wantworklanguage" VARCHAR,
"haveworkedframework" VARCHAR,
"wantworkframework" VARCHAR,
"haveworkeddatabase" VARCHAR,
"wantworkdatabase" VARCHAR,
"haveworkedplatform" VARCHAR,
"wantworkplatform" VARCHAR,
"ide" VARCHAR,
"auditoryenvironment" VARCHAR,
"methodology" VARCHAR,
"versioncontrol" VARCHAR
);