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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
49,000 | 49,001 | 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 | 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);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 required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps | 10 | Developer, full-stack | 20 to 99 employees | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | No | Work | Robust and complete API
NA | Prohibitive pricing
bad docs | Software Development | Innovation through solving challenging and complex problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | 3 | 1 | Germany | EUR European Euro | 65,000 | Yes | Java;JavaScript;Kotlin;TypeScript | null | null | NA
NA | Yes | MongoDB | null | null | NA
NA | Yes | Amazon Web Services (AWS);Docker;Gradle;npm;Terraform;Vite;Yarn | Docker;Kubernetes;Terraform | Docker;Terraform | NA
NA | Yes | Node.js;React | null | null | NA
NA | Yes | Android Studio;IntelliJ IDEA;Visual Studio Code | Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio Code | Android Studio;IntelliJ IDEA;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Ubuntu;Android | Ubuntu;Android | Asana;Coda;GitHub;Markdown File;Notion;Obsidian;Trello | GitHub;Markdown File;Obsidian;Stack Overflow for Teams | GitHub;Markdown File;Obsidian | NA
NA | Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium | Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky | Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | Less than once every 2 - 3 months | Long-form articles;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 | No, not really | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat distrust | Neither good or bad at handling complex tasks | Learning about a codebase;Writing code;Learning new concepts or technologies | Committing and reviewing code;Predictive analytics | Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | null | 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 | Yeah but for MVP type stuff, not for production | No, and I don't 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.;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. | null | 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 need help fixing complex or unfamiliar code | Problem solving skills. If people use AI for everything, people's problem solving skills will get worse. | 75,410 | 7 |
49,001 | 49,002 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 15 | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training | 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) | 22 | Developer, embedded applications or devices | 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 |
49,002 | 49,003 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Attending school (part-time) | 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);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;Videos (not associated with specific online course or certification) | 11 | Developer, QA or test | 20 to 99 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 | AI integration or AI Agent capabilities
NA | Availability of better alternatives
NA | Software Development | Working with new technologies and tools
NA | Yes | I have strongly considered changing my career and/or the industry I work in | 16 | 24 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 31,000 | Yes | C#;HTML/CSS;JavaScript;Python | C;Rust;SQL;Swift;TypeScript | null | YAML
NA | Yes | PostgreSQL;SQLite | MongoDB | null | NA
NA | Yes | Amazon Web Services (AWS);Docker;Homebrew;npm;Pip | Firebase;Microsoft Azure | null | NA
NA | Yes | ASP.NET Core;Node.js;React | Blazor;Django;Next.js;Svelte | null | NA
NA | Yes | Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code | Cursor;Xcode | null | NA
NA | .NET 8 or higher;Large Language Model;Google Gemini | visionOS | null | null | null | MacOS;iOS;iPadOS | Windows;Linux (non-WSL) | Google Colab;Google Workspace;Jira;Trello | GitHub;GitLab | null | NA
NA | Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);Medium | GitHub (public projects, not private repos) | null | NA
NA | Yes | DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models | Meta Llama (all models) | null | NA
NA | null | A few times per week | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | Chat (people);Long-form articles;Chat (bot/AI) | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not at all | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Generating content or synthetic data | Committing and reviewing code;Deployment and monitoring;Predictive analytics | Project planning | Documenting code;Testing code;Creating or maintaining documentation | Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies | 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 | Somewhat, but it's difficult to "Vibe Code" as part of a large codebase. | No, I use AI exclusively in copilot/autocomplete mode | Not at all or minimally | Customer service support | 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.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team. | 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.;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 | null | null | null | null | null | null | null | null | null | null | When I want to learn best practices;When I need help fixing complex or unfamiliar code | Project Management
Software Architecture | 42,204 | 3 |
49,003 | 49,004 | I work with developers or my work supports developers but am not 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 | 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 | 1 | 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 |
49,004 | 49,005 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 45-54 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | Volunteering (regularly) | 25 | 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);Online Courses or Certification (includes all media types);Books / Physical media;School (i.e., University, College, etc) | 25 | Architect, software or solutions | 10,000 or more 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 |
49,005 | 49,006 | 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.) | 20 | 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;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 | Online Courses or Certification (includes all media types) | 10 | Developer, back-end | 20 to 99 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 | Reputation for quality
NA | Security or privacy concerns
NA | Software Development | Innovation through solving challenging and complex problems
NA | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 3 | 3 | Czech Republic | CZK Czech koruna | 960,000 | 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 | null | null | null | null | null | null | null | null | Yes, I use AI tools monthly or infrequently | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Search for answers;Learning new concepts or technologies | Documenting code | Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Predictive analytics | Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works | Yes, it is a part of development work in the same way as Googling. Aim is the same - solve some issue, only the way differs. | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 44,933 | 5 |
49,006 | 49,007 | 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 | 14 | 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);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;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community) | 14 | Developer, back-end | 100 to 499 employees | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | 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 | Fintech | You like your manager
NA | No | I have transitioned into a new career and/or industry voluntarily | 18 | 10 | United States of America | USD United States dollar | 170,000 | Yes | HTML/CSS;JavaScript;Python;SQL;TypeScript | Go;Python;Rust | Python | NA
NA | Yes | Dynamodb;Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;Snowflake;SQLite | Elasticsearch;PostgreSQL;Redis | Elasticsearch;PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;npm;Pip | Digital Ocean;Docker;Netlify;Pip | Digital Ocean;Docker;Pip | NA
NA | Yes | Django;FastAPI;Next.js;React;Vue.js | Django;FastAPI;Svelte;Vue.js | Django;FastAPI;Vue.js | AlpineJS
NA | Yes | Visual Studio Code;Windsurf | Claude Code;Visual Studio Code;Windsurf | Visual Studio Code;Windsurf | NA
NA | Large Language Model;Pydantic;RAG | Large Language Model;Pydantic;RAG;LangGraph;uv | Large Language Model;Pydantic;RAG | null | null | Windows;MacOS | MacOS | GitHub;GitLab;Jira;Lucid (includes Lucidchart) | GitHub;GitLab | GitHub;GitLab | BitBucket
NA | Stack Overflow;GitHub (public projects, not private repos);LinkedIn | Stack Overflow;GitHub (public projects, not private repos) | Stack Overflow;GitHub (public projects, not private repos) | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models) | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models) | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models) | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Less than once every 2 - 3 months | Job board | Ask a question
NA | Neutral | Rarely, almost never | Yes, I use AI tools weekly | Very favorable | Somewhat trust | Neither good or bad at handling complex tasks | Writing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in): | Deployment and monitoring | Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Predictive analytics | Testing code;Generating content or synthetic data | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | I'm exploring vibe coding through using IDE's like Windsurf, but I don't use vibe coding for any substantial bug fixing or complex tasks because it's usually quicker to write the code myself than have the AI agent generate a lot of verbose code that I have to QC.
For example, I would vibe code a proof-of-concept, hackathon, or other exploratory type of project with low stakes. I'd also vibe code to learn a bit about something new for me (like building a RAG pipeline). It would never be anything production-grade. | Yes, I use AI agents at work weekly | Yes, somewhat | Software engineering | Integration with external agents and APIs | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases. | AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above. | AI agents have improved the quality of my code.;AI agents have improved collaboration within my team. | 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.;Write in the most significant challenge if not listed above: | 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.;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 | Llama Index;LangChain | null | Sentry | null | ChatGPT;GitHub Copilot;Google Gemini;Cody | null | When I want to fully understand something | problem solving, performing complex tasks across multiple systems that might be unavailable to or not integrated with the AI agent, QA output for correctness (human in the loop) | 170,000 | 7 |
49,007 | 49,008 | 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 | Engaged in paid work (20-29 hours per week) | 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 | No, I didn't spend time learning in the past year | null | 24 | Senior executive (C-suite, VP, etc.) | Less than 20 employees | null | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Costs are manageable
NA | Poor usability
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 | 2 | 2 | Czech Republic | CZK Czech koruna | 2,400,000 | Yes | Java;JavaScript;Python;SQL | Java;Rust;SQL;TypeScript | Java;SQL | NA
NA | Yes | PostgreSQL | PostgreSQL;Redis | PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);Docker;Gradle;npm;Webpack | Docker;Gradle;Prometheus;Webpack | Docker;Gradle;Webpack | NA
NA | Yes | Spring Boot;Vue.js | Spring Boot;Vue.js | Spring Boot;Vue.js | NA
NA | Yes | Eclipse;Visual Studio Code | Eclipse;Visual Studio Code | Eclipse;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Ubuntu;Debian | Windows;Ubuntu | Clickup;Confluence;Jira | Clickup | Clickup | NA
NA | Stack Overflow;LinkedIn;Medium | Stack Overflow;LinkedIn | Stack Overflow;LinkedIn | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 3 and 5 years | Infrequently, less than once per year | null | Read and/or vote on comments for a Question or Answer I am interested in
NA | Neutral | I don't use AI or AI-enabled tools | No, and I don't plan to | Very unfavorable | Somewhat distrust | I don't use AI tools for complex tasks / I don't know | null | Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation | Learning about a codebase;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | null | null | I don’t use AI tools regularly | no | 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.;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 learn best practices;When I’m stuck and can’t explain the problem | Communication with customer same as within the team. | 112,334 | 10 |
49,008 | 49,009 | 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 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 | 10 | Developer, mobile | 20 to 99 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 | Robust and complete API
NA | Poor usability
NA | 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 | 10 | 5 | Netherlands | EUR European Euro | 42,500 | Yes | Dart;HTML/CSS;JavaScript;Kotlin;PHP;Python;Rust;Swift;TypeScript | Dart;HTML/CSS;JavaScript;PHP;Python;Swift;TypeScript | Dart;HTML/CSS;JavaScript;PHP;Python;Swift;TypeScript | NA
NA | Yes | MongoDB;MySQL;SQLite;Clickhouse | MongoDB;MySQL;Clickhouse | MongoDB;MySQL;Clickhouse | NA
NA | Yes | Amazon Web Services (AWS);Cargo;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;npm;Vite;Webpack | Composer;Digital Ocean;Docker;Homebrew;npm;Vite;Webpack | Composer;Digital Ocean;Docker;Homebrew;npm;Vite;Webpack | NA
NA | Yes | jQuery;Laravel;Next.js;Node.js;React | Laravel;Next.js;Node.js;React | Laravel;Next.js;Node.js;React | NA
Hydrogen | Yes | Android Studio;Visual Studio Code;Xcode | Visual Studio Code;Xcode | Visual Studio Code;Xcode | NA
NA | Tailwind CSS 4;Large Language Model | Tailwind CSS 4;Large Language Model;Shadcn/ui | Tailwind CSS 4;Large Language Model | null | null | Windows;MacOS;iOS | MacOS;Android;iOS | GitHub;Jira;Markdown File;Notion | Confluence;GitHub;Jira;Markdown File;Notion | GitHub;Jira;Markdown File;Notion | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;Medium | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;Medium | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;Medium | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning 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 week | Between 5 and 10 years | Infrequently, less than once per year | Chat (people);Chat (bot/AI) | Bookmark posts to look at later
NA | Neutral | About half of the time | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Writing code;Testing code;Search for answers | Deployment and monitoring | Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies | Documenting code;Creating or maintaining documentation | Debugging or fixing code;Generating content or synthetic data | AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving | Currently not really. We use AI to help write code or to make writing code faster using their autocomplete, but AI never codes big chunks of our applications | No, I use AI exclusively in copilot/autocomplete mode | Yes, to a great extent | Software engineering | 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. | 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 | 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.;The cost of using certain AI agent platforms is a barrier. | null | 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 | 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;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Undestanding and designing more complex systems and UI's. Ensuring code quality, security and ethics | 49,306 | 8 |
49,009 | 49,010 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | null | 5 | 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 |
49,010 | 49,011 | 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) | 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 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) | 6 | Developer, full-stack | 1,000 to 4,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Costs are manageable
NA | Availability of better alternatives
NA | Fintech | Autonomy and trust to manage your own tasks
NA | No | I have strongly considered changing my career and/or the industry I work in | 5 | 4 | India | INR Indian rupee | 1,323,000 | Yes | C#;PowerShell;SQL | Java;JavaScript | null | NA
NA | Yes | Microsoft SQL Server | PostgreSQL | null | NA
NA | No | null | null | null | NA
NA | Yes | Angular;ASP.NET;ASP.NET Core | Angular;ASP.NET Core;Spring Boot | Angular;ASP.NET Core | NA
NA | Yes | Visual Studio;Visual Studio Code | Neovim;Visual Studio Code | Visual Studio Code | NA
NA | .NET 8 or higher | .NET 8 or higher | .NET 8 or higher | null | null | Windows;iPadOS | Windows | Azure Devops;Confluence;Jira;Notion | Azure Devops;GitHub;Jira;Notion | Azure Devops;Jira;Notion | NA
NA | Stack Overflow;YouTube;LinkedIn | Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn | Stack Overflow;YouTube;LinkedIn | NA
NA | Yes | openAI GPT (chatbot models);openAI Reasoning models | openAI GPT (chatbot models);openAI Reasoning models | openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Not sure/can't remember | Less than once per month or monthly | Between 3 and 5 years | Infrequently, less than once per year | Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | Rarely, almost never | Yes, I use AI tools weekly | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | Writing code;Testing code;Learning new concepts or technologies | Learning about a codebase;Deployment and monitoring;Predictive analytics;Generating content or synthetic data | Project planning;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation | Documenting code;Search for answers | null | AI solutions that are almost right, but not quite;I don’t use AI tools regularly | No | Yes, I use AI agents at work weekly | Yes, somewhat | Software engineering | 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.;AI agents have reduced the time spent on specific development tasks. | AI agents have helped me solve complex problems more effectively. | AI agents have improved collaboration within my team. | 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.;The cost of using certain AI agent platforms is a barrier. | null | 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. | 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 | ChatGPT;GitHub Copilot;Microsoft Copilot | null | When I don’t trust AI’s answers;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 | Team collaboration, Software architecture and able to integrate AI tools in their work. | 15,379 | 6 |
49,011 | 49,012 | I am a developer by profession | 35-44 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 |
49,012 | 49,013 | I work with developers or my work supports developers but am not a developer by profession | 35-44 years old | Some college/university study without earning a degree | Employed | None of the above | 15 | 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 | 1 | Product manager | 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 |
49,013 | 49,014 | I am learning to code | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (less than 10 hours per week) | 15 | 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) | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 1 | Data engineer | 100 to 499 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 | 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 |
49,014 | 49,015 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Not employed | Caring for dependents (children, elderly, etc.) | 16 | 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): | 16 | Developer, full-stack | null | null | null | null | Work | Robust and complete API
NA | Outdated or obsolete technology or features
NA | null | Developing specialized expertise
NA | No | I have strongly considered changing my career and/or the industry I work in | null | null | India | INR Indian rupee | 2,300,000 | Yes | C#;HTML/CSS;JavaScript;SQL;TypeScript;Visual Basic (.Net) | C | null | NA
NA | Yes | Microsoft SQL Server | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Angular;ASP.NET;ASP.NET Core | null | null | NA
NA | Yes | Eclipse;Notepad++;Visual Studio;Visual Studio Code | null | null | NA
NA | .NET 8 or higher;hostinger | null | null | null | null | Windows | null | GitHub;Jira;Stack Overflow for Teams | null | null | NA
NA | Stack Overflow;Stack Exchange;YouTube;LinkedIn | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Less than once per month or monthly | Between 5 and 10 years | Infrequently, less than once per year | Long-form articles;Coding challenges | Comment on Q&A posts
NA | Neutral | About half of the time | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code;Search for answers | null | null | Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | AI solutions that are almost right, but not quite | vibe coding | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | null | null | 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.;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 | null | When I have ethical or security concerns about code | cloud computing | 26,735 | 7 |
49,015 | 49,016 | I am a developer by profession | 35-44 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | None of the above | 13 | 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);Games or coding challenges;School (i.e., University, College, etc) | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | null | Developer, back-end | 500 to 999 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 |
49,016 | 49,017 | 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 | Caring for dependents (children, elderly, etc.) | 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 | 19 | System administrator | 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 | 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 |
49,017 | 49,018 | I am a developer by profession | 18-24 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | Volunteering (regularly) | 5 | 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);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 | 6 | Developer, front-end | null | null | null | No | Work | Reputation for quality
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 | 3 | 2 | Ukraine | USD United States dollar | 20,000 | Yes | JavaScript;Python;Ruby;SQL;TypeScript | C++;JavaScript;Python;SQL;TypeScript | JavaScript;Python;SQL;TypeScript | NA
NA | Yes | PostgreSQL | MariaDB;PostgreSQL;SQLite | PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);Docker;npm | Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;npm;Yarn | Amazon Web Services (AWS);Docker;npm | NA
NA | Yes | NestJS;Next.js;Node.js;React;Ruby on Rails | Angular;NestJS;Next.js;Node.js;React | NestJS;Next.js;Node.js;React | NA
NA | Yes | Visual Studio Code;WebStorm | Visual Studio Code;WebStorm | Visual Studio Code;WebStorm | NA
NA | Tailwind CSS 4 | Large Language Model | null | null | null | Windows;MacOS;Ubuntu | Ubuntu;Arch | GitHub;GitLab;Jira;Miro;Redmine;Trello | GitHub;GitLab;Jira;Redmine;Trello | GitHub;GitLab;Jira;Redmine;Trello | NA
NA | Stack Overflow;Discord;YouTube;LinkedIn | Stack Overflow;LinkedIn | Stack Overflow;LinkedIn | NA
NA | No | null | null | null | NA
NA | Yes | Less than once per month or monthly | Between 3 and 5 years | Infrequently, less than once per year | Message Boards;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | Ask a question
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools monthly or infrequently | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | Documenting code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | null | Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | null | No, I use AI exclusively in copilot/autocomplete mode | Not at all or minimally | Business process automation | Personalized agent creation | 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. | AI agents have improved the quality of my code.;AI agents have improved collaboration within my team. | null | AI agents have accelerated my learning about new technologies or codebases. | 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 | null | null | null | null | null | null | When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code | null | 20,000 | 7 |
49,018 | 49,019 | 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 | 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 |
49,019 | 49,020 | 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 | Caring for dependents (children, elderly, etc.);Volunteering (regularly);Transitioning to retirement (gradually reducing work hours) | 19 | 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);Blogs or podcasts;Coding Bootcamp | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 19 | Developer, desktop or enterprise applications | 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 | 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 |
49,020 | 49,021 | 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 | 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);Blogs or podcasts | No, I didn't spend time learning in the past year | null | 11 | Developer, full-stack | 100 to 499 employees | Individual contributor | In-person | No | Personal Project | Reputation for quality
NA | Prohibitive pricing
NA | Software Development | Competitive pay and benefits
NA | 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 | 7 |
49,021 | 49,022 | 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 | 9 | null | null | 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 |
49,022 | 49,023 | I am a developer by profession | 45-54 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 20 | 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);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 required for my job or to benefit my career | 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 |
49,023 | 49,024 | I am a developer by profession | 18-24 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 2 | 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;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;Other online resources (e.g. standard search, forum, online community) | 3 | Developer, full-stack | 20 to 99 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 | Reputation for quality
NA | null | Internet, Telecomm or Information Services | Innovation through solving challenging and complex problems
NA | No | 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 | 6 |
49,024 | 49,025 | I am learning to code | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Independent contractor, freelancer, or self-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 |
49,025 | 49,026 | 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 | Engaged in paid work (20-29 hours per week);Attending school (part-time) | 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 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);Colleague or on-the-job training;Blogs or podcasts | 10 | Developer, front-end | 100 to 499 employees | Individual contributor | Remote | No | Personal Project | Costs are manageable
NA | Prohibitive pricing
NA | Healthcare | 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 |
49,026 | 49,027 | 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 | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Stack Overflow or Stack Exchange;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 | AI CodeGen tools or AI-enabled apps | 10 | Developer, back-end | 20 to 99 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 | Robust and complete API
NA | Security or privacy concerns
NA | Software Development | Autonomy and trust to manage your own tasks
Remote work | No | I have neither consider or transitioned into a new career or industry | 5 | 5 | Spain | EUR European Euro | 60,000 | 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 | null | null | null | null | null | null | null | null | Yes, I use AI tools weekly | Favorable | Neither trust nor distrust | Bad at handling complex tasks | null | Deployment and monitoring | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies | Predictive analytics;Search for answers;Generating content or synthetic data | null | AI solutions that are almost right, but not quite | 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 | null | null | 69,609 | 8 |
49,027 | 49,028 | I am learning to code | 25-34 years old | Some college/university study without earning a degree | Not employed | None of the above | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);School (i.e., University, College, etc) | No, I didn't spend time learning in the past year | null | 8 | Developer, full-stack | null | null | null | null | Work | Robust and complete API
NA | null | null | null | Yes | I have neither consider or transitioned into a new career or industry | 0 | 5 | Algeria | DZD Algerian dinar | 0 | 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 | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos) | Company-sponsored forums | null | NA
NA | No | null | null | null | NA
NA | Yes | Infrequently, less than once per year | Less than one year | I have never participated in Q&A on Stack Overflow | Chat (bot/AI) | null | Neutral | I don't use AI or AI-enabled tools | No, but I plan to soon | Unfavorable | null | Bad at handling complex tasks | Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies | Writing code;Creating or maintaining documentation | null | Learning about a codebase;Documenting code;Predictive analytics;Search for answers;Other (write in): | Deployment and monitoring;Generating content or synthetic data | I haven’t encountered any problems | null | Yes, I use AI agents at work weekly | No, but my development work has changed somewhat 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 |
49,028 | 49,029 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 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 | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 8 | Cybersecurity or InfoSec professional | 1,000 to 4,999 employees | Individual contributor | Remote | Yes, I endorsed a tool that was ultimately not purchased or used at my organization | Work | Reputation for quality
Integration with existing tooling | Prohibitive pricing
NA | Banking/Financial Services | null | No | I have somewhat considered changing my career and/or the industry I work in | null | null | United States of America | USD United States dollar | 77,000 | Yes | Bash/Shell (all shells);C#;Java;Python | Bash/Shell (all shells);C#;Java;Kotlin;Python | Bash/Shell (all shells);C#;Java;Python | Haskell
Haskell | Yes | Microsoft SQL Server | null | null | NA
NA | Yes | Microsoft Azure | Microsoft Azure | Microsoft Azure | Oracle
NA | Yes | ASP.NET Core;Node.js | ASP.NET Core | ASP.NET Core | NA
NA | Yes | Visual Studio Code | Visual Studio Code;VSCodium | Visual Studio Code | NA
NA | null | null | null | null | null | Linux (non-WSL) | Windows | Azure Devops;GitHub;GitLab | null | null | NA
NA | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Infrequently, less than once per year | null | null | No, not at all | I don't use AI or AI-enabled tools | No, and I don't plan to | Indifferent | Neither trust nor distrust | Bad 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;Learning new concepts or technologies;Other (write in): | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 77,000 | null |
49,029 | 49,030 | 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 | 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);Colleague or on-the-job training;Coding Bootcamp;Games or coding challenges | 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);Other online resources (e.g. standard search, forum, online community);Coding Bootcamp | 6 | Developer, back-end | Just me - I am a freelancer, sole proprietor, etc. | null | Remote | 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 |
49,030 | 49,031 | 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 | 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) | 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 | 1,000 to 4,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Robust and complete API
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 |
49,031 | 49,032 | 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.) | 13 | 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);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) | 11 | 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 |
49,032 | 49,033 | 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 | 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 | 25 | Developer, full-stack | 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 |
49,033 | 49,034 | I am learning to code | 35-44 years old | Associate degree (A.A., A.S., etc.) | Employed | Engaged in paid work (20-29 hours per week) | null | 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);Technical documentation (is generated for/by the tool or system);Blogs or podcasts | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 4 | Other (please specify): | 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 |
49,034 | 49,035 | I work with developers or my work supports developers but am not a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | null | 17 | 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 | 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 |
49,035 | 49,036 | I am learning to code | 25-34 years old | Some college/university study without earning a degree | Employed | Engaged in paid work (20-29 hours per week) | 2 | Yes, I am new to coding or currently a student | 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);Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp;Games or coding challenges;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Blogs or podcasts | 2 | 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 |
49,036 | 49,037 | I work with developers or my work supports developers but am not a developer by profession | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Student | Transitioning to retirement (gradually reducing work hours);Attending school (full-time) | null | 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 learned something that was not related to AI or AI enablement as required for my job or to benefit my career | 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 |
49,037 | 49,038 | I work with developers or my work supports developers but am not a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time) | 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) | 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) | 2 | Cybersecurity or InfoSec professional | null | null | null | null | Work | Reputation for quality
NA | Security or privacy concerns
NA | null | null | I'm not sure | I have neither consider or transitioned into a new career or industry | 15 | 15 | India | INR Indian rupee | 360,000 | 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 per month or monthly | Between 1 and 3 years | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 4,185 | null |
49,038 | 49,039 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | 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 | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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 | Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types) | 11 | Developer, back-end | 100 to 499 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 | Easy-to-use API
NA | Poor usability
NA | Transportation, or Supply Chain | 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 |
49,039 | 49,040 | 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 | 2 | 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 | 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 | 4 | Developer, back-end | 20 to 99 employees | null | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Customizable and manageable codebase
NA | null | Software Development | null | I'm not sure | I have transitioned into a new career and/or industry voluntarily | 5 | 5 | Ukraine | USD United States dollar | null | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Large Language Model;Pydantic;Ollama | Large Language Model;Pydantic;Google Gemini;Ollama | Large Language Model;Pydantic;Ollama | null | null | Windows;Ubuntu;iOS | Ubuntu | Clickup;GitHub;GitLab;Notion | Clickup;GitHub;GitLab;Notion | Clickup;GitHub;GitLab;Notion | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | Less than once every 2 - 3 months | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | Chat (people) | null | No, not at all | Rarely, almost never | Yes, I use AI tools daily | Indifferent | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code | Committing and reviewing code | Documenting code;Testing code | Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics | Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | AI solutions that are almost right, but not quite | Partially | 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 improved collaboration within my team. | AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks. | null | AI agents have helped me automate repetitive tasks. | 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.;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 | Integrating AI agents with my existing tools and workflows can be difficult.;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 | Honeycomb | null | ChatGPT;Claude Code;Google Gemini;AgentGPT | null | When I want to fully understand something;When I want to learn best practices | knowledge of patterns, architecture and understanding of business processes | null | 9 |
49,040 | 49,041 | 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.) | Student | Attending school (full-time) | null | Yes, I am new to coding or currently a student | 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);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 | 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) | 2 | Student | null | null | null | null | Personal Project | AI integration or AI Agent capabilities
NA | null | null | null | No | I have transitioned into a new career and/or industry voluntarily | 4 | 2 | 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 |
49,041 | 49,042 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 37 | 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 |
49,042 | 49,043 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Some college/university study without earning a degree | Employed | None of the above | 2 | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;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 as required for my job or to benefit my career | null | 6 | DevOps engineer or professional | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Customizable and manageable codebase
NA | Availability of better alternatives
NA | Software Development | 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 | null |
49,043 | 49,044 | I work with developers or my work supports developers but am not a developer by profession | 35-44 years old | Professional degree (JD, MD, Ph.D, Ed.D, 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 | 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 | null | Founder, technology or otherwise | null | null | 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 |
49,044 | 49,045 | I am a developer by profession | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 26 | 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 | Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community) | 26 | Developer, front-end | 100 to 499 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Easy-to-use API
NA | Prohibitive pricing
NA | 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 |
49,045 | 49,046 | 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 | 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);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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 10 | Developer, full-stack | 20 to 99 employees | Individual contributor | Remote | No | Work | Good brand and public image
NA | Lack of or sub-par API
NA | Software Development | Solving real-world problems
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 1 | 0 | India | INR Indian rupee | 1,120,000 | 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 | Less than once per month or monthly | Between 3 and 5 years | Infrequently, less than once per year | null | null | null | null | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Deployment and monitoring | null | null | null | Learning about a codebase | null | null | Yes, I use AI agents at work daily | Yes, somewhat | Software engineering | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 13,019 | 6 |
49,046 | 49,047 | 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 | 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 required for my job or to benefit my career | Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training | 8 | Developer, back-end | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | null | null | null | null | Yes | I have strongly considered changing my career and/or the industry I work in | null | null | India | INR Indian rupee | 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 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49,047 | 49,048 | I am a developer by profession | 35-44 years old | Some college/university study without earning a degree | Employed | None of the above | 20 | 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) | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 23 | Developer, full-stack | 20 to 99 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Reliability and low latency
NA | 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 |
49,048 | 49,049 | I am a developer by profession | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 23 | 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 | 25 | Architect, software or solutions | 10,000 or more employees | Individual contributor | In-person | No | Personal Project | Good brand and public image
NA | Security or privacy concerns
NA | Software Development | Job stability and career growth with a single employer
NA | No | I have strongly considered changing my career and/or the industry I work in | 5 | 2 | Pakistan | PKR Pakistani rupee | 300,000 | 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 per month or monthly | Between 10 and 15 years | Infrequently, less than once per year | Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | 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 | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | null | Project planning;Documenting code;Testing code;Generating content or synthetic data | null | Search for answers;Learning new concepts or technologies | 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 | O | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1,053 | 5 |
49,049 | 49,050 | I am learning to code | 18-24 years old | Primary/elementary school | Student | Attending school (full-time) | null | Yes, I am new to coding or currently a student | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | 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 |
49,050 | 49,051 | I am learning to code | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time);Engaged in paid work (10-19 hours per week) | 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);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 | 1 | Student | 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 | 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 |
49,051 | 49,052 | 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.);Volunteering (regularly) | 27 | 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 | Colleague or on-the-job training | 45 | Developer, mobile | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | null | Work | Easy-to-use API
NA | Lack of or sub-par API
NA | Software Development | Recognition from peers for your work
NA | Yes | I have somewhat considered changing my career and/or the industry I work in | 5 | 5 | United States of America | USD United States dollar | null | Yes | Bash/Shell (all shells);Kotlin;Python;SQL | null | null | NA
NA | Yes | SQLite | null | null | NA
NA | null | Firebase | null | null | NA
NA | No | null | null | null | NA
NA | null | Android Studio;IntelliJ IDEA;Visual Studio Code | null | null | NA
NA | null | null | null | null | null | MacOS;Ubuntu;Android | MacOS;Android | GitHub;Jira;Miro;Obsidian | GitHub;Obsidian | GitHub;Obsidian | NA
NA | Reddit;Company-sponsored forums | null | null | NA
NA | null | Gemini (Flash general purpose models) | null | null | NA
NA | Yes | Less than once per month or monthly | More than 15 years, or since Stack Overflow started in 2008 | I have never participated in Q&A on Stack Overflow | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 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 |
49,052 | 49,053 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., 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 |
49,053 | 49,054 | I code primarily as a hobby | 18-24 years old | Other (please specify): | Student | Volunteering (regularly);Attending school (full-time) | null | 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 |
49,054 | 49,055 | I am learning to code | 35-44 years old | Some college/university study without earning a degree | Student | 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);Videos (not associated with specific online course or certification) | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 1 | Student | null | null | null | null | null | null | null | null | null | No | I have somewhat considered changing my career and/or the industry I work in | null | null | Brazil | BRL Brazilian real | 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 | No | Less than once per month or monthly | I don't use Stack Overflow | I have never participated in Q&A on Stack Overflow | Videos | Bookmark posts to look at later
NA | No, not at all | I don't use AI or AI-enabled tools | No, but I plan to soon | null | Neither trust nor distrust | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49,055 | 49,056 | I am learning to code | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week);Attending school (full-time) | 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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Coding Bootcamp | 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);Online Courses or Certification (includes all media types);Coding Bootcamp | 4 | Student | Just me - I am a freelancer, sole proprietor, etc. | 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 |
49,056 | 49,057 | 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 | 21 | 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);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 | 32 | Developer, embedded applications or devices | 100 to 499 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Robust and complete API
NA | Availability of better alternatives
NA | Manufacturing | Solving real-world problems
NA | No | I have neither consider or transitioned into a new career or industry | 15 | 10 | Portugal | EUR European Euro | 36,000 | 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 | null | null | null | null | null | null | null | null | Yes, I use AI tools weekly | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | null | null | Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Learning about a codebase;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | Partially. | 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.;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 | 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 | Understanding underlying infrastructure where the code runs. | 41,765 | 9 |
49,057 | 49,058 | I am learning to code | 25-34 years old | Some college/university study without earning a degree | Employed | null | null | 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);Blogs or podcasts;Games or coding challenges | 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);Games or coding challenges | 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 |
49,058 | 49,059 | I am learning to code | 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 | 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) | 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) | 1 | 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 |
49,059 | 49,060 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 35-44 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | null | 19 | 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 | Academic researcher | 5,000 to 9,999 employees | People manager | Hybrid (some remote, leans heavy to in-person) | No | Personal Project | null | null | Higher Education | null | No | I have neither consider or transitioned into a new career or industry | null | null | United States of America | USD United States dollar | null | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Docker | null | null | NA
NA | Yes | null | null | null | Eleventy
NA | No | null | null | null | NA
NA | Tailwind CSS 4 | null | null | null | null | iOS;Debian;Linux (non-WSL);Fedora | MacOS | GitHub | null | null | NA
NA | Stack Overflow;Discord;YouTube | null | null | NA
NA | No | null | null | null | NA
NA | No | A few times per week | Between 5 and 10 years | null | null | Answer a question
NA | No, not really | null | No, and I don't plan to | Unsure | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49,060 | 49,061 | I work with developers or my work supports developers but am not a developer by profession | Prefer not to say | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Student | Transitioning to retirement (gradually reducing work hours) | null | null | null | 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 |
49,061 | 49,062 | I code primarily as a hobby | 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 | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Other online resources (e.g. standard search, forum, online community) | 3 | Student | null | null | null | null | Personal Project | Reliability and low latency
NA | Availability of better alternatives
NA | null | null | Yes | I have somewhat considered changing my career and/or the industry I work in | null | null | Belgium | EUR European Euro | 0 | Yes | C;Go;HTML/CSS;JavaScript;MATLAB;MicroPython;Python;Rust | C;Lisp;Rust;SQL;Gleam | C;Rust | NA
NA | Yes | MongoDB | Elasticsearch;MongoDB;MySQL;Redis | MongoDB | NA
NA | No | null | null | null | NA
NA | Yes | 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 | No | A few times per week | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | Chat (people);Long-form articles;Chat (bot/AI) | null | No, not really | Less than half of the 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 | null | null | null | null | null | null | null | null | null | null |
49,062 | 49,063 | I am a developer by profession | 18-24 years old | Some college/university study without earning a degree | Employed | Engaged in paid work (20-29 hours per week);Attending school (full-time) | 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);Games or coding challenges | No, I didn't spend time learning in the past year | null | 5 | Developer, back-end | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Remote | No | Work | 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 |
49,063 | 49,064 | I am a developer by profession | 18-24 years old | Some college/university study without earning a degree | Student | Attending school (full-time);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;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) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 8 | Student | 100 to 499 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 | School | Connected to an open-source project
NA | Prohibitive pricing
AI shilling | Computer Systems Design and Services | null | No | I have transitioned into a new career and/or industry voluntarily | null | null | United States of America | 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 | Yes | A few times per month or weekly | Between 3 and 5 years | Less than once per month or monthly | Other (write in): | null | Neutral | Rarely, almost never | Yes, I use AI tools weekly | Indifferent | Somewhat distrust | Good, but not great at handling complex tasks | null | Learning about a codebase;Documenting code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies | Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation | Search for answers | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | no | null | 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 |
49,064 | 49,065 | I code primarily as a hobby | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 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);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;Coding Bootcamp;Games or coding challenges;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Other online resources (e.g. standard search, forum, online community) | 6 | Data or business analyst | 1,000 to 4,999 employees | Individual contributor | Remote | No | School | Reliability and low latency
NA | null | Healthcare | null | No | I have strongly considered changing my career and/or the industry I work in | 10 | 5 | Philippines | PHP Philippine peso | 700,000 | 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 | No | Infrequently, less than once per year | Between 3 and 5 years | I have never participated in Q&A on Stack Overflow | Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | null | No, not really | Less than half of the time | Yes, I use AI tools daily | Very favorable | Highly trust | Neither good or bad at handling complex tasks | Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | null | Project planning;Writing code | Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Learning about a codebase;Learning new concepts or technologies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 12,291 | null |
49,065 | 49,066 | 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 | 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 required for my job or to benefit my career | Online Courses or Certification (includes all media types) | 30 | Developer, full-stack | 1,000 to 4,999 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 |
49,066 | 49,067 | 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 | 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);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;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 22 | Developer, full-stack | 5,000 to 9,999 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 | AI integration or AI Agent capabilities
NA | Prohibitive pricing
NA | Retail and Consumer Services | Working with new technologies and tools
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 5 | Australia | AUD Australian dollar | 213,000 | Yes | HTML/CSS;JavaScript;TypeScript | Python;R;TypeScript | TypeScript | NA
NA | Yes | Dynamodb | BigQuery;Dynamodb;Elasticsearch;PostgreSQL;Cockroachdb;Amazon Redshift | Dynamodb | NA
NA | Yes | Amazon Web Services (AWS);npm;Podman;Terraform;Yarn | Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;npm;Podman;Yarn | Amazon Web Services (AWS);npm;Podman;Yarn | NA
NA | Yes | Next.js;Node.js;React | Angular;ASP.NET Core;Astro;Next.js;Node.js;React;Svelte;Vue.js | Next.js;Node.js;React | NA
NA | Yes | Visual Studio Code | Claude Code;Cursor;Visual Studio Code | Visual Studio Code | NA
NA | Tailwind CSS 4;uv | Tailwind CSS 4;Shadcn/ui;uv | Tailwind CSS 4;uv | null | null | MacOS | MacOS | Confluence;GitHub;Jira;Lucid (includes Lucidchart) | GitHub | GitHub | NA
NA | Discord;Reddit;Slack (public channels, not work);YouTube;LinkedIn | Discord;Slack (public channels, not work);LinkedIn | Discord;Slack (public channels, not work);LinkedIn | NA
NA | Yes | openAI Reasoning models | Anthropic: Claude Sonnet | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Favorable | Highly distrust | Good, but not great at handling complex tasks | Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies | Predictive analytics | Project planning;Committing and reviewing code;Deployment and monitoring | Learning about a codebase;Writing code;Documenting code;Search for answers;Generating content or synthetic data | null | AI solutions that are almost right, but not quite;I don’t use AI tools regularly | No, I don't write enough new code at the moment to be able to test out vibe coding. | Yes, I use AI agents at work monthly or infrequently | Yes, somewhat | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 138,470 | 6 |
49,067 | 49,068 | 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 | 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 required for my job or to benefit my career | Other online resources (e.g. standard search, forum, online community) | 16 | Developer, mobile | 500 to 999 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 |
49,068 | 49,069 | I am a developer by profession | 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 (part-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | 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 | null | 10 | 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 |
49,069 | 49,070 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 12 | 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;Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Online Courses or Certification (includes all media types) | 11 | Project manager | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to 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 |
49,070 | 49,071 | I am learning to code | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | AI CodeGen tools or AI-enabled apps | null | null | null | Developer, full-stack | null | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | null | null | Software Development | null | Yes | I have strongly considered changing my career and/or the industry I work in | null | null | United States of America | 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 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49,071 | 49,072 | I am learning to code | 65 years or older | null | null | null | null | null | null | 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 |
49,072 | 49,073 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Attending school (part-time) | 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);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;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) | 5 | Developer, AI apps or physical AI | 1,000 to 4,999 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 | 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 |
49,073 | 49,074 | I used to be a developer by profession, but no longer am | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Caring for dependents (children, elderly, etc.) | 13 | 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);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 as required for my job or to benefit my career | null | 20 | DevOps engineer or professional | 500 to 999 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 |
49,074 | 49,075 | 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) | 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;AI CodeGen tools or AI-enabled apps;Games or coding challenges | 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;Stack Overflow or Stack Exchange;Games or coding challenges;Books / Physical media | 6 | Developer, QA or test | 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 | Personal Project | Costs are manageable
NA | Ethical concerns
NA | Software Development | Developing specialized expertise
NA | No | I have strongly considered changing my career and/or the industry I work in | 10 | 2 | India | INR Indian rupee | null | Yes | Bash/Shell (all shells);HTML/CSS;Java;PowerShell;SQL | Bash/Shell (all shells);Java;JavaScript;PowerShell;SQL | Bash/Shell (all shells);Java;PowerShell;SQL | Selenium
Selenium | Yes | MySQL;Oracle | MongoDB;MySQL;Oracle;PostgreSQL | MySQL;Oracle | NA
NA | Yes | Docker;Maven (build tool) | Maven (build tool) | Maven (build tool) | jenkins
jenkins | Yes | null | null | null | NA
NA | Yes | Eclipse;Visual Studio Code | Eclipse;Visual Studio Code | Eclipse;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Android;iOS;iPadOS | Windows;Android;iOS;iPadOS | null | null | null | NA
NA | Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | NA
NA | Yes | DeepSeek (R- Reasoning models);openAI GPT (chatbot models) | DeepSeek (R- Reasoning models);openAI GPT (chatbot models) | DeepSeek (R- Reasoning models);openAI GPT (chatbot models) | Co Pilot
Co Pilot | Yes | A few times per month or weekly | Less than one year | I have never participated in Q&A on Stack Overflow | Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | Rarely, almost never | Yes, I use AI tools daily | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 9 |
49,075 | 49,076 | 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 | 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 10 | Developer, full-stack | 1,000 to 4,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Easy-to-use API
NA | Prohibitive pricing
NA | Transportation, or Supply Chain | null | No | I have strongly considered changing my career and/or the industry I work in | 5 | 19 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 60,500 | 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 | No | A few times per week | Between 5 and 10 years | Infrequently, less than once per year | Lists of recommendations (tools, frameworks, technologies, etc.) | null | null | null | Yes, I use AI tools weekly | Favorable | Somewhat distrust | Bad at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code;Generating content or synthetic data | null | Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 82,366 | 2 |
49,076 | 49,077 | 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) | 12 | 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 | Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Books / Physical media | 12 | Developer, desktop or enterprise applications | 500 to 999 employees | Individual contributor | null | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | 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 |
49,077 | 49,078 | 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 | 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);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 | 10 | Developer, mobile | 100 to 499 employees | People manager | Your choice (very flexible, you can come in when you want or just as needed) | 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 |
49,078 | 49,079 | I work with developers or my work supports developers but am not 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 | Engaged in paid work (less than 10 hours per week) | 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) | 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);Online Courses or Certification (includes all media types) | 9 | DevOps engineer or professional | 20 to 99 employees | null | 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 |
49,079 | 49,080 | 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.) | 24 | 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;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Other (please specify): | 22 | Developer, desktop or enterprise applications | 100 to 499 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 |
49,080 | 49,081 | I am a developer by profession | 18-24 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | I prefer not to say | null | 1 | Yes, I am new to coding or currently a student | School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | School (i.e., University, College, etc) | 3 | Developer, full-stack | null | null | null | null | Personal Project | Robust and complete API
NA | Poor usability
NA | null | Collaboration and support from a team
NA | Yes | I have somewhat considered changing my career and/or the industry I work in | 4 | 2 | India | INR Indian rupee | 0 | 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 | Favorable | Somewhat distrust | Bad at handling complex tasks | Generating content or synthetic data;Learning new concepts or technologies | null | 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;Search for answers | 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 | No vibe coding is useless untill you understand generated code | Yes, I use AI agents at work daily | Yes, somewhat | Software engineering | Integration with external agents and APIs | 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.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 4 |
49,081 | 49,082 | I code primarily as a hobby | 18-24 years old | Some college/university study without earning a degree | Student | Attending school (full-time) | null | 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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges;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 |
49,082 | 49,083 | 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 | Engaged in paid work (20-29 hours per week);Attending school (part-time) | 1 | 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);School (i.e., University, College, etc) | 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 | Data or business analyst | 100 to 499 employees | Individual contributor | In-person | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Easy-to-use API
NA | Availability of better alternatives
NA | Other: | null | Yes | I have transitioned into a new career and/or industry voluntarily | null | null | Brazil | BRL Brazilian real | 32,000 | 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 | Not sure/can't remember | Less than once per month or monthly | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | Chat (people);Videos;Chat (bot/AI) | null | No, not at all | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 5,825 | null |
49,083 | 49,084 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 22 | 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 | 5 | DevOps engineer or professional | 10,000 or more employees | Individual contributor | Remote | No | Work | Reputation for quality
NA | Prohibitive pricing
NA | Retail and Consumer Services | null | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | United States of America | USD United States dollar | 188,000 | 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 | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Favorable | Highly trust | Bad at handling complex tasks | null | null | null | null | null | Debugging AI-generated code is more time-consuming | null | No, but I plan to | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 188,000 | null |
49,084 | 49,085 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Not employed | None of the above | 46 | 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;Colleague or on-the-job training | No, I didn't spend time learning in the past year | null | 8 | Developer, QA or test | null | null | null | null | Personal Project | Costs are manageable
NA | Security or privacy concerns
NA | null | null | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | null | 4 | United States of America | USD United States dollar | 119,000 | 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 week | Between 3 and 5 years | I have never participated in Q&A on Stack Overflow | null | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | Rarely, almost never | No, but I plan to soon | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | Search for answers;Generating content or synthetic data | Project planning;Deployment and monitoring;Predictive analytics | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies | null | null | I haven’t encountered any problems | It is not. | No, but I 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 | null | null | 119,000 | null |
49,085 | 49,086 | I am learning to code | Prefer not to say | Some college/university study without earning a degree | I prefer not to say | null | null | 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 required for my job or to benefit my career | Blogs or podcasts | null | Academic researcher | null | null | null | null | School | null | null | null | null | No | I have neither consider or transitioned into a new career or industry | null | null | Mexico | MXN Mexican peso | 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 | Highly trust | Very well at handling complex tasks | Documenting code;Debugging or fixing code;Committing and reviewing code | null | Learning new concepts or technologies;Other (write in): | Project planning;Generating content or synthetic data | Writing code;Testing code;Deployment and monitoring;Creating or maintaining documentation | AI solutions that are almost right, but not quite;I don’t use AI tools regularly | null | Yes, I use AI agents at work weekly | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49,086 | 49,087 | 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) | 20 | 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;Colleague or on-the-job training | 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);Games or coding challenges | 20 | Developer, embedded applications or devices | 100 to 499 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 |
49,087 | 49,088 | 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) | 2 | 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 | 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 |
49,088 | 49,089 | I work with developers or my work supports developers but am not a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 15 | 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;Blogs or podcasts | 10 | Engineering manager | 100 to 499 employees | People manager | 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 | Reputation for quality
NA | Outdated or obsolete technology or features
NA | Software Development | null | No | I have somewhat considered changing my career and/or the industry I work in | 20 | null | United States of America | USD United States dollar | 280,000 | Yes | Python;SQL | Python;SQL | Python;SQL | LLM Prompts
LLM Prompts | Yes | Databricks SQL;Snowflake | Databricks SQL;Snowflake | Databricks SQL;Snowflake | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Cursor;Notepad++ | null | null | NA
NA | Large Language Model;Amazon Bedrock;RAG;Google Gemini;LangGraph | Large Language Model;RAG;Google Gemini | Large Language Model;RAG;Google Gemini | null | null | Windows;Android | Windows | GitHub;Jira;Stack Overflow for Teams | GitHub;Jira | GitHub;Jira | NA
NA | Stack Overflow;Stack Exchange;Hacker News | Stack Overflow;Stack Exchange;Hacker News | Stack Overflow;Stack Exchange;Hacker News | NA
NA | Yes | 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 | 280,000 | null |
49,089 | 49,090 | I am learning to code | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Student | Volunteering (regularly);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);Books / Physical media;Videos (not associated with specific online course or certification) | 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);Online Courses or Certification (includes all media types) | 2 | Developer, full-stack | null | null | null | null | Personal Project | Costs are manageable
NA | Lack of AI or AI agents
NA | null | null | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | 1 | 1 | India | INR Indian rupee | 400,000 | Yes | C;C#;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript | Ada;Assembly;Bash/Shell (all shells);COBOL;Dart;Delphi;Elixir;Erlang | 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 monthly or infrequently | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | Learning about a codebase;Documenting code;Predictive analytics;Search for answers | Deployment and monitoring | Project planning;Testing code;Generating content or synthetic data | Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies | Writing code;Committing and reviewing code | AI solutions that are almost right, but not quite;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving | null | Yes, I use AI agents at work weekly | Yes, to a great extent | Software engineering;IT operations;Data and analytics;Customer service support | null | AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases. | AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively. | AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above. | AI agents have improved the quality of my code. | AI agents have improved collaboration within my team. | 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 am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above: | The cost of using certain AI agent platforms is a barrier. | It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents. | null | GitHub MCP Server | null | AutoGen (Microsoft) | null | null | null | ChatGPT;GitHub Copilot;Google Gemini;AgentGPT;Auto-GPT | null | When I’m stuck and can’t explain the problem | null | 4,650 | null |
49,090 | 49,091 | I am a developer by profession | 35-44 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 |
49,091 | 49,092 | I am a developer by profession | 45-54 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | I prefer not to say | null | 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 | null | Developer, back-end | null | null | null | null | Work | AI integration or AI Agent capabilities
NA | 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 |
49,092 | 49,093 | 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 | 13 | 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 |
49,093 | 49,094 | 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 | 8 | 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;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) | 10 | Senior executive (C-suite, VP, etc.) | 20 to 99 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 | Security or privacy concerns
NA | Software Development | Control over the level of quality in projects
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 | 9 |
49,094 | 49,095 | 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 (10-19 hours per week) | 4 | 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) | 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) | 6 | Architect, software or solutions | 500 to 999 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 |
49,095 | 49,096 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | null | 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);Technical documentation (is generated for/by the tool or system);Blogs or podcasts | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 18 | Developer, back-end | 100 to 499 employees | Individual contributor | Remote | No | Work | Connected to an open-source project
NA | Availability of better alternatives
NA | Fintech | Job stability and career growth with a single employer
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 | 6 |
49,096 | 49,097 | I am a developer by profession | 25-34 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, 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 |
49,097 | 49,098 | 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 |
49,098 | 49,099 | I am a developer by profession | 45-54 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Independent contractor, freelancer, or self-employed | Attending school (full-time);Attending school (part-time);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 | 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) | 6 | DevOps engineer or professional | 1,000 to 4,999 employees | null | In-person | Yes, I endorsed a tool that was ultimately not purchased or used at my organization | Work | Good brand and public image
NA | Ethical concerns
NA | Software Development | Working with new technologies and tools
NA | Yes | I have strongly considered changing my career and/or the industry I work in | 39 | 160 | Poland | PLN Polish zloty | 10,000 | Yes | Ada;Assembly;Erlang;F#;Fortran;GDScript;Go;Groovy | Ada;Assembly;Erlang;F#;Fortran;GDScript;Go;Groovy | Ada;Assembly;Erlang;F#;Fortran;GDScript;Go;Groovy | 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 | No | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | Multiple times per day | Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | 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 daily | Very favorable | Highly trust | Very well at handling complex tasks | null | null | 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;Other (write in): | null | I’ve become less confident in my own problem-solving | Https | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity | Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation | null | null | null | AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above. | 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.;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;Write in the most significant challenge if not listed above: | null | null | Redis;Fireproof;LanceDB;Letta;Qdrant;GitHub MCP Server;ChromaDB;supabase;pgvector;Milvus;Weaviate;Pinecone;Zep;LangMem;mem0 | GitHub | Vertex AI;Agno;AutoGen (Microsoft);CrewAI;IBM watsonx.ai;Llama Index;Ollama;Semantic Kernel;OpenRouter;LangChain;Smol-AGI;Zapier;Amazon Bedrock Agents;LangGraph;Haystack;Martian;phidata;Smolagents;lyzr | null | Sentry;Galileo;Honeycomb;Metero;New Relic;opik;Snyk;Adversarial Robustness Toolbox (ART);LangSmith;Langfuse;Wiz;Protect AI;Vectra AI;arize;helicone | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Auto-GPT;Devin AI;Glean (Enterprise Agents);OpenHands (formerly OpenDevin);Roo code (Roo-Cline);Tabnine;Replit;v0.dev;Perplexity;Bolt.new;Blackbox AI;Amazon Codewhisperer;Lovable.dev;Cody | null | When I’m stuck and can’t explain the problem | الكود المصدر الذي وجب على أساس الذكاء الاصطناعي | 2,729 | null |
49,099 | 49,100 | 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 |
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