Stack Overflow 2023 Survey Dataset

Stack Overflow Annual Developer Survey

@kaggle.aashidutt3_stack_overflow_2023_survey_dataset

Table List

2 tables(14.22 MB)

Survey Results Public

@kaggle.aashidutt3_stack_overflow_2023_survey_dataset.survey_results_public

14.21 MB
89184 rows
84 columns

responseid ResponseId	q120 Q120	mainbranch MainBranch	age Age	employment Employment	remotework RemoteWork	codingactivities CodingActivities	edlevel EdLevel	learncode LearnCode	learncodeonline LearnCodeOnline	learncodecoursescert LearnCodeCoursesCert	yearscode YearsCode	yearscodepro YearsCodePro	devtype DevType	orgsize OrgSize	purchaseinfluence PurchaseInfluence	techlist TechList	buynewtool BuyNewTool	country Country	currency Currency	comptotal CompTotal	languagehaveworkedwith LanguageHaveWorkedWith	languagewanttoworkwith LanguageWantToWorkWith	databasehaveworkedwith DatabaseHaveWorkedWith	databasewanttoworkwith DatabaseWantToWorkWith	platformhaveworkedwith PlatformHaveWorkedWith	platformwanttoworkwith PlatformWantToWorkWith	webframehaveworkedwith WebframeHaveWorkedWith	webframewanttoworkwith WebframeWantToWorkWith	misctechhaveworkedwith MiscTechHaveWorkedWith	misctechwanttoworkwith MiscTechWantToWorkWith	toolstechhaveworkedwith ToolsTechHaveWorkedWith	toolstechwanttoworkwith ToolsTechWantToWorkWith	newcollabtoolshaveworkedwith NEWCollabToolsHaveWorkedWith	newcollabtoolswanttoworkwith NEWCollabToolsWantToWorkWith	opsyspersonal_use OpSysPersonal Use	opsysprofessional_use OpSysProfessional Use	officestackasynchaveworkedwith OfficeStackAsyncHaveWorkedWith	officestackasyncwanttoworkwith OfficeStackAsyncWantToWorkWith	officestacksynchaveworkedwith OfficeStackSyncHaveWorkedWith	officestacksyncwanttoworkwith OfficeStackSyncWantToWorkWith	aisearchhaveworkedwith AISearchHaveWorkedWith	aisearchwanttoworkwith AISearchWantToWorkWith	aidevhaveworkedwith AIDevHaveWorkedWith	aidevwanttoworkwith AIDevWantToWorkWith	newsosites NEWSOSites	sovisitfreq SOVisitFreq	soaccount SOAccount	sopartfreq SOPartFreq	socomm SOComm	soai SOAI	aiselect AISelect	aisent AISent	aiacc AIAcc	aiben AIBen	aitoolinterested_in_using AIToolInterested In Using	aitoolcurrently_using AIToolCurrently Using	aitoolnot_interested_in_using AIToolNot Interested In Using	ainextvery_different AINextVery Different	ainextneither_different_nor_similar AINextNeither Different Nor Similar	ainextsomewhat_similar AINextSomewhat Similar	ainextvery_similar AINextVery Similar	ainextsomewhat_different AINextSomewhat Different	tbranch TBranch	icorpm ICorPM	workexp WorkExp	knowledge_1 Knowledge 1	knowledge_2 Knowledge 2	knowledge_3 Knowledge 3	knowledge_4 Knowledge 4	knowledge_5 Knowledge 5	knowledge_6 Knowledge 6	knowledge_7 Knowledge 7	knowledge_8 Knowledge 8	frequency_1 Frequency 1	frequency_2 Frequency 2	frequency_3 Frequency 3	timesearching TimeSearching	timeanswering TimeAnswering	professionaltech ProfessionalTech	industry Industry	surveylength SurveyLength	surveyease SurveyEase	convertedcompyearly ConvertedCompYearly
1	I agree	None of these	18-24 years old	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	nan	nan	nan	nan	nan	nan	nan
2	I agree	I am a developer by profession	25-34 years old	Employed, full-time	Remote	Hobby;Contribute to open-source projects;Bootstrapping a business;Professional development or self-paced learning from online courses	Bachelor’s degree (B.A., B.S., B.Eng., etc.)	Books / Physical media;Colleague;Friend or family member;Hackathons (virtual or in-person);Online Courses or Certification;On the job training;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc)	Formal documentation provided by the owner of the tech;Blogs with tips and tricks;Books;Recorded coding sessions;How-to videos;Video-based Online Courses;Written-based Online Courses;Auditory material (e.g., podcasts);Online challenges (e.g., daily or weekly coding challenges);Written Tutorials;Clic…	Other	18	9	Senior Executive (C-Suite, VP, etc.)	2 to 9 employees	I have a great deal of influence	Investigate	Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Other (please specify):	United States of America	USD United States dollar	285000	HTML/CSS;JavaScript;Python	Bash/Shell (all shells);C#;Dart;Elixir;GDScript;HTML/CSS;JavaScript;Rust	Supabase	Firebase Realtime Database;Supabase	Amazon Web Services (AWS);Netlify;Vercel	Fly.io;Netlify;Render	Next.js;React;Remix;Vue.js	Deno;Elm;Nuxt.js;React;Svelte;Vue.js	Electron;React Native;Tauri	Capacitor;Electron;Tauri;Uno Platform;Xamarin	Docker;Kubernetes;npm;Pip;Vite;Webpack;Yarn	Godot;npm;pnpm;Unity 3D;Unreal Engine;Vite;Webpack;Yarn	Vim;Visual Studio Code	Vim;Visual Studio Code	iOS;iPadOS;MacOS;Windows;Windows Subsystem for Linux (WSL)	MacOS;Windows;Windows Subsystem for Linux (WSL)	Asana;Basecamp;GitHub Discussions;Jira;Linear;Notion;Trello	GitHub Discussions;Linear;Notion;Trello	Cisco Webex Teams;Discord;Google Chat;Google Meet;Signal;Skype;Slack;Telegram;Whatsapp;Zoom	Discord;Signal;Slack;Zoom	ChatGPT	ChatGPT;Neeva AI	GitHub Copilot	GitHub Copilot	Stack Overflow;Stack Exchange	Daily or almost daily	Yes	A few times per month or weekly	Yes, definitely	I don't think it's super necessary, but I think improving search and clarifying poorly worded questions would be useful (especially for moderators/editors).	Yes	Indifferent	Other (please explain)	Somewhat distrust	Learning about a codebase;Writing code;Debugging and getting help	Writing code;Committing and reviewing code	nan	nan	nan	nan	nan	nan	Yes	People manager	10	Strongly agree	Agree	Strongly agree	Agree	Agree	Agree	Agree	Strongly agree	1-2 times a week	10+ times a week	Never	15-30 minutes a day	15-30 minutes a day	DevOps function;Microservices;Automated testing;Observability tools	Information Services, IT, Software Development, or other Technology	Appropriate in length	Easy	285000
3	I agree	I am a developer by profession	45-54 years old	Employed, full-time	Hybrid (some remote, some in-person)	Hobby;Professional development or self-paced learning from online courses	Bachelor’s degree (B.A., B.S., B.Eng., etc.)	Books / Physical media;Colleague;On the job training;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc)	Formal documentation provided by the owner of the tech;Blogs with tips and tricks;How-to videos;Online challenges (e.g., daily or weekly coding challenges);Written Tutorials;Click to write Choice 20;Stack Overflow	nan	27	23	Developer, back-end	5,000 to 9,999 employees	I have some influence	Given a list	Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow	United States of America	USD United States dollar	250000	Bash/Shell (all shells);Go	Haskell;OCaml;Rust	nan	nan	Amazon Web Services (AWS);Google Cloud;OpenStack;VMware;Vultr	nan	nan	nan	nan	nan	Cargo;Docker;Kubernetes;Make;Nix	Cargo;Kubernetes;Nix	Emacs;Helix	Emacs;Helix	MacOS;Other Linux-based	MacOS;Other Linux-based	Markdown File;Stack Overflow for Teams	Markdown File	Microsoft Teams;Slack;Zoom	Slack;Zoom	nan	nan	nan	nan	Stack Overflow;Stack Exchange;Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies)	A few times per month or weekly	Yes	Less than once per month or monthly	Neutral	nan	No, and I don't plan to	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	Yes	Individual contributor	23	Strongly agree	Neither agree nor disagree	Agree	Agree	Agree	Agree	Agree	Agree	6-10 times a week	6-10 times a week	3-5 times a week	30-60 minutes a day	30-60 minutes a day	DevOps function;Microservices;Automated testing;Observability tools;Innersource initiative;Developer portal or other central places to find tools/services;Continuous integration (CI) and (more often) continuous delivery	Information Services, IT, Software Development, or other Technology	Appropriate in length	Easy	250000
4	I agree	I am a developer by profession	25-34 years old	Employed, full-time	Hybrid (some remote, some in-person)	Hobby	Bachelor’s degree (B.A., B.S., B.Eng., etc.)	Colleague;Friend or family member;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc)	Formal documentation provided by the owner of the tech;Blogs with tips and tricks;Auditory material (e.g., podcasts);Written Tutorials;Stack Overflow;Interactive tutorial	nan	12	7	Developer, front-end	100 to 499 employees	I have some influence	Investigate	Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow	United States of America	USD United States dollar	156000	Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Ruby;SQL;TypeScript	Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;TypeScript	PostgreSQL;Redis	PostgreSQL;Redis	Cloudflare;Heroku	Cloudflare;Heroku	Node.js;React;Ruby on Rails;Vue.js;WordPress	Node.js;Ruby on Rails;Vue.js	nan	nan	Homebrew;npm;Vite;Webpack;Yarn	Homebrew;npm;Vite	IntelliJ IDEA;Vim;Visual Studio Code;WebStorm	IntelliJ IDEA;Vim;WebStorm	iOS;iPadOS;MacOS	iOS;iPadOS;MacOS	Jira	Jira	Discord;Google Meet;Microsoft Teams;Slack;Zoom	Discord;Google Meet;Slack;Zoom	nan	nan	nan	nan	Stack Overflow;Stack Exchange	A few times per week	Yes	Less than once per month or monthly	No, not really	I'm wearing of Stack Overflow using AI.	No, and I don't plan to	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	Yes	Individual contributor	7	Strongly agree	Strongly disagree	Strongly agree	Strongly agree	Agree	Neither agree nor disagree	Agree	Agree	1-2 times a week	10+ times a week	1-2 times a week	15-30 minutes a day	30-60 minutes a day	Automated testing;Continuous integration (CI) and (more often) continuous delivery	nan	Appropriate in length	Easy	156000
5	I agree	I am a developer by profession	25-34 years old	Employed, full-time;Independent contractor, freelancer, or self-employed	Remote	Hobby;Contribute to open-source projects;Professional development or self-paced learning from online courses	Bachelor’s degree (B.A., B.S., B.Eng., etc.)	Books / Physical media;Online Courses or Certification;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc)	Formal documentation provided by the owner of the tech;Blogs with tips and tricks;Books;How-to videos;Video-based Online Courses;Online challenges (e.g., daily or weekly coding challenges);Written Tutorials;Click to write Choice 20;Interactive tutorial;Certification videos	Other;Codecademy;edX	6	4	Developer, full-stack	20 to 99 employees	I have some influence	Investigate	Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Research companies that have advertised on sites I visit	Philippines	PHP Philippine peso	1320000	HTML/CSS;JavaScript;TypeScript	HTML/CSS;JavaScript;Python;Rust;TypeScript	BigQuery;Elasticsearch;MongoDB;PostgreSQL	Elasticsearch;MongoDB;PostgreSQL;Redis;Supabase	Amazon Web Services (AWS);Firebase;Heroku;Netlify;Vercel	Amazon Web Services (AWS);Cloudflare;Digital Ocean;Netlify;Vercel	Express;Gatsby;NestJS;Next.js;Node.js;React	Express;NestJS;Next.js;Node.js;React;Remix;Vue.js	nan	nan	Docker;npm;Webpack;Yarn	Docker;npm;Yarn	Vim;Visual Studio Code	Vim;Visual Studio Code	Other (Please Specify):	Other (Please Specify):	Confluence;Jira;Notion	Confluence;Jira;Notion	Discord;Google Meet;Slack;Zoom	Discord;Google Meet;Slack;Zoom	ChatGPT	ChatGPT	nan	nan	Stack Overflow;Stack Exchange	A few times per week	No	nan	Neutral	Using AI to suggest better answer to my questions.	Yes	Very favorable	Increase productivity;Greater efficiency;Speed up learning;Improve accuracy in coding	Somewhat trust	Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Collaborating with teammates	Learning about a codebase;Writing code;Documenting code;Debugging and getting help	nan	nan	nan	nan	nan	nan	Yes	Individual contributor	6	Agree	Strongly agree	Agree	Agree	Neither agree nor disagree	Agree	Strongly agree	Agree	1-2 times a week	1-2 times a week	3-5 times a week	60-120 minutes a day	30-60 minutes a day	Microservices;Automated testing;Observability tools;Continuous integration (CI) and (more often) continuous delivery	Other	Appropriate in length	Neither easy nor difficult	23456
6	I agree	I am a developer by profession	35-44 years old	Employed, full-time	Remote	Hobby;Professional development or self-paced learning from online courses	Some college/university study without earning a degree	Books / Physical media;Colleague;Online Courses or Certification;Other online resources (e.g., videos, blogs, forum)	Formal documentation provided by the owner of the tech;Blogs with tips and tricks;Books;Recorded coding sessions;How-to videos;Written Tutorials;Stack Overflow;Interactive tutorial	Other	21	21	Developer, back-end	100 to 499 employees	I have little or no influence	nan	Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow	United Kingdom of Great Britain and Northern Ireland	GBP Pound sterling	78000	Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;SQL;TypeScript	Go;Rust	BigQuery;Cloud Firestore;PostgreSQL;Redis	nan	Amazon Web Services (AWS);Cloudflare;Google Cloud	nan	Angular;Express;NestJS;Node.js	nan	nan	nan	Docker;Homebrew;Kubernetes;npm;pnpm;Terraform	Cargo	Helix;Neovim	nan	Other (Please Specify):	MacOS	Jira;Markdown File;Notion;Stack Overflow for Teams	nan	Google Meet;Microsoft Teams;Slack;Zoom	nan	ChatGPT;Google Bard AI;Neeva AI	nan	GitHub Copilot;Tabnine	nan	Stack Overflow	Daily or almost daily	Yes	I have never participated in Q&A on Stack Overflow	No, not at all	nan	Yes	Favorable	Greater efficiency	Somewhat trust	Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Collaborating with teammates	Writing code;Debugging and getting help	Project planning	nan	nan	nan	nan	nan	Yes	Individual contributor	22	Agree	Strongly agree	Disagree	Neither agree nor disagree	Strongly disagree	Neither agree nor disagree	Disagree	Disagree	1-2 times a week	1-2 times a week	3-5 times a week	30-60 minutes a day	15-30 minutes a day	DevOps function;Microservices;Observability tools;Continuous integration (CI) and (more often) continuous delivery	Other	Appropriate in length	Neither easy nor difficult	96828
7	I agree	I am a developer by profession	35-44 years old	Employed, full-time	Remote	Hobby;Contribute to open-source projects;Professional development or self-paced learning from online courses	Some college/university study without earning a degree	Friend or family member;Online Courses or Certification;Coding Bootcamp	nan	Udemy	4	3	Developer, full-stack	1,000 to 4,999 employees	I have little or no influence	nan	Ask developers I know/work with;Read ratings or reviews on third party sites like G2 Crowd	United States of America	USD United States dollar	135000	Ada;Clojure;Elixir;Go;HTML/CSS;Java;JavaScript;Lisp;OCaml;Raku;Ruby;Scala;Swift;TypeScript;Zig	nan	MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite	Datomic	Amazon Web Services (AWS);Digital Ocean	Vercel	AngularJS;jQuery;Node.js;Phoenix;Ruby on Rails;Solid.js;Svelte;Vue.js	nan	RabbitMQ;Spring Framework	nan	Bun;Cargo;Chocolatey;Docker;Homebrew;Kubernetes;Make;Maven (build tool);npm;pnpm;Vite;Yarn	nan	Emacs;IntelliJ IDEA;RubyMine;Visual Studio Code;Xcode	nan	MacOS;Windows	MacOS	Jira	nan	Slack	nan	ChatGPT	nan	GitHub Copilot	nan	Stack Overflow	A few times per month or weekly	Yes	Less than once per month or monthly	Neutral	Neutral	Yes	Unfavorable	Improve accuracy in coding	Somewhat distrust	nan	Writing code;Debugging and getting help	Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Collaborating with teammates	nan	nan	nan	nan	nan	Yes	Individual contributor	4	Strongly agree	Agree	Neither agree nor disagree	Neither agree nor disagree	Agree	Agree	Agree	Neither agree nor disagree	1-2 times a week	3-5 times a week	1-2 times a week	Less than 15 minutes a day	15-30 minutes a day	Microservices;Automated testing;Continuous integration (CI) and (more often) continuous delivery	Information Services, IT, Software Development, or other Technology	Appropriate in length	Easy	135000
8	I agree	I am a developer by profession	25-34 years old	Employed, full-time	Remote	Hobby	Bachelor’s degree (B.A., B.S., B.Eng., etc.)	Books / Physical media;Online Courses or Certification;On the job training;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc);Coding Bootcamp	Formal documentation provided by the owner of the tech;Blogs with tips and tricks;Books;Recorded coding sessions;How-to videos;Auditory material (e.g., podcasts);Written Tutorials;Click to write Choice 20;Stack Overflow;Interactive tutorial	Codecademy;edX	5	3	Developer, full-stack	10 to 19 employees	I have some influence	Investigate	Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Research companies that have advertised on sites I visit;Read ratings or reviews on third party sites like G2 Crowd;Ask a generative AI tool	United States of America	USD United States dollar	80000	Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript	Elixir;Go;Julia;Python;R;Rust;Scala;SQL;TypeScript;Zig	Dynamodb;MongoDB;MySQL;Redis;SQLite	BigQuery;Cockroachdb;DuckDB;Elasticsearch;MongoDB;Neo4J;PostgreSQL;Redis;Snowflake;SQLite	Amazon Web Services (AWS);Fly.io;Netlify;Vercel	Amazon Web Services (AWS);Digital Ocean;Fly.io;Linode, now Akamai;Vercel	Angular;Express;Next.js;Node.js;React	Deno;FastAPI;Fastify;Flask;NestJS;Next.js;Node.js;Phoenix;React;Remix	NumPy;Pandas;Scikit-Learn;Tauri;TensorFlow	.NET MAUI;Apache Kafka;Apache Spark;Hugging Face Transformers;Ionic;JAX;NumPy;Pandas;Scikit-Learn;Tauri;TensorFlow;Tidyverse;Torch/PyTorch	Ansible;Cargo;Docker;Homebrew;Make;npm;Pip;pnpm;Vite	Cargo;Dagger;Docker;Homebrew;Kubernetes;Make;npm;pnpm;Terraform;Vite;Wasmer	DataGrip;IPython;Neovim;Vim;Visual Studio Code	IPython;Neovim;RStudio;Visual Studio Code	MacOS;Ubuntu;Windows	MacOS;Ubuntu;Windows	Markdown File;Notion	Markdown File;Notion	Microsoft Teams	Discord	Bing AI;ChatGPT;Google Bard AI	ChatGPT;Neeva AI;Perplexity AI	GitHub Copilot	GitHub Copilot	Stack Overflow;Stack Exchange;Collectives on Stack Overflow	Daily or almost daily	Yes	A few times per month or weekly	Yes, somewhat	nan	Yes	Favorable	Increase productivity;Speed up learning	Somewhat distrust	Project planning;Writing code;Documenting code;Debugging and getting help;Testing code;Committing and reviewing code	Project planning;Writing code;Debugging and getting help	nan	nan	nan	nan	nan	nan	Yes	nan	5	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	60-120 minutes a day	30-60 minutes a day	None of these	Financial Services	nan	nan	80000
9	I agree	I am not primarily a developer, but I write code sometimes as part of my work/studies	45-54 years old	Employed, full-time	Hybrid (some remote, some in-person)	Hobby;Contribute to open-source projects	Master’s degree (M.A., M.S., M.Eng., MBA, etc.)	Online Courses or Certification;On the job training;Other online resources (e.g., videos, blogs, forum)	Formal documentation provided by the owner of the tech;Blogs with tips and tricks;Books;How-to videos;Video-based Online Courses;Written-based Online Courses;Written Tutorials;Click to write Choice 20;Stack Overflow	Udemy;Pluralsight	20	15	System administrator	100 to 499 employees	I have some influence	Given a list	Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow	Finland	EUR European Euro	60000	C#;JavaScript;PowerShell;Ruby;TypeScript	C#;Ruby;Rust;TypeScript	MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite	MariaDB;Microsoft SQL Server;PostgreSQL;SQLite	Digital Ocean;Microsoft Azure;Netlify	Digital Ocean;Microsoft Azure;Netlify	ASP.NET CORE;Next.js;React;Ruby on Rails	ASP.NET CORE;Qwik;Ruby on Rails;Svelte	.NET (5+)	.NET (5+)	Chocolatey;Docker;Homebrew;MSBuild;npm;NuGet;pnpm;Vite;Yarn	Homebrew;pnpm;Vite	Neovim;Visual Studio Code	Neovim;Visual Studio Code	MacOS;Ubuntu	Ubuntu;Windows;Windows Subsystem for Linux (WSL)	Azure Devops;Microsoft Lists;Microsoft Planner	Azure Devops	Discord;Microsoft Teams;Slack	Discord;Microsoft Teams	nan	nan	nan	nan	Stack Overflow;Stack Exchange	A few times per month or weekly	Yes	I have never participated in Q&A on Stack Overflow	Neutral	To suggest solutions in alternative language for example	Yes	Very favorable	Increase productivity	Somewhat trust	Learning about a codebase;Writing code;Documenting code;Deployment and monitoring	nan	nan	nan	nan	nan	nan	nan	No	nan		nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	Appropriate in length	Neither easy nor difficult	64254
10	I agree	I am a developer by profession	25-34 years old	Not employed, but looking for work	nan	nan	Bachelor’s degree (B.A., B.S., B.Eng., etc.)	Books / Physical media;Online Courses or Certification;Other online resources (e.g., videos, blogs, forum)	Formal documentation provided by the owner of the tech;Blogs with tips and tricks;Books;Recorded coding sessions;Video-based Online Courses;Written-based Online Courses;Auditory material (e.g., podcasts);Written Tutorials;Interactive tutorial	edX;Udemy;Pluralsight;Coursera;Udacity	6	nan	Developer, full-stack	nan	nan	Investigate	Start a free trial;Research companies that have advertised on sites I visit;Read ratings or reviews on third party sites like G2 Crowd;Ask a generative AI tool;Research companies that have emailed me	India	nan		HTML/CSS;Java;JavaScript;Python;SQL;TypeScript	HTML/CSS;JavaScript;TypeScript	Cloud Firestore;MongoDB;MySQL;PostgreSQL;SQLite	Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;SQLite;Supabase	Amazon Web Services (AWS);Firebase;Google Cloud;Heroku;Netlify;Vercel	Cloudflare;Firebase;Google Cloud;IBM Cloud Or Watson;Netlify;Oracle Cloud Infrastructure (OCI);Vercel	Angular;Express;NestJS;React	Deno;Express;FastAPI;Fastify;NestJS;Qwik;React;Svelte	nan	nan	Docker;npm;Vite;Webpack;Yarn	Docker;npm;Podman;Vite;Webpack;Yarn	Visual Studio Code	Visual Studio Code	Fedora;Other Linux-based;Ubuntu;Windows;Windows Subsystem for Linux (WSL)	Fedora;Other Linux-based;Red Hat;Windows;Windows Subsystem for Linux (WSL)	Asana;Markdown File;Miro;Notion;Redmine;Trello	Asana;Markdown File;Miro;Notion;Redmine;Trello	Discord;Google Chat;Google Meet;Slack;Telegram	Discord;Google Chat;Google Meet;Telegram	Bing AI;ChatGPT	Bing AI;ChatGPT;Google Bard AI	AWS CodeWhisperer;GitHub Copilot;Tabnine	AWS CodeWhisperer;GitHub Copilot	Stack Overflow;Stack Exchange	A few times per week	Yes	Less than once per month or monthly	Neutral	AI could assist solving communication issues possibly by offering suggestions, Corrections for Gramatical errors, Better descriptions for problems or solutions and improve search experience	Yes	Indifferent	Other (please explain);Increase productivity;Greater efficiency;Speed up learning	Neither trust nor distrust	Learning about a codebase;Documenting code;Committing and reviewing code	Writing code;Debugging and getting help	Project planning;Testing code;Deployment and monitoring;Collaborating with teammates	nan	nan	nan	nan	nan	nan	nan		nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	Appropriate in length	Neither easy nor difficult


CREATE TABLE survey_results_public (
  "responseid" BIGINT,
  "q120" VARCHAR,
  "mainbranch" VARCHAR,
  "age" VARCHAR,
  "employment" VARCHAR,
  "remotework" VARCHAR,
  "codingactivities" VARCHAR,
  "edlevel" VARCHAR,
  "learncode" VARCHAR,
  "learncodeonline" VARCHAR,
  "learncodecoursescert" VARCHAR,
  "yearscode" VARCHAR,
  "yearscodepro" VARCHAR,
  "devtype" VARCHAR,
  "orgsize" VARCHAR,
  "purchaseinfluence" VARCHAR,
  "techlist" VARCHAR,
  "buynewtool" VARCHAR,
  "country" VARCHAR,
  "currency" VARCHAR,
  "comptotal" DOUBLE,
  "languagehaveworkedwith" VARCHAR,
  "languagewanttoworkwith" VARCHAR,
  "databasehaveworkedwith" VARCHAR,
  "databasewanttoworkwith" VARCHAR,
  "platformhaveworkedwith" VARCHAR,
  "platformwanttoworkwith" VARCHAR,
  "webframehaveworkedwith" VARCHAR,
  "webframewanttoworkwith" VARCHAR,
  "misctechhaveworkedwith" VARCHAR,
  "misctechwanttoworkwith" VARCHAR,
  "toolstechhaveworkedwith" VARCHAR,
  "toolstechwanttoworkwith" VARCHAR,
  "newcollabtoolshaveworkedwith" VARCHAR,
  "newcollabtoolswanttoworkwith" VARCHAR,
  "opsyspersonal_use" VARCHAR,
  "opsysprofessional_use" VARCHAR,
  "officestackasynchaveworkedwith" VARCHAR,
  "officestackasyncwanttoworkwith" VARCHAR,
  "officestacksynchaveworkedwith" VARCHAR,
  "officestacksyncwanttoworkwith" VARCHAR,
  "aisearchhaveworkedwith" VARCHAR,
  "aisearchwanttoworkwith" VARCHAR,
  "aidevhaveworkedwith" VARCHAR,
  "aidevwanttoworkwith" VARCHAR,
  "newsosites" VARCHAR,
  "sovisitfreq" VARCHAR,
  "soaccount" VARCHAR,
  "sopartfreq" VARCHAR,
  "socomm" VARCHAR,
  "soai" VARCHAR,
  "aiselect" VARCHAR,
  "aisent" VARCHAR,
  "aiacc" VARCHAR,
  "aiben" VARCHAR,
  "aitoolinterested_in_using" VARCHAR,
  "aitoolcurrently_using" VARCHAR,
  "aitoolnot_interested_in_using" VARCHAR,
  "ainextvery_different" VARCHAR,
  "ainextneither_different_nor_similar" VARCHAR,
  "ainextsomewhat_similar" VARCHAR,
  "ainextvery_similar" VARCHAR,
  "ainextsomewhat_different" VARCHAR,
  "tbranch" VARCHAR,
  "icorpm" VARCHAR,
  "workexp" DOUBLE,
  "knowledge_1" VARCHAR,
  "knowledge_2" VARCHAR,
  "knowledge_3" VARCHAR,
  "knowledge_4" VARCHAR,
  "knowledge_5" VARCHAR,
  "knowledge_6" VARCHAR,
  "knowledge_7" VARCHAR,
  "knowledge_8" VARCHAR,
  "frequency_1" VARCHAR,
  "frequency_2" VARCHAR,
  "frequency_3" VARCHAR,
  "timesearching" VARCHAR,
  "timeanswering" VARCHAR,
  "professionaltech" VARCHAR,
  "industry" VARCHAR,
  "surveylength" VARCHAR,
  "surveyease" VARCHAR,
  "convertedcompyearly" DOUBLE
);