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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8,400 | 8,401 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification) | 10 | Developer, full-stack | 100 to 499 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | null | Outdated or obsolete technology or features
NA | Other: | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,401 | 8,402 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 20 | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;School (i.e., University, College, etc) | 28 | Developer, full-stack | 20 to 99 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,402 | 8,403 | I am learning to code | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Coding Bootcamp;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Coding Bootcamp | 3 | Student | null | null | null | null | School | Easy-to-use API
NA | Security or privacy concerns
NA | null | null | Yes | I have neither consider or transitioned into a new career or industry | 2 | 4 | India | INR Indian rupee | null | Yes | C;C#;C++ | C | C | NA
NA | Yes | BigQuery;Cloud Firestore;DuckDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Django;Express;Flask;React | null | null | NA
NA | Yes | Cursor;Visual Studio Code | null | null | NA
NA | null | null | null | null | null | Windows | Windows | GitHub;Notion | GitHub | GitHub | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn | Discord;GitHub (public projects, not private repos) | Discord;GitHub (public projects, not private repos) | NA
NA | Yes | Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models) | null | null | NA
NA | Yes | Less than once every 2 - 3 months | Less than one year | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,403 | 8,404 | I am a developer by profession | 35-44 years old | Some college/university study without earning a degree | Employed | Volunteering (regularly) | 18 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);Blogs or podcasts | No, I didn't spend time learning in the past year | null | 30 | Developer, full-stack | 20 to 99 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,404 | 8,405 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | null | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media | 7 | Developer, full-stack | 100 to 499 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Robust and complete API
NA | Availability of better alternatives
NA | Software Development | Innovation through solving challenging and complex problems
NA | No | I have neither consider or transitioned into a new career or industry | 20 | 15 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 59,000 | Yes | Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Lua;Rust;TypeScript | C#;Go;Lua;OCaml;Rust;TypeScript | C#;Go;Lua;Rust;TypeScript | NA
NA | Yes | PostgreSQL | PostgreSQL | PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);Cargo;Homebrew;Kubernetes | Cargo;Homebrew | Cargo;Homebrew | NA
NA | Yes | React | React;Svelte;Axum | React | solid
NA | Yes | Cursor;Neovim;Rider | Neovim;Zed | Neovim | NA
NA | .NET 8 or higher;Tailwind CSS 4;Large Language Model;Amazon Bedrock;Google Gemini | .NET 8 or higher;Large Language Model;Amazon Bedrock;Google Gemini | .NET 8 or higher;Large Language Model;Amazon Bedrock;Google Gemini | null | null | MacOS;Linux (non-WSL);Arch;Pop!_OS | MacOS | GitHub;Markdown File;Notion;Obsidian | GitHub;Markdown File;Obsidian | GitHub;Markdown File;Obsidian | NA
NA | Reddit;Hacker News;YouTube;Twitch | Reddit;Hacker News;YouTube;Twitch | Reddit;Hacker News;YouTube;Twitch | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models) | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models) | NA
NA | No | Less than once per month or monthly | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Upvote/Downvote Q&A posts
NA | No, not at all | Rarely, almost never | Yes, I use AI tools daily | Indifferent | Somewhat distrust | Bad at handling complex tasks | Search for answers;Generating content or synthetic data;Learning new concepts or technologies | Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | Learning about a codebase;Writing code;Debugging or fixing code | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | no | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively. | The cost of using certain AI agent platforms is a barrier. | I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult. | null | null | null | null | null | null | null | null | null | Other (please specify): | Problem solving, time management, people management, communication skills, documentation. Everything that is important now | 80,323 | 9 |
8,405 | 8,406 | I used to be a developer by profession, but no longer am | 65 years or older | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Retired | Caring for dependents (children, elderly, etc.) | 40 | Yes, I am not new to coding but am learning new coding techniques or programming language | AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps | 40 | Retired | null | null | null | null | Personal Project | null | Huh? | null | null | null | null | null | 0 | Micronesia, Federated States of... | EUR European Euro | 1 | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Very favorable | Neither trust nor distrust | Very well at handling complex tasks | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1 | null |
8,406 | 8,407 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 13 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts | 27 | Architect, software or solutions | 100 to 499 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Costs are manageable
NA | Prohibitive pricing
NA | Other: | Job stability and career growth with a single employer
NA | No | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 10 |
8,407 | 8,408 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Caring for dependents (children, elderly, etc.) | 9 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Books / Physical media | 10 | Developer, back-end | 5,000 to 9,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Robust and complete API
NA | Security or privacy concerns
NA | Banking/Financial Services | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 1 | 7 | Germany | EUR European Euro | 100,000 | Yes | Bash/Shell (all shells);Elixir;Go;Kotlin;SQL | Elixir;Kotlin | Elixir;Kotlin | NA
NA | Yes | Elasticsearch;PostgreSQL | PostgreSQL | PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Make;npm;Pip;Prometheus;Terraform | Gradle;Homebrew | Gradle;Homebrew | NA
NA | Yes | Phoenix;Spring Boot | Phoenix | Phoenix | NA
NA | Yes | Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;Visual Studio Code | Claude Code;Cursor;IntelliJ IDEA | Claude Code;Cursor;IntelliJ IDEA | NA
NA | Tailwind CSS 4;Large Language Model;Google Gemini | Large Language Model | Large Language Model | null | null | MacOS;Android | MacOS | Clickup;Confluence;GitHub;Jira;Markdown File;Miro;Notion;Obsidian | GitHub;Linear;Markdown File;Obsidian | GitHub;Markdown File;Obsidian | NA
NA | Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium | GitHub (public projects, not private repos);YouTube;Medium | GitHub (public projects, not private repos);YouTube;Medium | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Perplexity Sonar models | Anthropic: Claude Sonnet | Anthropic: Claude Sonnet | NA
NA | Yes | Less than once every 2 - 3 months | Between 3 and 5 years | Infrequently, less than once per year | Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | null | Neutral | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data | Predictive analytics | Learning new concepts or technologies | null | Writing code;Documenting code;Creating or maintaining documentation | null | No | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering | null | AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team. | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks. | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | It takes significant time and effort to learn how to use AI agents effectively. | The cost of using certain AI agent platforms is a barrier. | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents. | null | GitHub MCP Server | null | Zapier | null | Sentry;Honeycomb;Grafana + Prometheus | null | Claude Code;GitHub Copilot;Perplexity | null | When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Systems thinking, communication with people, being able to prompt an LLM, and having a great wealth of knowledge to be able to determine the validity and applicability of answers provided by AI | 116,015 | 8 |
8,408 | 8,409 | I am a developer by profession | 55-64 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 28 | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Other (please specify): | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Videos (not associated with specific online course or certification);Blogs or podcasts | 42 | Developer, full-stack | 5,000 to 9,999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Connected to an open-source project
NA | Security or privacy concerns
NA | Higher Education | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,409 | 8,410 | I am a developer by profession | 25-34 years old | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,410 | 8,411 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | Attending school (part-time);Engaged in paid work (10-19 hours per week) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Other (please specify): | 3 | Cybersecurity or InfoSec professional | 20 to 99 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,411 | 8,412 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Independent contractor, freelancer, or self-employed | Engaged in paid work (less than 10 hours per week) | null | null | null | null | null | null | Developer, full-stack | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | In-person | null | Personal Project | null | null | Software Development | null | Yes | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 8 |
8,412 | 8,413 | I am a developer by profession | 18-24 years old | Some college/university study without earning a degree | Student | Volunteering (regularly);Attending school (full-time) | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | 8 | Student | null | null | null | null | School | Connected to an open-source project
from the EU | Ethical concerns
not from the EU | null | Innovation through solving challenging and complex problems
NA | No | I have strongly considered changing my career and/or the industry I work in | null | null | Germany | EUR European Euro | 0 | Yes | Bash/Shell (all shells);HTML/CSS;Java;MicroPython;Python;R;TypeScript | Bash/Shell (all shells);Go;HTML/CSS;Java;Kotlin;MicroPython;Rust;TypeScript | Bash/Shell (all shells);HTML/CSS;Java;MicroPython;TypeScript | NA
NA | No | null | null | null | NA
NA | Yes | APT;Cargo;Docker;Make;Maven (build tool);npm;Pip;Webpack | APT;Maven (build tool);npm;Supabase | APT;Maven (build tool);npm | NA
NA | Yes | Deno;jQuery;Node.js;WordPress | Deno;WordPress | Deno;WordPress | Hugo
Hugo | Yes | IntelliJ IDEA;Visual Studio Code;VSCodium;WebStorm | IntelliJ IDEA;VSCodium;WebStorm | IntelliJ IDEA;VSCodium;WebStorm | NA
NA | Large Language Model | Large Language Model | Large Language Model | null | null | Android;Linux (non-WSL) | Linux (non-WSL) | GitHub;GitLab;Markdown File;Wikis;YouTrack | GitLab;Markdown File;Wikis | GitLab;Markdown File;Wikis | Forgejo, Rocket.Chat
Forgejo, Rocket.Chat | Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube | Stack Overflow;Stack Exchange;Bluesky | Stack Overflow;Stack Exchange;Bluesky | Codeberg, Mastodon, Pixelfed
Codeberg, Mastodon, Pixelfed | Yes | openAI GPT (chatbot models);openAI Reasoning models | openAI GPT (chatbot models);openAI Reasoning models | openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | Less than once per month or monthly | Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.) | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat distrust | Very poor at handling complex tasks | Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation | Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies | Project planning | null | null | AI solutions that are almost right, but not quite;Other (write in): | No. | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively. | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult. | The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | AI won't replace any skill. It will only make exercising certain skills more efficient. Therefore, no skill will become less valuable just because of AI. | null | 3 |
8,413 | 8,414 | I am a developer by profession | 55-64 years old | Some college/university study without earning a degree | Employed | None of the above | 38 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | No, I didn't spend time learning in the past year | null | 42 | Developer, full-stack | Less than 20 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,414 | 8,415 | I am a developer by profession | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.);None of the above | 24 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types) | 28 | Developer, back-end | 1,000 to 4,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Robust and complete API
NA | Outdated or obsolete technology or features
NA | Software Development | Competitive pay and benefits
NA | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | 10 | null | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 60,000 | Yes | Bash/Shell (all shells);JavaScript;SQL | Java;TypeScript | null | TCL
NA | Yes | Cassandra;MySQL | null | null | Informix
NA | Yes | Amazon Web Services (AWS);Ansible;Datadog;Docker;Kubernetes;Pip;Terraform | null | null | NA
NA | Yes | jQuery;React;Spring Boot | null | null | NA
NA | Yes | IntelliJ IDEA;Visual Studio Code | null | null | NA
NA | null | null | null | null | null | Ubuntu;Debian | null | Confluence;Jira;Monday.com | null | null | BitBucket
NA | Stack Overflow;Stack Exchange;Slack (public channels, not work);YouTube;LinkedIn | null | null | NA
NA | Yes | DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models) | null | null | NA
NA | Yes | Multiple times per day | Between 10 and 15 years | A few times per week | null | Directly open a Q&A post via search, documentation or a peer
NA | Yes, definitely | Less than half of the time | Yes, I use AI tools monthly or infrequently | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Generating content or synthetic data | null | null | AI solutions that are almost right, but not quite | null | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | It takes significant time and effort to learn how to use AI agents effectively. | null | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | null | 81,685 | 7 |
8,415 | 8,416 | I used to be a developer by profession, but no longer am | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 10 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,416 | 8,417 | I am learning to code | 35-44 years old | Primary/elementary school | Independent contractor, freelancer, or self-employed | Engaged in paid work (less than 10 hours per week) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | AI CodeGen tools or AI-enabled apps | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 2 | Architect, software or solutions | Less than 20 employees | null | null | No | Personal Project | Reliability and low latency
NA | Prohibitive pricing
NA | Software Development | null | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | null | null | Peru | USD United States dollar | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Very favorable | Neither trust nor distrust | Very well at handling complex tasks | null | Learning about a codebase;Search for answers | Generating content or synthetic data | null | Committing and reviewing code | I don’t use AI tools regularly | null | Yes, I use AI agents at work monthly or infrequently | No, but my development work has significantly changed due to non-AI factors | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,417 | 8,418 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,418 | 8,419 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | Engaged in paid work (less than 10 hours per week) | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange | 9 | Developer, full-stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,419 | 8,420 | I work with developers or my work supports developers but am not a developer by profession | 25-34 years old | Primary/elementary school | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours) | 15 | Yes, I am new to coding or currently a student | Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Stack Overflow or Stack Exchange | null | Developer, AI apps or physical AI | null | null | null | Yes, I influenced the purchase of a substantial addition to the tech stack | Personal Project | AI integration or AI Agent capabilities
NA | Outdated or obsolete technology or features
NA | Internet, Telecomm or Information Services | null | No | I have somewhat considered changing my career and/or the industry I work in | null | null | Iceland | EUR European Euro | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools weekly | Very favorable | Highly trust | Very well at handling complex tasks | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,420 | 8,421 | I am a developer by profession | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 20 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community) | 18 | Developer, back-end | Less than 20 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Connected to an open-source project
NA | Security or privacy concerns
NA | Internet, Telecomm or Information Services | Collaboration and support from a team
NA | No | I have neither consider or transitioned into a new career or industry | 6 | null | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 87,000 | Yes | Bash/Shell (all shells);Go;JavaScript;PHP;Ruby;SQL | Bash/Shell (all shells);Go;SQL;Zig;Gleam | Bash/Shell (all shells);Go;SQL | NA
NA | Yes | BigQuery;MySQL;PostgreSQL;Redis;SQLite | BigQuery;PostgreSQL;SQLite;Clickhouse;Cockroachdb;Valkey | BigQuery;PostgreSQL;SQLite | NA
NA | Yes | APT;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;Make;npm;Pip | Docker;Google Cloud;Homebrew;pnpm;Podman;Terraform | Docker;Google Cloud;Homebrew | NA
NA | Yes | Laravel;Node.js | null | null | NA
NA | Yes | Neovim;Visual Studio Code | Neovim | Neovim | NA
NA | Large Language Model | Large Language Model | Large Language Model | null | null | MacOS;Android;iPadOS;ChromeOS | MacOS;Debian | Confluence;Jira | GitHub;Markdown File;Trello | null | NA
NA | YouTube | YouTube | YouTube | Daily.dev
Daily.dev | Yes | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models) | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models) | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models) | Qwen
Qwen | Yes | Less than once per month or monthly | More than 15 years, or since Stack Overflow started in 2008 | Infrequently, less than once per year | Message Boards;Long-form articles;Videos | Read and/or vote on comments for a Question or Answer I am interested in
NA | Neutral | Rarely, almost never | Yes, I use AI tools daily | Unfavorable | Somewhat distrust | I don't use AI tools for complex tasks / I don't know | Project planning;Writing code;Creating or maintaining documentation;Learning new concepts or technologies | Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Learning about a codebase;Testing code;Generating content or synthetic data | null | Search for answers | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | I use AI chatbots mostly to understand the problem and to select a solution. Sometimes to check my code. Occasionally to generate a draft of the code I need, or to learn about an area of a programming language that I don't use often. | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above: | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | When I need help fixing complex or unfamiliar code;Other (please specify): | Analytical skills. Critical thinking. Pragmatism. Code quality. Reliability. Security. | 118,443 | 8 |
8,421 | 8,422 | I code primarily as a hobby | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week) | 14 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Coding Bootcamp | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange | 14 | Developer, full-stack | 100 to 499 employees | People manager | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,422 | 8,423 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | None of the above | 18 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps | 22 | Developer, desktop or enterprise applications | null | null | null | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,423 | 8,424 | I am a developer by profession | 35-44 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | None of the above | 20 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 30 | Developer, back-end | Less than 20 employees | Individual contributor | Remote | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,424 | 8,425 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 11 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 15 | Architect, software or solutions | 100 to 499 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reputation for quality
NA | Security or privacy concerns
NA | Other: | Opportunities to mentor and lead junior-level coworkers
NA | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 3 | 3 | India | INR Indian rupee | 5,000,000 | Yes | C#;HTML/CSS;JavaScript;SQL;TypeScript | C#;HTML/CSS;JavaScript;SQL;TypeScript | C#;HTML/CSS;JavaScript;SQL;TypeScript | NA
NA | Yes | Microsoft SQL Server;PostgreSQL;Redis;SQLite | BigQuery;PostgreSQL;Redis | PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Docker;Microsoft Azure;npm;NuGet;Splunk;Terraform;Webpack | Amazon Web Services (AWS);Datadog;Docker;Make;Microsoft Azure;npm;NuGet;Terraform;Vite | Amazon Web Services (AWS);Docker;Microsoft Azure;npm;NuGet;Terraform | NA
NA | Yes | Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;React | ASP.NET Core;Blazor;React | ASP.NET Core;Blazor;React | NA
NA | Yes | Lovable.dev;Notepad++;Rider;Sublime Text;Visual Studio;Visual Studio Code | Rider;Visual Studio;Visual Studio Code | Rider;Visual Studio;Visual Studio Code | NA
NA | .NET 8 or higher;Tailwind CSS 4;Google Gemini;Ollama | .NET 8 or higher;Tailwind CSS 4;Pydantic;Google Gemini;Ollama | .NET 8 or higher;Tailwind CSS 4;Google Gemini;Ollama | null | null | Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL) | Windows;MacOS | Azure Devops;Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Trello;Wikis | Azure Devops;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Trello;Wikis | Azure Devops;Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Trello;Wikis | NA
NA | Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums | Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Company-sponsored forums | Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums | NA
NA | Yes | Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per week | Between 5 and 10 years | Less than once per month or monthly | Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts | Ask a question
NA | Neutral | Less than half of the time | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies | null | null | null | Documenting code;Generating content or synthetic data;Creating or maintaining documentation | I’ve become less confident in my own problem-solving;I haven’t encountered any problems | one useful for quick prototype | Yes, I use AI agents at work daily | Yes, somewhat | Software engineering;Business process automation;Customer service support | null | AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team. | null | null | AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks. | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively. | null | null | Github Copilot | AutoGen (Microsoft);CrewAI;Ollama;Semantic Kernel | null | Sentry;Snyk;Grafana + Prometheus | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Lovable.dev | null | When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code | System Design | 58,120 | 6 |
8,425 | 8,426 | I used to be a developer by profession, but no longer am | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | None of the above | 17 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange | 15 | Founder, technology or otherwise | null | null | null | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Costs are manageable
NA | Availability of better alternatives
NA | Software Development | null | Yes | I have transitioned into a new career and/or industry voluntarily | 15 | 20 | United States of America | USD United States dollar | 100,000 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL | Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;Lua;MicroPython;PHP;PowerShell;Python;SQL;TypeScript | Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL | NA
NA | Yes | Dynamodb;Elasticsearch;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL | Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL | Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Google Cloud;npm | Amazon Web Services (AWS);Ansible;Composer;Docker;Firebase;Netlify;npm;Podman;Terraform | Amazon Web Services (AWS);Composer;Docker;npm | NA
NA | Yes | Django;jQuery;WordPress | Angular;AngularJS;jQuery;Node.js;React;WordPress | jQuery;WordPress | NA
NA | Yes | Claude Code;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;VSCodium;Xcode | Cursor;Visual Studio Code | Visual Studio Code | NA
NA | Large Language Model;Google Gemini | Large Language Model | Large Language Model | null | null | Windows;Android;Linux (non-WSL) | Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL) | Airtable;Asana;Clickup;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Monday.com;Notion;Obsidian;Trello;Wikis | GitHub;Google Colab;Google Workspace;Jira;Markdown File;Obsidian;Wikis | GitHub;Google Workspace;Jira;Markdown File;Obsidian;Wikis | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube | NA
NA | Yes | Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Infrequently, less than once per year | Coding challenges | Ask a question
NA | No, not really | Rarely, almost never | Yes, I use AI tools weekly | Unfavorable | Neither trust nor distrust | Bad at handling complex tasks | Learning about a codebase;Debugging or fixing code;Learning new concepts or technologies | Project planning;Deployment and monitoring;Predictive analytics | Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation | Generating content or synthetic data | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving | Not really. I only do this to test out new concepts or with using unfamiliar languages. | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Integrating different parts of AI code and making it consistent and efficient. | 100,000 | null |
8,426 | 8,427 | I am a developer by profession | 55-64 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.) | 20 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Videos (not associated with specific online course or certification);Blogs or podcasts;Other (please specify): | 20 | Developer, mobile | null | null | null | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | AI integration or AI Agent capabilities
Can't answer, this form doesn't work correctly on Android | Ethical concerns
NA | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,427 | 8,428 | I am learning to code | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Not employed | None of the above | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system) | 5 | Developer, full-stack | null | null | null | null | Work | AI integration or AI Agent capabilities
NA | null | null | null | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,428 | 8,429 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Attending school (full-time) | 3 | Yes, I am new to coding or currently a student | Stack Overflow or Stack Exchange;Colleague or on-the-job training;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc) | 4 | Student | I don’t know | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,429 | 8,430 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | null | 5 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts | 9 | Developer, full-stack | 20 to 99 employees | People manager | In-person | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,430 | 8,431 | I used to be a developer by profession, but no longer am | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Engaged in paid work (20-29 hours per week);Attending school (full-time) | 4 | Yes, I am new to coding or currently a student | Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Stack Overflow or Stack Exchange;Coding Bootcamp;School (i.e., University, College, etc) | 3 | Developer, full-stack | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | In-person | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | School | Reliability and low latency
NA | null | Higher Education | null | No | I have somewhat considered changing my career and/or the industry I work in | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,431 | 8,432 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 45-54 years old | Other (please specify): | Employed | None of the above | 15 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 20 | Developer, QA or test | 1,000 to 4,999 employees | Individual contributor | Remote | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Costs are manageable
NA | null | Government | null | No | I have neither consider or transitioned into a new career or industry | 20 | 10 | Germany | EUR European Euro | 82,500 | Yes | Bash/Shell (all shells);C#;HTML/CSS;SQL | Bash/Shell (all shells);C#;HTML/CSS;SQL | Bash/Shell (all shells);C#;HTML/CSS;SQL | NA
NA | Yes | InfluxDB;MariaDB;MongoDB;MySQL;PostgreSQL | InfluxDB;MariaDB;MySQL;PostgreSQL | InfluxDB;MariaDB;MySQL;PostgreSQL | NA
NA | No | null | null | null | NA
NA | Yes | Angular;ASP.NET Core;Blazor | ASP.NET Core;Blazor | ASP.NET Core;Blazor | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Ubuntu;Android;Debian;Linux (non-WSL) | Windows;Ubuntu;Android;Debian;Linux (non-WSL) | Jira;Markdown File | Jira | Jira | NA
NA | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube | NA
NA | Yes | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | null | null | No, not really | Less than half of the time | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Writing code | Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Learning about a codebase;Documenting code;Debugging or fixing code;Testing code | Search for answers | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 95,712 | null |
8,432 | 8,433 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 4 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Other (please specify): | 6 | Developer, full-stack | 10,000 or more employees | Individual contributor | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,433 | 8,434 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 7 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | 7 | Developer, front-end | 100 to 499 employees | People manager | In-person | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Personal Project | null | null | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,434 | 8,435 | I code primarily as a hobby | 65 years or older | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Retired | None of the above | 54 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types) | No, I didn't spend time learning in the past year | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,435 | 8,436 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Some college/university study without earning a degree | Employed | None of the above | 2 | Yes, I am new to coding or currently a student | Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 10 | Cybersecurity or InfoSec professional | 100 to 499 employees | Individual contributor | In-person | No | Work | Costs are manageable
NA | Ethical concerns
NA | Manufacturing | null | No | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,436 | 8,437 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 35 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,437 | 8,438 | I am learning to code | 18-24 years old | Some college/university study without earning a degree | Student | Attending school (full-time) | null | Yes, I am new to coding or currently a student | Colleague or on-the-job training | No, I didn't spend time learning in the past year | null | null | Other (please specify): | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,438 | 8,439 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | Engaged in paid work (less than 10 hours per week) | 10 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,439 | 8,440 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 5 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types) | 11 | Architect, software or solutions | 10,000 or more employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,440 | 8,441 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Independent contractor, freelancer, or self-employed | None of the above | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Other (please specify): | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | 11 | Developer, full-stack | null | null | null | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Costs are manageable
NA | null | Retail and Consumer Services | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,441 | 8,442 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Student | Engaged in paid work (20-29 hours per week) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | null | No, I didn't spend time learning in the past year | null | null | Academic researcher | 100 to 499 employees | Individual contributor | In-person | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,442 | 8,443 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 55-64 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | None of the above | 20 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 35 | System administrator | I don’t know | Individual contributor | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,443 | 8,444 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 2 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,444 | 8,445 | I am a developer by profession | 25-34 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Independent contractor, freelancer, or self-employed | null | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,445 | 8,446 | I am a developer by profession | 18-24 years old | Some college/university study without earning a degree | Employed | None of the above | 4 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,446 | 8,447 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 55-64 years old | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,447 | 8,448 | I am a developer by profession | 45-54 years old | Associate degree (A.A., A.S., etc.) | Employed | None of the above | 30 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 30 | Developer, full-stack | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | null | null | Banking/Financial Services | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 1 | 1 | Switzerland | CHF Swiss franc | 180,000 | Yes | C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript | C# | C# | NA
NA | Yes | Microsoft SQL Server | Microsoft SQL Server | Microsoft SQL Server | NA
NA | No | null | null | null | NA
NA | Yes | ASP.NET Core;Blazor | ASP.NET Core;Blazor | ASP.NET Core;Blazor | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Windows | Windows | GitLab | null | null | NA
NA | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | Less than once every 2 - 3 months | null | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | I don't use AI or AI-enabled tools | No, and I don't plan to | Indifferent | Somewhat distrust | I don't use AI tools for complex tasks / I don't know | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | null | null | null | No | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | When I’m stuck and can’t explain the problem | AI is a hype and will die. | 223,187 | 8 |
8,448 | 8,449 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,449 | 8,450 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | None of the above | 7 | Yes, I am not new to coding but am learning new coding techniques or programming language | Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,450 | 8,451 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 7 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Blogs or podcasts | No, I didn't spend time learning in the past year | null | 10 | Developer, full-stack | 100 to 499 employees | Individual contributor | In-person | No | Work | null | Ethical concerns
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 7 | 7 | Bangladesh | BDT Bangladeshi taka | 984,000 | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | Less than once every 2 - 3 months | Between 5 and 10 years | Infrequently, less than once per year | Coding challenges;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 8,051 | 5 |
8,451 | 8,452 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 10 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,452 | 8,453 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Volunteering (regularly);Engaged in paid work (20-29 hours per week);Engaged in paid work (less than 10 hours per week) | 8 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps | 8 | UX, Research Ops or UI design professional | Less than 20 employees | Individual contributor | Remote | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | User-friendly | Poor usability
NA | Other: | null | No | I have somewhat considered changing my career and/or the industry I work in | 6 | 2 | Portugal | DKK Danish krone | null | null | JavaScript;PHP | null | null | NA
NA | null | Microsoft SQL Server;MySQL | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | Multiple times per day | Between 1 and 3 years | A few times per month or weekly | Other (write in): | Answer a question
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Debugging or fixing code;Search for answers | null | Project planning;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation | Writing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies | Learning about a codebase;Predictive analytics | Other (write in): | null | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above: | I am concerned about the accuracy of the information provided by AI agents. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Trustworthiness, cross-referencing, understanding. | null | null |
8,453 | 8,454 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types) | 15 | Developer, full-stack | Less than 20 employees | Individual contributor | In-person | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Reputation for quality
NA | Outdated or obsolete technology or features
NA | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,454 | 8,455 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 6 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Videos (not associated with specific online course or certification) | 11 | Developer, QA or test | 20 to 99 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Reputation for quality
NA | Other (please specify):
very niche, not used wide enough | Software Development | Job stability and career growth with a single employer
NA | No | I have neither consider or transitioned into a new career or industry | 0 | 0 | Germany | EUR European Euro | 56,000 | Yes | C++;Python | C++;Java;Python | C++;Python | NA
NA | Yes | Microsoft SQL Server | PostgreSQL | null | NA
NA | Yes | APT;Docker;Pip | Amazon Web Services (AWS);APT;Cargo;Docker;Gradle;Kubernetes;Pip | APT;Docker;Pip | cmake
cmake | Yes | Angular | Next.js;React;Spring Boot;WordPress | null | NA
NA | Yes | IntelliJ IDEA;Notepad++;Visual Studio Code | IntelliJ IDEA;Visual Studio Code | IntelliJ IDEA;Visual Studio Code | NA
clion | Google Gemini | null | null | null | null | Windows;Ubuntu | Windows;Ubuntu | Confluence;GitLab;Jira;Miro | GitLab;Markdown File | GitLab | NA
NA | Stack Overflow;Discord;Slack (public channels, not work);YouTube;Medium | Stack Overflow;Discord;Slack (public channels, not work);YouTube | Stack Overflow;Discord;Slack (public channels, not work);YouTube | NA
NA | Yes | Gemini (Flash general purpose models) | null | null | NA
NA | Yes | A few times per week | Between 5 and 10 years | Infrequently, less than once per year | Chat (people);Coding challenges;Chat (bot/AI) | Other (write in):
i only visit stack overflow if i find an answer to a question i'm interested in on google, i never search on stack overflow directly | No, not really | I don't use AI or AI-enabled tools | Yes, I use AI tools monthly or infrequently | Indifferent | Somewhat distrust | Very poor at handling complex tasks | Search for answers;Learning new concepts or technologies | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in): | null | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in): | no | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above: | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I need quick help troubleshooting | debugging and being able to understand how their code works at a low level. | 64,968 | 8 |
8,455 | 8,456 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | None of the above | 9 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 17 | Developer, full-stack | 5,000 to 9,999 employees | Individual contributor | In-person | No | Personal Project | null | Ethical concerns
NA | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,456 | 8,457 | I am a developer by profession | 55-64 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 40 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 44 | Developer, full-stack | 100 to 499 employees | Individual contributor | In-person | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Costs are manageable
NA | Availability of better alternatives
NA | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,457 | 8,458 | I am a developer by profession | 18-24 years old | Some college/university study without earning a degree | Independent contractor, freelancer, or self-employed | Engaged in paid work (less than 10 hours per week) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 5 | Developer, full-stack | Less than 20 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,458 | 8,459 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 30 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange | 3 | Other (please specify): | 100 to 499 employees | People manager | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,459 | 8,460 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts | 10 | Data engineer | 10,000 or more employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Connected to an open-source project
NA | Security or privacy concerns
NA | Software Development | Competitive pay and benefits
NA | No | I have strongly considered changing my career and/or the industry I work in | 4 | 2 | India | INR Indian rupee | 2,400,000 | Yes | HTML/CSS;Python;SQL | Go;HTML/CSS;Python;R;Rust;SQL | HTML/CSS;Python;SQL | NA
NA | Yes | Cosmos DB;Databricks SQL;Microsoft SQL Server | Cosmos DB;Databricks SQL;DuckDB;SQLite | Cosmos DB;Databricks SQL | NA
NA | Yes | Docker;Microsoft Azure;Pip | Cloudflare;Pip | Pip | NA
NA | Yes | FastAPI | FastAPI;Flask;React | FastAPI | NA
NA | Yes | Nano;Vim;Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | Polars | Polars;Pydantic;Microsoft Fabric | Polars | null | null | Windows;Windows Subsystem for Linux (WSL) | Windows | Azure Devops;GitHub;Markdown File | null | null | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | A few times per month or weekly | Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools weekly | Favorable | Somewhat distrust | Bad at handling complex tasks | Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies;Other (write in): | Creating or maintaining documentation | Learning about a codebase;Committing and reviewing code | Generating content or synthetic data | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | Not at all. I use AI more as an assistant/helper rather than a full-fledged generator. | Yes, I use AI agents at work monthly or infrequently | Yes, somewhat | Software engineering | null | AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks. | AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively. | AI agents have improved the quality of my code.;AI agents have improved collaboration within my team. | AI agents have helped me automate repetitive tasks. | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | AutoGen (Microsoft) | null | null | null | ChatGPT;GitHub Copilot;Microsoft Copilot | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Problem solving and programming in general. AI is a bit overrated and highly inaccurate | 27,898 | 7 |
8,460 | 8,461 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 7 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 13 | Developer, back-end | 100 to 499 employees | People manager | In-person | No | Personal Project | Reliability and low latency
NA | Lack of or sub-par API
NA | Other: | Control over the level of quality in projects
NA | Yes | I have strongly considered changing my career and/or the industry I work in | 5 | 5 | India | INR Indian rupee | 900,000 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL | Ada;Assembly;Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL | Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL | NA
NA | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | No, but I plan to soon | Unsure | Neither trust nor distrust | Very well at handling complex tasks | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Other (write in): | Learning new concepts or technologies | null | null | I don’t use AI tools regularly | null | No, and I don't plan to | No, but my development work has significantly changed due to non-AI factors | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | Write in the most significant challenge if not listed above: | null | null | null | null | null | null | null | null | I don’t think I’ll need help from people anymore | Manual coding | 10,462 | 8 |
8,461 | 8,462 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 13 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training | 20 | Developer, full-stack | null | null | null | No | Work | Reliability and low latency
NA | Ethical concerns
NA | Software Development | Job stability and career growth with a single employer
NA | Yes | I have somewhat considered changing my career and/or the industry I work in | 10 | 8 | Bosnia and Herzegovina | USD United States dollar | 50,000 | Yes | Bash/Shell (all shells);C#;HTML/CSS;JavaScript;MicroPython;PowerShell;SQL;TypeScript;VBA;Visual Basic (.Net) | Bash/Shell (all shells);C#;C++;JavaScript;MicroPython;PowerShell;SQL;TypeScript | Bash/Shell (all shells);C#;JavaScript;MicroPython;PowerShell;SQL;TypeScript | NA
NA | Yes | Cosmos DB;Elasticsearch;Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL | Cosmos DB;Elasticsearch;Microsoft SQL Server;PostgreSQL;SQLite | Cosmos DB;Elasticsearch;Microsoft SQL Server;PostgreSQL | NA
NA | Yes | Cloudflare;Docker;Microsoft Azure;MSBuild;npm;NuGet;Pip;Vite;Webpack | Cloudflare;Digital Ocean;Docker;MSBuild;npm;NuGet;Vite;Webpack | Cloudflare;Docker;MSBuild;npm;NuGet;Vite;Webpack | NA
NA | Yes | ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;Vue.js | ASP.NET;ASP.NET Core;Blazor;Next.js;Node.js;Nuxt.js;React;Vue.js | ASP.NET;ASP.NET Core;Blazor;Node.js;Vue.js | NA
NA | Yes | IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code | Android Studio;Notepad++;Visual Studio;Visual Studio Code | Notepad++;Visual Studio;Visual Studio Code | NA
NA | .NET 8 or higher | .NET 8 or higher;c++23 | .NET 8 or higher | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Windows | Azure Devops;GitHub;GitLab;Jira;Trello | Azure Devops;GitHub;GitLab | Azure Devops;GitHub;GitLab | NA
NA | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos) | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | Chat (people) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, definitely | About half of the time | Yes, I use AI tools weekly | Indifferent | Highly distrust | Very poor at handling complex tasks | null | Project planning;Debugging or fixing code;Deployment and monitoring;Search for answers | Learning about a codebase;Writing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies | Documenting code;Testing code;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works | I think it produces ego where there is no knowledge or expertise. | No, but I plan to | Not at all or minimally | null | null | null | null | null | null | null | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | I don't know. | 50,000 | 3 |
8,462 | 8,463 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 25 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 20 | Architect, software or solutions | 5,000 to 9,999 employees | People manager | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,463 | 8,464 | I am a developer by profession | 25-34 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | Volunteering (regularly) | 9 | Yes, I am not new to coding but am learning new coding techniques or programming language | Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Blogs or podcasts | 17 | Data scientist | 1,000 to 4,999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Personal Project | Easy-to-use API
NA | Security or privacy concerns
NA | Fintech | Competitive pay and benefits
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 20 | 7 | Netherlands | EUR European Euro | 140,000 | Yes | Python | Python | Python | NA
NA | Yes | Elasticsearch;PostgreSQL | Cassandra;Elasticsearch;PostgreSQL | Elasticsearch;PostgreSQL | hadoop, delta
hadoop, delta | Yes | Docker;Homebrew;Kubernetes;Make;Pip;Poetry;Yarn | Docker;Homebrew;Kubernetes;Make;Pip | Docker;Homebrew;Kubernetes;Make;Pip | NA
NA | No | null | null | null | NA
NA | Yes | Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code | Jupyter Notebook/JupyterLab;PyCharm | Jupyter Notebook/JupyterLab;PyCharm | NA
NA | Large Language Model;Microsoft Fabric;Google Gemini;uv | Polars;Large Language Model;Google Gemini;uv | Large Language Model;Google Gemini;uv | null | null | Windows;MacOS;Android | MacOS;Linux (non-WSL) | GitHub;GitLab;Google Workspace;Markdown File;Monday.com;YouTrack | GitLab;Google Workspace;Markdown File;YouTrack | GitLab;Google Workspace;Markdown File;YouTrack | NA
NA | Stack Overflow;GitHub (public projects, not private repos) | Stack Overflow;GitHub (public projects, not private repos) | Stack Overflow;GitHub (public projects, not private repos) | NA
NA | Yes | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI Reasoning models;Perplexity Sonar models | Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Reasoning models;Perplexity Sonar models | Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Reasoning models;Perplexity Sonar models | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | Chat (bot/AI) | Bookmark posts to look at later
NA | No, not really | About half of the time | Yes, I use AI tools weekly | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Writing code;Search for answers;Learning new concepts or technologies | Project planning;Deployment and monitoring;Predictive analytics | Learning about a codebase;Committing and reviewing code;Generating content or synthetic data | Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving | no | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult. | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | problem solving, project planning, prioritization, | 162,421 | 8 |
8,464 | 8,465 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,465 | 8,466 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 19 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 35 | Senior executive (C-suite, VP, etc.) | 100 to 499 employees | People manager | In-person | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,466 | 8,467 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 25 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community) | 35 | Developer, full-stack | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,467 | 8,468 | I code primarily as a hobby | 18-24 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Student | Attending school (full-time) | 6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,468 | 8,469 | I am a developer by profession | 25-34 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | None of the above | 5 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 20 | Developer, back-end | 100 to 499 employees | People manager | Remote | No | Work | null | null | Manufacturing | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,469 | 8,470 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,470 | 8,471 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 6 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Coding Bootcamp | 8 | Developer, mobile | 1,000 to 4,999 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Costs are manageable
NA | Outdated or obsolete technology or features
NA | Software Development | Autonomy and trust to manage your own tasks
NA | No | I have somewhat considered changing my career and/or the industry I work in | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 6 |
8,471 | 8,472 | I am learning to code | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Retired | None of the above | 20 | Yes, I am new to coding or currently a student | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange | 10 | Retired | null | null | null | null | Personal Project | null | null | null | null | null | null | null | 4 | United States of America | USD United States dollar | 120,000 | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Infrequently, less than once per year | Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI) | null | Yes, somewhat | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Writing code;Debugging or fixing code | Learning about a codebase;Project planning;Testing code;Predictive analytics | Documenting code;Deployment and monitoring;Creating or maintaining documentation | Committing and reviewing code;Generating content or synthetic data | Search for answers | Debugging AI-generated code is more time-consuming | Having AI generate code from a few sentences. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 120,000 | null |
8,472 | 8,473 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | Attending school (part-time);Engaged in paid work (less than 10 hours per week) | 7 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 13 | Developer, front-end | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | No | Personal Project | Reputation for quality
NA | Security or privacy concerns
NA | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,473 | 8,474 | I am learning to code | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Student | Attending school (full-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | 4 | Student | null | null | null | null | School | Reputation for quality
NA | Outdated or obsolete technology or features
NA | null | null | No | null | 6 | 6 | Poland | PLN Polish zloty | null | Yes | C#;Dart;GDScript;HTML/CSS;JavaScript;PHP;SQL;TypeScript | null | null | NA
NA | Yes | MySQL;PostgreSQL;SQLite | null | null | NA
NA | Yes | npm;NuGet | null | null | NA
NA | Yes | Angular;ASP.NET Core;Blazor;Node.js;React | null | null | NA
NA | Yes | Android Studio;Notepad++;Rider;Visual Studio;Visual Studio Code | null | null | NA
NA | .NET 8 or higher;Tailwind CSS 4 | null | null | null | null | Windows;Android | Windows;Android | null | null | null | NA
NA | Stack Overflow;Discord;Reddit;YouTube;Medium | null | null | NA
NA | Yes | null | null | null | NA
NA | No | Daily or almost daily | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts | null | No, not really | Less than half of the time | Yes, I use AI tools daily | Indifferent | Highly distrust | Bad at handling complex tasks | Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies | Committing and reviewing code;Predictive analytics | null | Deployment and monitoring;Generating content or synthetic data | Documenting code;Creating or maintaining documentation | AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving | no | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code | null | null | null |
8,474 | 8,475 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 1 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 10 | Developer, desktop or enterprise applications | Less than 20 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Personal Project | Robust and complete API
NA | Availability of better alternatives
NA | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,475 | 8,476 | I am a developer by profession | 35-44 years old | Some college/university study without earning a degree | Employed | Caring for dependents (children, elderly, etc.) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification) | 3 | Data engineer | 100 to 499 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | AI integration or AI Agent capabilities
NA | null | Media & Advertising Services | null | No | I have strongly considered changing my career and/or the industry I work in | 5 | 5 | Ukraine | UAH Ukrainian hryvnia | 30,000 | Yes | Python | Go | null | NA
NA | Yes | MongoDB;MySQL;PostgreSQL;Redis | Snowflake;Clickhouse;Amazon Redshift | null | NA
NA | Yes | Amazon Web Services (AWS);Digital Ocean | Google Cloud;Kubernetes | null | NA
NA | Yes | Django;FastAPI | null | null | NA
NA | Yes | PyCharm;Visual Studio;Visual Studio Code | Claude Code;Cursor | null | NA
NA | Pydantic;RAG | Google Gemini;LangGraph | null | null | null | MacOS | MacOS;Ubuntu | Confluence;GitHub;GitLab;Jira;Trello | Notion | null | NA
NA | Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn | null | null | NA
NA | Yes | openAI GPT (chatbot models) | null | null | NA
NA | Yes | Daily or almost daily | Between 1 and 3 years | Less than once per month or monthly | Coding challenges | null | No, not really | About half of the time | Yes, I use AI tools daily | Very favorable | Highly trust | Very well at handling complex tasks | null | null | null | null | Learning about a codebase;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies | It’s hard to understand how or why the code works | yes | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering | Vector databases for AI applications | null | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases. | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | null | Redis | null | Vertex AI | null | LangSmith | null | ChatGPT;Claude Code | null | When I’m stuck and can’t explain the problem | Think and creative | 719 | 9 |
8,476 | 8,477 | I am a developer by profession | 35-44 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | Caring for dependents (children, elderly, etc.) | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types) | 20 | Applied scientist | 10,000 or more employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,477 | 8,478 | I am a developer by profession | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 32 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,478 | 8,479 | I am a developer by profession | 45-54 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | None of the above | 30 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification) | 32 | Engineering manager | 20 to 99 employees | People manager | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | null | null | Energy | null | No | I have strongly considered changing my career and/or the industry I work in | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 7 |
8,479 | 8,480 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 6 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 9 | Developer, full-stack | 1,000 to 4,999 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,480 | 8,481 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 8 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Books / Physical media | 11 | Other (please specify): | 1,000 to 4,999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | null | Costs are manageable
NA | Security or privacy concerns
NA | Software Development | Innovation through solving challenging and complex problems
NA | No | I have neither consider or transitioned into a new career or industry | 7 | 7 | Netherlands | EUR European Euro | 160,000 | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 1 and 3 years | Less than once every 2 - 3 months | Chat (people) | null | No, not really | null | Yes, I use AI tools monthly or infrequently | Indifferent | Somewhat distrust | Neither good or bad at handling complex tasks | Writing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies | null | null | null | I don’t use AI tools regularly | No | Yes, I use AI agents at work monthly or infrequently | Not at all or minimally | Software engineering | null | AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks. | AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team. | AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases. | null | AI agents have helped me solve complex problems more effectively. | The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult. | I have concerns about the security and privacy of data when using AI agents. | I am concerned about the accuracy of the information provided by AI agents. | It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | JetBrains Junie | When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I need help fixing complex or unfamiliar code | The same as today. I don't see much differences in the "quality" of AI output for the last 3 years, so why I see the agents appear. | 185,623 | null |
8,481 | 8,482 | I am a developer by profession | 55-64 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | None of the above | 40 | Yes, I am not new to coding but am learning new coding techniques or programming language | Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 48 | Other (please specify): | 10,000 or more employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,482 | 8,483 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,483 | 8,484 | I am a developer by profession | 25-34 years old | Other (please specify): | Not employed | None of the above | null | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 4 | Other (please specify): | null | null | null | null | Work | Tiada | null | null | Control over the level of quality in projects
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,484 | 8,485 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 19 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange | 25 | Developer, mobile | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Reputation for quality
NA | Availability of better alternatives
NA | Software Development | Autonomy and trust to manage your own tasks
NA | No | I have neither consider or transitioned into a new career or industry | 6 | null | South Africa | ZAR South African rand | 1,300,000 | Yes | Bash/Shell (all shells);Dart;Java;JavaScript;Kotlin;Python;SQL;Swift | Dart;Kotlin;Swift | Dart;Kotlin;Swift | NA
NA | Yes | BigQuery;SQLite;Supabase | Firebase Realtime Database | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Android Studio;Claude Code;Vim;Visual Studio Code;Xcode | Android Studio;Visual Studio Code | Android Studio;Visual Studio Code | NA
NA | Google Gemini | null | null | null | null | Ubuntu;Android | MacOS;Android;iOS | GitHub;Linear;Miro | GitHub;Linear;Miro | GitHub;Linear;Miro | NA
NA | Stack Overflow;GitHub (public projects, not private repos);Medium | Stack Overflow;GitHub (public projects, not private repos) | Stack Overflow;GitHub (public projects, not private repos) | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | Less than once every 2 - 3 months | Long-form articles | Ask a question
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Writing code;Search for answers;Generating content or synthetic data | Deployment and monitoring | Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Other (write in): | Committing and reviewing code;Creating or maintaining documentation | Learning new concepts or technologies | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in): | No. I take snippets of code, see what it outputs, and integrate it into the existing code base. I'd say this is not vibe coding as I understand what the LLM outputs before I add it to our codebase. | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively. | Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I have concerns about the security and privacy of data when using AI agents. | The cost of using certain AI agent platforms is a barrier. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Maintaining complex systems.
Stringing together the parts that the AI gives you. Someone will always be there to guide the machines. The level that future developers will talk to the machines at will just be different. ("You'll never find a programming language that frees you from clarifying your ideas") | 73,292 | 9 |
8,485 | 8,486 | I code primarily as a hobby | Prefer not to say | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | I prefer not to say | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,486 | 8,487 | I am a developer by profession | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 25 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts | 30 | Architect, software or solutions | 10,000 or more employees | People manager | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reputation for quality
NA | Security or privacy concerns
NA | Energy | Autonomy and trust to manage your own tasks
NA | No | I have transitioned into a new career and/or industry voluntarily | 3 | 1 | Germany | EUR European Euro | 150,000 | Yes | Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript | Go;Rust | null | NA
NA | Yes | Cosmos DB;DuckDB;Elasticsearch;InfluxDB;PostgreSQL;SQLite | null | null | NA
NA | Yes | Amazon Web Services (AWS);Ansible;Chocolatey;Datadog;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Podman;Poetry;Webpack | Cargo;Terraform | null | Conan
NA | Yes | Angular;ASP.NET;ASP.NET Core;Node.js | Blazor | null | NA
NA | Yes | Notepad++;Vim;Visual Studio;Visual Studio Code | null | null | NA
NA | .NET 8 or higher;Large Language Model;Google Gemini | null | null | null | null | Windows;Android;Windows Subsystem for Linux (WSL);Debian | Windows;Windows Subsystem for Linux (WSL);Debian;iPadOS;Red Hat;Fedora | Azure Devops;Doxygen;GitHub;GitLab;Markdown File;Wikis | Obsidian | null | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;Substack;Medium;Company-sponsored forums | null | null | NA
NA | Yes | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | Infrequently, less than once per year | Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | Less than half of the time | Yes, I use AI tools weekly | Favorable | Somewhat distrust | Neither good or bad at handling complex tasks | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Deployment and monitoring | Project planning | Predictive analytics | null | AI solutions that are almost right, but not quite | No | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult. | It takes significant time and effort to learn how to use AI agents effectively. | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | The cost of using certain AI agent platforms is a barrier. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | null | 174,022 | 10 |
8,487 | 8,488 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,488 | 8,489 | I code primarily as a hobby | Prefer not to say | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Student | Attending school (full-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | 8 | Student | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,489 | 8,490 | I am a developer by profession | 45-54 years old | Associate degree (A.A., A.S., etc.) | Employed | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,490 | 8,491 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (10-19 hours per week) | 8 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 7 | Developer, back-end | Less than 20 employees | People manager | Hybrid (some in-person, leans heavy to flexibility) | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Personal Project | Connected to an open-source project
NA | null | Retail and Consumer Services | null | No | I have neither consider or transitioned into a new career or industry | 4 | 4 | United Republic of Tanzania | USD United States dollar | null | Yes | Assembly;C;Ruby | HTML/CSS;Java;Python | null | NA
NA | Yes | Supabase | PostgreSQL;Redis;SQLite | null | NA
NA | Yes | Cloudflare;Digital Ocean;Google Cloud;Vercel | Microsoft Azure;Pip | null | NA
NA | Yes | Django | Django;Spring Boot | Django | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Debian | Debian | GitHub | GitHub;GitLab;Google Colab | GitHub | NA
NA | Stack Overflow;Reddit | Stack Overflow;Reddit | Stack Overflow;Reddit | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 3 and 5 years | Less than once every 2 - 3 months | Message Boards;Coding challenges | Upvote/Downvote Q&A posts
NA | Neutral | Less than half of the time | No, and I don't plan to | Very unfavorable | Somewhat distrust | Neither good or bad at handling complex tasks | null | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Project planning | Generating content or synthetic data | null | I don’t use AI tools regularly | No | No, and I don't plan to | No, but my development work has significantly changed due to non-AI factors | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents. | null | null | I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | null | null | 5 |
8,491 | 8,492 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Volunteering (regularly);Engaged in paid work (20-29 hours per week) | 6 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange | 6 | Data scientist | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Easy-to-use API
NA | Poor usability
NA | Software Development | Innovation through solving challenging and complex problems
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 20 | 30 | India | INR Indian rupee | 3,000,000 | Yes | Bash/Shell (all shells);Python;SQL | Bash/Shell (all shells);Python;SQL | Bash/Shell (all shells);Python;SQL | NA
NA | Yes | Databricks SQL;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis | Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis | Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis | RabbitMQ
NA | Yes | Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;Pip | Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Pip | Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Pip | NA
NA | No | null | null | null | NA
NA | Yes | Vim;Visual Studio Code | Vim;Visual Studio Code | Vim;Visual Studio Code | NA
NA | Large Language Model;Pydantic;Google Gemini | Large Language Model;Amazon Bedrock;Pydantic;RAG;Google Gemini | Large Language Model;Pydantic;Google Gemini | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | MacOS | Confluence;GitHub;GitLab;Google Colab;Jira | Confluence;GitHub;GitLab;Google Colab;Jira | Confluence;GitHub;GitLab;Google Colab;Jira | NA
NA | Discord;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos) | Discord;GitHub (public projects, not private repos) | NA
NA | Yes | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models) | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models) | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models) | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | Infrequently, less than once per year | Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat trust | Bad at handling complex tasks | Documenting code;Search for answers;Creating or maintaining documentation | Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies | Writing code;Deployment and monitoring | null | Generating content or synthetic data | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works | No | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult. | null | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | It takes significant time and effort to learn how to use AI agents effectively. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | null | 34,872 | 6 |
8,492 | 8,493 | I code primarily as a hobby | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | I prefer not to say | null | 1 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 12 | Student | null | null | null | null | Personal Project | null | Outdated or obsolete technology or features
NA | null | null | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,493 | 8,494 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week) | 16 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | 19 | Architect, software or solutions | 10,000 or more employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | null | null | null | Software Development | null | No | I have somewhat considered changing my career and/or the industry I work in | null | null | India | INR Indian rupee | null | Yes | Java | Scala | null | NA
NA | Yes | MySQL | PostgreSQL | null | NA
NA | Yes | Amazon Web Services (AWS) | Amazon Web Services (AWS);IBM Cloud | Amazon Web Services (AWS) | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Fedora | Fedora | Confluence;Jira | Confluence;Jira | Confluence;Jira | NA
NA | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 3 and 5 years | Infrequently, less than once per year | Coding challenges | null | null | null | No, but I plan to soon | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 6 |
8,494 | 8,495 | I am a developer by profession | 55-64 years old | Some college/university study without earning a degree | Employed | None of the above | 36 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Online Courses or Certification (includes all media types) | 40 | Developer, back-end | 10,000 or more employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,495 | 8,496 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | null | 16 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,496 | 8,497 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Volunteering (regularly) | 31 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 26 | Architect, software or solutions | Less than 20 employees | People manager | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Connected to an open-source project
NA | Prohibitive pricing
NA | Software Development | Control over the level of quality in projects
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 3 | 0 | Venezuela, Bolivarian Republic of... | USD United States dollar | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | No, but I plan to soon | Unsure | Somewhat distrust | I don't use AI tools for complex tasks / I don't know | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 10 |
8,497 | 8,498 | I code primarily as a hobby | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Student | Volunteering (regularly);Attending school (part-time) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,498 | 8,499 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Videos (not associated with specific online course or certification) | null | Developer, full-stack | 100 to 499 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | null | null | Ethical concerns
NA | Software Development | null | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | France | EUR European Euro | null | Yes | Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript | C;C++;Go;Python;Rust | null | NA
NA | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8,499 | 8,500 | I code primarily as a hobby | Prefer not to say | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Student | Attending school (full-time) | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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