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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7,100 | 7,101 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 14 | 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 | School (i.e., University, College, etc) | 18 | Developer, mobile | 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 | Reputation for quality
NA | Availability of better alternatives
NA | Software Development | Autonomy and trust to manage your own tasks
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 5 | United States of America | USD United States dollar | 175,000 | Yes | C;C++;HTML/CSS;JavaScript;Kotlin;Python;SQL;Swift | Kotlin;Python;SQL;Swift | Kotlin;Python;SQL;Swift | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Cursor;Visual Studio Code;Xcode | Cursor;Visual Studio Code;Xcode | Cursor;Visual Studio Code;Xcode | NA
NA | Large Language Model;SwiftData;Google Gemini | Large Language Model;SwiftData;Google Gemini | Large Language Model;SwiftData;Google Gemini | null | null | MacOS;iOS;iPadOS | MacOS;iOS | Confluence;GitHub;Jira;Markdown File;Obsidian;Trello | GitHub;Markdown File;Obsidian;Trello | GitHub;Markdown File;Obsidian;Trello | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Substack | Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube | Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per week | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | Long-form articles | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | Rarely, almost never | Yes, I use AI tools monthly or infrequently | Favorable | Somewhat distrust | Bad at handling complex tasks | Learning about a codebase;Debugging or fixing code;Search for answers;Generating content or synthetic data | Project planning;Deployment and monitoring | Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation | null | Learning new concepts or technologies | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No | No, but I plan to | Not at all or minimally | null | null | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code | null | 175,000 | 10 |
7,101 | 7,102 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 6 | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | No, I didn't spend time learning in the past year | null | 6 | Developer, full-stack | Less than 20 employees | Individual contributor | Remote | No | Work | Reliability and low latency
NA | Availability of better alternatives
NA | Software Development | Solving real-world problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | 10 | null | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 49,000 | Yes | Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript | Go;HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript | Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript | NA
NA | Yes | PostgreSQL;Redis;SQLite;Valkey | MongoDB;PostgreSQL;Redis;SQLite;Valkey | PostgreSQL;Redis;SQLite;Valkey | NA
NA | Yes | Amazon Web Services (AWS);APT;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Kubernetes;npm;Vite | APT;Cargo;Composer;Digital Ocean;Docker;Kubernetes;npm;Vite | APT;Composer;Digital Ocean;Docker;Kubernetes;npm;Vite | NA
NA | Yes | Laravel;Vue.js | Laravel;Vue.js | Laravel;Vue.js | NA
NA | Yes | Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | Tailwind CSS 4;Odoo | Tailwind CSS 4 | Tailwind CSS 4 | null | null | Windows | MacOS;Ubuntu;Linux (non-WSL) | GitHub;GitLab;Notion | GitHub;GitLab | GitHub;GitLab | NA
NA | Stack Overflow;Reddit;YouTube;LinkedIn | YouTube;LinkedIn | YouTube;LinkedIn | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Less than once every 2 - 3 months | Long-form articles;Day-in-the-life profiles/interviews with experts | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | I don't use AI or AI-enabled tools | No, and I don't plan to | Unfavorable | Highly distrust | I don't use AI tools for complex tasks / I don't know | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in): | null | null | null | null | no | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents. | null | 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 | problem decomposition | 66,709 | 8 |
7,102 | 7,103 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 6 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);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 | 8 | Developer, full-stack | Less than 20 employees | Individual contributor | In-person | No | Work | Reputation for quality
NA | Ethical concerns
NA | Other: | null | I'm not sure | I have neither consider or transitioned into a new career or industry | 10 | 5 | Iran, Islamic Republic of... | IRR Iranian rial | 400,000,000 | Yes | Go;HTML/CSS;JavaScript;Kotlin;PHP;SQL | Go;HTML/CSS;JavaScript;Kotlin;PHP;SQL;TypeScript | Go;HTML/CSS;JavaScript;Kotlin;PHP;SQL | NA
NA | Yes | MySQL;Redis | MongoDB;MySQL;PostgreSQL;Redis;SQLite | MySQL;Redis | NA
NA | Yes | Docker;npm | Docker;Firebase;Kubernetes;npm | Docker;npm | NA
NA | Yes | Express;jQuery;Laravel | Express;Laravel;Node.js | Express;Laravel | NA
NA | Yes | Android Studio;PhpStorm;Visual Studio Code | Android Studio;PhpStorm;Visual Studio Code;WebStorm | Android Studio;PhpStorm;Visual Studio Code | NA
NA | Tailwind CSS 4 | Tailwind CSS 4 | Tailwind CSS 4 | null | null | Windows;Android | Ubuntu | GitHub | GitHub;GitLab;Jira | GitHub | NA
NA | YouTube;LinkedIn | YouTube;LinkedIn | YouTube;LinkedIn | Telegram
NA | Yes | DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per week | Between 5 and 10 years | Infrequently, less than once per year | Chat (people);Message Boards;Videos;Coding challenges;Chat (bot/AI) | null | Neutral | null | Yes, I use AI tools daily | Very favorable | Highly trust | Good, but not great at handling complex tasks | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies | null | Deployment and monitoring | Creating or maintaining documentation | Testing code;Predictive analytics;Search for answers;Generating content or synthetic data | I’ve become less confident in my own problem-solving | null | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering;IT operations;Marketing | null | null | AI agents have improved collaboration within my team. | 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. | 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. | null | 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 | Redis | null | Ollama | null | null | null | ChatGPT;Google Gemini;Microsoft Copilot | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | null | 9,496 | 7 |
7,103 | 7,104 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Not employed | Volunteering (regularly);Attending school (part-time) | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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 | 7 | Academic researcher | null | null | null | null | Personal Project | Costs are manageable
NA | Prohibitive pricing
NA | null | null | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 3 | 3 | Sweden | SEK Swedish krona | null | Yes | Bash/Shell (all shells);C++ | Bash/Shell (all shells);C++ | Bash/Shell (all shells);C++ | Haskell, TeX
Flutter | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;VSCodium | null | null | NA
NA | c++23 | c++23 | c++23 | null | null | Ubuntu;Arch | Ubuntu;Arch | GitHub;GitLab;Markdown File | GitLab;Markdown File | GitLab;Markdown File | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn | Stack Overflow;Stack Exchange;Reddit | Stack Overflow;Stack Exchange;Reddit | NA
NA | Yes | openAI GPT (chatbot models) | openAI GPT (chatbot models) | openAI GPT (chatbot models) | NA
NA | Yes | A few times per week | Between 3 and 5 years | Less than once per month or monthly | Coding challenges | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | About half of the time | Yes, I use AI tools weekly | Unsure | Somewhat trust | Bad at handling complex tasks | Writing code | Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers | null | null | AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works | nah | Yes, I use AI agents at work monthly or infrequently | Yes, somewhat | Software engineering | Language processing | AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively. | AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks. | null | null | AI agents have helped me automate repetitive tasks.;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 | null | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | missclick | null | missclick | ChatGPT;GitHub Copilot;Microsoft Copilot;Tabnine | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | human interaction | null | null |
7,104 | 7,105 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, 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;Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | 18 | Developer, front-end | 100 to 499 employees | Individual contributor | In-person | No | Work | Robust and complete API
NA | Security or privacy concerns
NA | Software Development | null | No | I have neither consider or transitioned into a new career or industry | 7 | 4 | Germany | EUR European Euro | 60,000 | Yes | HTML/CSS;JavaScript;SQL;TypeScript | Go;Python | null | NA
NA | Yes | Cloud Firestore;Dynamodb;MariaDB;MySQL;PostgreSQL;Redis;SQLite | null | null | NA
NA | Yes | Amazon Web Services (AWS);Chocolatey;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;pnpm | null | null | NA
NA | Yes | Angular;Express;FastAPI;NestJS;Node.js;Vue.js | Svelte | null | NA
NA | Yes | Visual Studio Code | null | null | NA
NA | Tailwind CSS 4 | null | null | null | null | Windows | Windows;Windows Subsystem for Linux (WSL) | GitHub;Notion | null | null | NA
NA | Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;Medium | null | null | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models) | Anthropic: Claude Sonnet;Gemini (Pro Reasoning models) | Anthropic: Claude Sonnet;Gemini (Pro Reasoning models) | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Infrequently, less than once per year | null | 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 weekly | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Testing code | Debugging or fixing code;Creating or maintaining documentation | Documenting code | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | no | No, but I plan to | Yes, to a great extent | 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.;I have concerns about the security and privacy of data when using AI agents. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I am concerned about the accuracy of the information provided by AI agents. | 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 need help fixing complex or unfamiliar code | complex architectures, optimizing multiple systems to work together efficiently | 69,609 | null |
7,105 | 7,106 | 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) | 4 | 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) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | School (i.e., University, College, etc) | 4 | Student | null | null | null | null | School | Costs are manageable
NA | Lack of or sub-par API
NA | null | null | I'm not sure | I have transitioned into a new career and/or industry voluntarily | 2 | 2 | Algeria | DZD Algerian dinar | 0 | No | null | null | null | NA
NA | Yes | Firebase Realtime Database;MySQL;PostgreSQL;SQLite | null | null | NA
NA | Yes | null | null | null | NA
NA | null | Django;Spring Boot | Angular;Spring Boot | Spring Boot | NA
NA | Yes | Android Studio;Eclipse;IntelliJ IDEA | Android Studio;IntelliJ IDEA;Visual Studio Code | Android Studio;IntelliJ IDEA | NA
NA | null | null | null | null | null | Windows;Debian | Windows;Debian | GitHub | GitHub;GitLab;Jira | GitHub | NA
NA | LinkedIn | Stack Overflow;LinkedIn | LinkedIn | NA
NA | Yes | null | null | null | NA
NA | Not sure/can't remember | null | Between 1 and 3 years | null | null | null | null | null | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Predictive analytics | Project planning;Documenting code | Testing code;Creating or maintaining documentation | null | Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | I don’t use AI tools regularly | no | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering | Integration with external agents and APIs | null | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;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 | 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 | null | null | null | null | null | null | ChatGPT;Google Gemini | null | When I’m stuck and can’t explain the problem | null | null | null |
7,106 | 7,107 | 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 | 14 | Yes, I am not new to coding but am learning new coding techniques or programming language | Stack Overflow or Stack Exchange;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) | 15 | Developer, back-end | 10,000 or more employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Reliability and low latency
NA | Security or privacy concerns
NA | Software Development | Competitive pay and benefits
NA | Yes | I have neither consider or transitioned into a new career or industry | 10 | 10 | Ireland | EUR European Euro | null | Yes | C#;Python | Python | Python | NA
NA | No | null | null | null | NA
NA | Yes | Amazon Web Services (AWS);Chocolatey;Composer;Datadog;Docker;MSBuild;New Relic;NuGet;Splunk;Terraform | Amazon Web Services (AWS);Microsoft Azure | Amazon Web Services (AWS) | NA
NA | Yes | ASP.NET;ASP.NET Core | null | null | NA
NA | Yes | PyCharm;Visual Studio;Visual Studio Code | null | null | NA
NA | .NET 8 or higher;Large Language Model;RAG | null | null | null | null | Windows | Windows | Azure Devops;GitHub;GitLab;Stack Overflow for Teams | null | null | NA
NA | Stack Overflow;Stack Exchange | null | null | NA
NA | Yes | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | null | null | NA
NA | Yes | A few times per week | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | Long-form articles;Coding challenges;Direct messaging of users;Job board | Answer a question
NA | Yes, definitely | More than half the time | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Learning about a codebase;Project planning;Writing code;Predictive analytics | Deployment and monitoring | null | Documenting code | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | not yet, but I dont think it will work as expected without knowing full context of the projects | No, but I plan to | Yes, somewhat | null | 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. | 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 | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | AI can solve the problem, but not sure whether it will be the optimal solution required for the business context. so,choosing the right option to fix the problem is still something that human own. (Analytical and Problem solving). | null | 6 |
7,107 | 7,108 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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 | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 14 | Developer, full-stack | Less than 20 employees | People manager | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Reputation for quality
NA | Security or privacy concerns
NA | Software Development | Solving real-world problems
NA | No | I have strongly considered changing my career and/or the industry I work in | 5 | 3 | Italy | EUR European Euro | 34,000 | Yes | Bash/Shell (all shells);C;Go;Groovy;HTML/CSS;JavaScript;Lua;Python;Rust;SQL;TypeScript | Bash/Shell (all shells);C;Go;Lua;Rust;SQL;TypeScript;Zig | Bash/Shell (all shells);C;Go;Lua;Rust;SQL;TypeScript | NA
NA | Yes | Dynamodb;MariaDB;MySQL;PostgreSQL;Redis;SQLite | MariaDB;MySQL;PostgreSQL;Redis | MariaDB;MySQL;PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Cargo;Digital Ocean;Docker;Firebase;Gradle;Make;npm;Pacman;Pip;pnpm;Poetry;Terraform;Yarn | Cargo;Digital Ocean;Docker;Gradle;Make;Pacman;pnpm;Poetry;Terraform | Cargo;Digital Ocean;Docker;Gradle;Make;Pacman;pnpm;Poetry;Terraform | NA
NA | Yes | Angular;Express;Next.js;Node.js;React | null | null | NA
NA | Yes | Neovim;Visual Studio Code | Neovim | Neovim | NA
NA | Tailwind CSS 4;Shadcn/ui | null | null | null | null | Arch | Arch | Confluence;GitHub;YouTrack | GitHub;YouTrack | GitHub;YouTrack | NA
NA | Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;Medium | Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch | Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch | NA
NA | Yes | openAI GPT (chatbot models) | openAI GPT (chatbot models) | openAI GPT (chatbot models) | NA
NA | Yes | A few times per week | Between 5 and 10 years | Less than once every 2 - 3 months | Videos;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 at all | More than half the time | No, and I don't plan to | Indifferent | Highly distrust | Very poor at handling complex tasks | null | Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | Learning about a codebase;Documenting code;Committing and reviewing code;Creating or maintaining documentation | null | null | Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving | 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 | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting | Reasoning and flexibility | 39,445 | 8 |
7,108 | 7,109 | 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 | None of the above | 6 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 10 | Developer, front-end | null | null | null | No | Work | Easy-to-use API
NA | Lack of or sub-par API
NA | Software Development | Job stability and career growth with a single employer
NA | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | 7 | 2 | Poland | PLN Polish zloty | 243,024 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;TypeScript | Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;TypeScript | Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript | NA
NA | Yes | Microsoft SQL Server;Oracle | Microsoft SQL Server;MongoDB;Oracle;PostgreSQL | Microsoft SQL Server;Oracle | NA
NA | Yes | Docker;Homebrew;npm;Prometheus;Webpack | Docker;Homebrew;npm | Docker;Homebrew;npm | NA
NA | Yes | Angular | Angular;Spring Boot | Angular | NA
NA | Yes | Vim;Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | null | null | null | null | null | Windows;MacOS | Windows;Windows Subsystem for Linux (WSL) | Azure Devops;GitHub;GitLab;Redmine | Azure Devops;Confluence;GitHub;Jira | Azure Devops;GitHub | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos) | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos) | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos) | NA
NA | Yes | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | Infrequently, less than once per year | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | null | null | Neutral | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Somewhat trust | Very poor at handling complex tasks | Debugging or fixing code;Learning new concepts or technologies | null | Learning about a codebase;Project planning;Writing code;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation | Testing code;Committing and reviewing code | Search for answers | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | null | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | null | null | 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 | I am concerned about the accuracy of the information provided by AI agents. | null | null | null | null | null | null | null | null | null | When I’m stuck and can’t explain the problem | Leadership and soft skills and being emotionally smart. | 66,321 | 8 |
7,109 | 7,110 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Volunteering (regularly);Attending school (part-time) | 2 | 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 | 14 | Academic researcher | 5,000 to 9,999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Robust and complete API
NA | Availability of better alternatives
NA | Higher Education | Collaboration and support from a team
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 3 | Germany | EUR European Euro | 50,000 | Yes | Assembly;Bash/Shell (all shells);C;C++;Fortran;MATLAB;PowerShell;Python | Bash/Shell (all shells);C;C++;MATLAB;PowerShell;Python;Rust | Bash/Shell (all shells);C;C++;MATLAB;PowerShell;Python | Julia, Mathematica
Julia, Mathematica | No | null | null | null | NA
NA | Yes | Docker;Homebrew | Docker;Kubernetes | Docker | apt, snap
apt, snap | No | null | null | null | NA
NA | Yes | Nano;Notepad++;Vim;Visual Studio Code | Nano;Notepad++;Visual Studio Code | Nano;Notepad++;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Android | Ubuntu;Red Hat;Fedora | Doxygen;GitHub;GitLab;Google Colab | Doxygen;GitHub;GitLab;Google Colab | Doxygen;GitHub;GitLab;Google Colab | NA
NA | Stack Overflow;Stack Exchange;Discord;Twitch;LinkedIn | Stack Overflow;Stack Exchange;Discord;Reddit;Twitch;LinkedIn | Stack Overflow;Stack Exchange;Discord;Twitch;LinkedIn | NA
NA | Yes | openAI GPT (chatbot models) | openAI GPT (chatbot models) | openAI GPT (chatbot models) | NA
NA | Yes | Less than once every 2 - 3 months | Between 5 and 10 years | Less than once every 2 - 3 months | Coding challenges | Browse content related to Q&A posts I recently viewed
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | null | Learning about a codebase;Writing code;Debugging or fixing code;Generating content or synthetic data | null | AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works | Not at all | No, but I 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.;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 | 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. | The cost of using certain AI agent platforms is a barrier. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem | Expert knowledge | 58,007 | 6 |
7,110 | 7,111 | I am a developer by profession | 45-54 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 31 | 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) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community) | 39 | Architect, software or solutions | 5,000 to 9,999 employees | Individual contributor | Remote | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Costs are manageable
NA | Security or privacy concerns
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | null | null | Ukraine | UAH Ukrainian hryvnia | null | Yes | Assembly;Bash/Shell (all shells);C#;C++;Java;JavaScript;PowerShell;Python;Scala;SQL | Bash/Shell (all shells);C#;C++;Java;JavaScript;Python;Rust;SQL;Zig | Bash/Shell (all shells);C#;C++;Java;JavaScript;Python;SQL | NA
NA | Yes | Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;Snowflake | Elasticsearch;MongoDB;PostgreSQL;Redis | Elasticsearch;MongoDB;PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Ansible;Cargo;Docker;Kubernetes;Maven (build tool);Microsoft Azure;Ninja;npm;NuGet;Splunk;Terraform | Amazon Web Services (AWS);Kubernetes;Microsoft Azure;Ninja;npm;NuGet;Terraform | Amazon Web Services (AWS);Kubernetes;Microsoft Azure;Ninja;npm;NuGet;Terraform | NA
Knative | Yes | Next.js;Node.js;React;Spring Boot | Next.js;Node.js;React;Spring Boot | Next.js;Node.js;React;Spring Boot | NA
NA | Yes | IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Vim;Visual Studio | IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Vim;Visual Studio Code | IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Vim | NA
NA | Microsoft Fabric;Google Gemini | .NET 8 or higher;c++23 | null | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Windows;Ubuntu;Windows Subsystem for Linux (WSL);Fedora | Azure Devops;Confluence;Doxygen;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Miro;Monday.com | Azure Devops;Confluence;Doxygen;GitHub;Google Workspace;Jira | Azure Devops;Confluence;Doxygen;GitHub;Google Workspace;Jira | NA
NA | Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work) | Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky | Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work) | NA
NA | Yes | Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models) | null | null | NA
NA | Yes | Multiple times per day | Between 10 and 15 years | Less than once per month or monthly | Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | More than half the time | Yes, I use AI tools weekly | Indifferent | Somewhat distrust | Very poor at handling complex tasks | Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | Project planning;Debugging or fixing code;Committing and reviewing code;Other (write in): | Learning about a codebase;Writing code | Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies | null | Debugging AI-generated code is more time-consuming;I haven’t encountered any problems | no | 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. | The cost of using certain AI agent platforms is a barrier. | 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;Write in the most significant challenge if not listed above: | It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | all in realm of fundamental computer science | null | null |
7,111 | 7,112 | I am a developer by profession | 65 years or older | Some college/university study without earning a degree | Retired | None of the above | 40 | 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);Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 40 | Developer, front-end | null | null | null | null | Personal Project | Reputation for quality
NA | Availability of better alternatives
NA | null | Job stability and career growth with a single employer
NA | null | null | null | 15 | United States of America | USD United States dollar | 120,000 | Yes | Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Kotlin;TypeScript;Visual Basic (.Net) | null | null | NA
NA | Yes | Microsoft SQL Server | SQLite | null | NA
NA | Yes | Cloudflare;Microsoft Azure;MSBuild;npm;NuGet | Google Cloud;Gradle;npm;NuGet | npm;NuGet | NA
NA | No | null | null | null | NA
NA | Yes | Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code | Android Studio;Visual Studio;Visual Studio Code | Visual Studio;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Android | Windows;Red Hat | Azure Devops;GitHub;Markdown File | GitHub;Google Workspace | GitHub | NA
NA | Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn | Reddit;GitHub (public projects, not private repos);Bluesky;YouTube | Reddit;GitHub (public projects, not private repos);YouTube | 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 | Less than once every 2 - 3 months | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Browse content related to Q&A posts I recently viewed
NA | No, not at all | Less than half of the time | Yes, I use AI tools weekly | Favorable | Neither trust nor distrust | Very poor at handling complex tasks | Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data | null | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No. | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | I have concerns about the security and privacy of data when using AI agents. | 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. | 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;I don’t think I’ll need help from people anymore | I think AI will eliminate most jobs related to programming computers. | 120,000 | 10 |
7,112 | 7,113 | 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 | 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);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);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Coding Bootcamp | 5 | Developer, full-stack | 20 to 99 employees | Individual contributor | Remote | No | Work | Robust and complete API
NA | null | Software Development | null | Yes | I have somewhat considered changing my career and/or the industry I work in | null | null | Iran, Islamic Republic of... | IRR Iranian rial | null | Yes | C;C#;C++;HTML/CSS;JavaScript;PowerShell | C;C#;C++;HTML/CSS;JavaScript;PowerShell | C;C#;C++;HTML/CSS;JavaScript;PowerShell | NA
NA | Yes | Microsoft SQL Server;Oracle | Microsoft SQL Server;Oracle | Microsoft SQL Server;Oracle | NA
NA | Yes | Amazon Web Services (AWS);Bun;Datadog | APT;Cargo | null | NA
NA | Yes | ASP.NET;ASP.NET Core;Blazor;jQuery | ASP.NET;ASP.NET Core;Blazor;jQuery | ASP.NET;ASP.NET Core;Blazor;jQuery | NA
NA | Yes | Visual Studio;Visual Studio Code | Visual Studio;Visual Studio Code | Visual Studio;Visual Studio Code | NA
NA | .NET 8 or higher | .NET 8 or higher | .NET 8 or higher | null | null | Windows | Windows | Azure Devops;GitHub;GitLab | Azure Devops;GitHub;GitLab | Azure Devops;GitHub;GitLab | NA
NA | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | NA
NA | Yes | null | null | null | NA
NA | Yes | Less than once every 2 - 3 months | Between 5 and 10 years | Infrequently, less than once per year | Chat (bot/AI) | null | Neutral | About half of the time | Yes, I use AI tools daily | Very favorable | Highly trust | Very well at handling complex tasks | Writing code | Generating content or synthetic data | Learning about a codebase;Deployment and monitoring;Search for answers;Learning new concepts or technologies | Project planning;Documenting code;Predictive analytics | Debugging or fixing code;Creating or maintaining documentation;Other (write in): | I’ve become less confident in my own problem-solving | null | Yes, I use AI agents at work weekly | Not at all or minimally | Decision intelligence;Data and analytics;Robotics | null | null | AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team. | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks. | null | AI agents have helped me solve complex problems more effectively.;Write in the most significant benefit if not listed above. | 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.;Write in the most significant challenge if not listed above: | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | 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 am concerned about the accuracy of the information provided by AI agents. | ChromaDB;Zep | null | LangChain;Martian | null | Honeycomb;Grafana + Prometheus;arize | null | ChatGPT;Microsoft Copilot | null | When I want to learn best practices;When I want to compare different solutions;When I need quick help troubleshooting | null | null | 6 |
7,113 | 7,114 | 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.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week) | 10 | 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 | Other (please specify): | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Connected to an open-source project
NA | Prohibitive pricing
NA | Other: | null | No | I have strongly considered changing my career and/or the industry I work in | 6 | 8 | United States of America | USD United States dollar | 80,000 | Yes | Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python | COBOL;R;SQL | null | NA
NA | Yes | MongoDB | Databricks SQL;MySQL | null | NA
NA | No | null | null | null | NA
NA | Yes | jQuery;Next.js;Node.js;WordPress | React | null | NA
NA | Yes | Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code | null | null | NA
NA | null | null | null | null | null | MacOS;iOS | MacOS;iOS | Clickup;GitHub;Google Workspace;Notion | null | null | Dropbox Paper
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work) | null | null | NA
NA | No | null | null | null | NA
NA | No | A few times per month or weekly | Between 3 and 5 years | I have never participated in Q&A on Stack Overflow | Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | Ask a question
NA | No, not at all | Less than half of the time | Yes, I use AI tools weekly | Favorable | Neither trust nor distrust | Neither good or bad at handling complex tasks | Writing code;Debugging or fixing code;Search for answers | Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies | Learning about a codebase;Project planning;Testing code;Generating content or synthetic data | 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;Other (write in):;It’s hard to understand how or why the code works | A little for lower-level languages | 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.;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 have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above: | I am concerned about the accuracy of the information provided by AI agents. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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 | The resiliency to say that something can and should be better. | 80,000 | null |
7,114 | 7,115 | I am a developer by profession | 35-44 years old | Associate degree (A.A., A.S., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 11 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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 | 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) | 15 | Developer, back-end | 5,000 to 9,999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Reputation for quality
NA | Availability of better alternatives
NA | Government | Job stability and career growth with a single employer
NA | No | I have somewhat considered changing my career and/or the industry I work in | 5 | 3 | United States of America | USD United States dollar | 80,000 | Yes | C#;GDScript;HTML/CSS;JavaScript;PowerShell;SQL | null | null | NA
NA | Yes | Microsoft SQL Server | null | null | NA
NA | Yes | Microsoft Azure | Amazon Web Services (AWS) | null | NA
NA | Yes | ASP.NET | null | null | NA
NA | No | null | null | null | NA
NA | .NET 8 or higher | null | null | null | null | Windows | null | Jira | null | null | NA
NA | Stack Exchange;Reddit;GitHub (public projects, not private repos) | null | null | Teams
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | null | Ask a question
NA | No, not really | Rarely, almost never | Yes, I use AI tools weekly | Favorable | Somewhat trust | Very poor at handling complex tasks | Writing code;Search for answers;Learning new concepts or technologies | Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Documenting code;Creating or maintaining documentation | Generating content or synthetic data | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving | I have used vibe coding as part of a low impact personal project to experience that type of development. | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I am concerned about the accuracy of the information provided by AI agents.;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. | null | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code | Any technical project will always need people who can communicate with the non-technical team members. | 80,000 | 8 |
7,115 | 7,116 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Engaged in paid work (10-19 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);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);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 | 7 | Student | 1,000 to 4,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Reputation for quality
NA | null | Other: | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | 5 | 2 | Germany | EUR European Euro | 14,000 | Yes | Assembly;Bash/Shell (all shells);C;C++;Lua;Python;Rust;SQL | Assembly;Bash/Shell (all shells);C;C#;C++;Dart;HTML/CSS;Java;JavaScript;Lua;OCaml;Python;Rust;SQL | Assembly;Bash/Shell (all shells);C;C++;Lua;Python;Rust;SQL | NA
NA | No | null | null | null | NA
NA | Yes | Cargo;Docker;Make;Pacman;Pip;Podman | Cargo;Docker;Make;Pacman;Podman | Cargo;Docker;Make;Pacman;Podman | paru
paru | Yes | null | null | null | NA
Flutter | Yes | Jupyter Notebook/JupyterLab;Nano;Neovim;Visual Studio Code | Jupyter Notebook/JupyterLab;Neovim | Jupyter Notebook/JupyterLab;Neovim | DataSpell
DataSpell | null | null | null | null | null | iOS;Arch | Windows;Ubuntu;Arch | Confluence;Doxygen;GitHub;GitLab;Google Colab;Jira;Markdown File;Obsidian | Confluence;GitHub;GitLab;Markdown File;Obsidian | Confluence;GitHub;GitLab;Markdown File;Obsidian | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | NA
NA | No | null | null | null | NA
NA | No | A few times per week | Between 3 and 5 years | I have never participated in Q&A on Stack Overflow | Message Boards;Long-form articles;Videos;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not at all | I don't use AI or AI-enabled tools | Yes, I use AI tools monthly or infrequently | Unfavorable | Highly distrust | Very poor at handling complex tasks | Debugging or fixing code;Search for answers;Learning new concepts or technologies | Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in): | null | null | null | Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works | No | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | The cost of using certain AI agent platforms is a barrier. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I 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.;It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I 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 | Being competent and creative in niches where AI doesn't have enough data | 16,242 | 5 |
7,116 | 7,117 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Volunteering (regularly) | 9 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange | 12 | Developer, full-stack | 100 to 499 employees | Individual contributor | Remote | No | Work | AI integration or AI Agent capabilities
NA | Availability of better alternatives
NA | Software Development | Collaboration and support from a team
NA | No | I have somewhat considered changing my career and/or the industry I work in | null | null | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 75,000 | Yes | Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript | null | null | NA
NA | Yes | Cosmos DB;Microsoft SQL Server;MySQL;PostgreSQL;Redis | Databricks SQL | null | NA
NA | Yes | Amazon Web Services (AWS);Chocolatey;Cloudflare;Datadog;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Yarn | null | null | NA
NA | Yes | Angular;ASP.NET;ASP.NET Core;jQuery;Node.js;React | Angular;ASP.NET Core;React | Angular;ASP.NET Core;React | NA
NA | Yes | Claude Code;Visual Studio;Visual Studio Code | IntelliJ IDEA;Rider;Visual Studio Code | Visual Studio Code | NA
NA | .NET 8 or higher | null | null | null | null | Windows;MacOS;Ubuntu | Windows | Azure Devops;Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File | GitHub;GitLab;Trello;Wikis | GitHub | NA
NA | Stack Overflow;Stack Exchange;Dev.to;LinkedIn;Medium | Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work) | Dev.to | NA
NA | Yes | DeepSeek (R- Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | null | null | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | Chat (people);Chat (bot/AI) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | About half of the time | Yes, I use AI tools daily | Favorable | Somewhat distrust | Good, but not great at handling complex tasks | Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data | Project planning | Writing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies | Learning about a codebase | Documenting code;Debugging or fixing code;Creating or maintaining documentation | 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 | Copying and pasting code directly from AI tool, with little or no understanding of what is doing | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering;Business process automation;Decision intelligence;Data and analytics | Multi-platform search enablement;Language processing;Integration with external agents and APIs | 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 | AI agents have helped me solve complex problems more effectively. | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks. | null | null | Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | AutoGen (Microsoft);Zapier | null | Snyk | null | ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | Domain knowledge, knowing why things work the way they do | 102,106 | 10 |
7,117 | 7,118 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | null | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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 | Developer, front-end | 500 to 999 employees | Individual contributor | Remote | No | Work | Reputation for quality
NA | Security or privacy concerns
NA | Retail and Consumer Services | Job stability and career growth with a single employer
Good work processes | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 6 | 4 | Russian Federation | RUB Russian ruble | 2,344,824 | Yes | HTML/CSS;JavaScript;TypeScript | Go;SQL | null | NA
NA | Yes | null | null | null | NA
NA | Yes | npm;Vite;Webpack | Composer;Docker;Make | null | NA
NA | Yes | jQuery;Next.js;Node.js;Nuxt.js;React;Vue.js;WordPress | null | null | NA
NA | Yes | Visual Studio Code | Neovim | null | NA
NA | null | null | null | null | null | Windows;Ubuntu | null | Confluence;GitLab;Jira | null | null | NA
NA | Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | null | Ask a question
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Neither good or bad at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code | Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation | Project planning | null | Search for answers;Learning new concepts or technologies | Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works | no | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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. | 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 fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem | I doubt things will radically change within 3-5 years | 29,919 | 5 |
7,118 | 7,119 | 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.) | Not employed | Caring for dependents (children, elderly, etc.) | 9 | Yes, I am not new to coding but am learning new coding techniques or programming language | Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | 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 | Other (please specify): | null | null | null | null | Personal Project | Reputation for quality
NA | Security or privacy concerns
NA | null | null | No | I have somewhat considered changing my career and/or the industry I work in | 8 | 8 | Hungary | HUF Hungarian forint | 9,000,000 | Yes | Python;R;SQL | Java;Python;R;SQL | Python;R;SQL | NA
NA | No | null | null | null | NA
NA | Yes | Docker;Pip | Docker;Maven (build tool);Pip | Docker;Pip | NA
NA | No | null | null | null | NA
NA | Yes | IntelliJ IDEA | IntelliJ IDEA | IntelliJ IDEA | NA
NA | null | null | null | null | null | Windows;Fedora | null | Markdown File | Markdown File | Markdown File | NA
NA | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | NA
NA | Yes | DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models | DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models | Groq, Fooocus
NA | Yes | A few times per week | Between 5 and 10 years | Infrequently, less than once per year | Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Upvote/Downvote Q&A posts
NA | Yes, somewhat | About half of the time | Yes, I use AI tools daily | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Committing and reviewing code;Search for answers | Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | null | null | Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;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 | null | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering;Data and analytics | Personalized agent creation | AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code. | AI agents have improved collaboration within my team. | null | AI agents have increased my productivity.;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. | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult. | 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. | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively. | null | ChromaDB | null | Llama Index;Ollama;LangChain | null | null | null | ChatGPT | Deepseek, Grok | When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting | debugging, specification writing, reviewing | 26,025 | null |
7,119 | 7,120 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 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 for my personal curiosity and/or hobbies | null | 23 | Project manager | 100 to 499 employees | People manager | 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 | Reputation for quality
NA | Ethical concerns
NA | Internet, Telecomm or Information Services | null | No | I have neither consider or transitioned into a new career or industry | 13 | 5 | Germany | EUR European Euro | 100,000 | Yes | Bash/Shell (all shells);HTML/CSS;Lua;Python;Rust;SQL | Lua;Python;Rust | Lua;Python;Rust | LaTeX
LaTeX | Yes | Microsoft SQL Server;SQLite | PostgreSQL;SQLite | SQLite | NA
NA | Yes | Cargo;Docker;Pip | Cargo;Pip | Cargo;Pip | NA
NA | Yes | null | null | null | Yew
Yew | Yes | Vim | Vim | Vim | Kate
Kate | null | null | null | null | null | Debian | Windows;Debian | Azure Devops;Doxygen;Markdown File | Azure Devops;Markdown File | Azure Devops;Markdown File | NA
NA | Stack Overflow;Discord;Reddit | Stack Overflow | Stack Overflow | NA
NA | No | null | null | null | NA
NA | Yes | Less than once per month or monthly | Between 10 and 15 years | Infrequently, less than once per year | null | Ask a question
NA | No, not really | I don't use AI or AI-enabled tools | Yes, I use AI tools monthly or infrequently | Unfavorable | Highly distrust | I don't use AI tools for complex tasks / I don't know | null | Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation | Learning about a codebase;Search for answers;Learning new concepts or technologies | null | null | Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly | null | Yes, I use AI agents at work monthly or infrequently | Not at all or minimally | null | Language processing | null | null | AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks. | null | AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team. | 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.;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 | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices | null | 116,015 | null |
7,120 | 7,121 | I am a developer by profession | 65 years or older | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Not employed | None of the above | 49 | 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;Other (please specify): | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 51 | Developer, desktop or enterprise applications | null | null | null | null | Personal Project | Costs are manageable
NA | Poor usability
NA | null | Control over the level of quality in projects
NA | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | 6 | 9 | United States of America | USD United States dollar | 0 | Yes | C#;Delphi;JavaScript;R;SQL;TypeScript | C#;Delphi;F#;Go;JavaScript;Python;SQL;TypeScript | C#;Delphi;JavaScript;SQL;TypeScript | NA
NA | Yes | Microsoft SQL Server;SQLite | Microsoft SQL Server;MySQL;SQLite | Microsoft SQL Server;SQLite | NA
NA | Yes | Amazon Web Services (AWS);npm | Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Microsoft Azure;npm | Amazon Web Services (AWS);npm | NA
NA | Yes | Node.js;React | ASP.NET;Blazor;Django;Node.js;React;Vue.js | Node.js;React | NA
NA | Yes | Eclipse;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code | IntelliJ IDEA;Notepad++;PyCharm;Visual Studio;Visual Studio Code | IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code | RAD Studio
RAD Studio | Delphi 12+ Athens | Large Language Model;Delphi 12+ Athens | Delphi 12+ Athens | null | null | Windows;Android | Windows;Android;Linux (non-WSL) | GitHub | GitHub;GitLab | GitHub | NA
NA | Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn | Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 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 | Rarely, almost never | Yes, I use AI tools monthly or infrequently | Favorable | Highly distrust | Bad at handling complex tasks | null | Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | Learning about a codebase;Writing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies;Other (write in): | null | null | AI solutions that are almost right, but not quite;I don’t use AI tools regularly | Not at this time.
I may use it in the future to get suggestions on how to solve a problem; there will be heavy analysis of the answers. If I don't understand it, I won't use it. | No, but I plan to | Not at all or minimally | null | null | null | null | null | null | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | 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. | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | null | When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Problem solving
Debugging | null | 3 |
7,121 | 7,122 | 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 | 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 | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange | 20 | Developer, front-end | 100 to 499 employees | People manager | 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 | Costs are manageable
NA | Prohibitive pricing
NA | Software Development | Collaboration and support from a team
NA | No | I have neither consider or transitioned into a new career or industry | 7 | null | Israel | ILS Israeli new shekel | 487,538 | Yes | HTML/CSS;JavaScript;TypeScript | HTML/CSS;JavaScript;TypeScript | HTML/CSS;JavaScript;TypeScript | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Angular | Angular | Angular | NA
NA | Yes | PhpStorm | PhpStorm | PhpStorm | NA
NA | Google Gemini | Google Gemini | Google Gemini | null | null | Windows;Android;ChromeOS | MacOS | GitHub;Jira | GitHub | GitHub | NA
NA | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | NA
NA | Yes | openAI GPT (chatbot models) | openAI GPT (chatbot models);openAI Image generating models | openAI GPT (chatbot models) | NA
NA | Yes | A few times per week | More than 15 years, or since Stack Overflow started in 2008 | Less than once every 2 - 3 months | Lists of recommendations (tools, frameworks, technologies, etc.) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools daily | Favorable | Somewhat trust | Very poor at handling complex tasks | Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers | Project planning;Predictive analytics;Generating content or synthetic data | Learning about a codebase;Documenting code;Deployment and monitoring;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 | I have played around with it a bit but it is not the main part of my professional development | Yes, I use AI agents at work daily | Yes, somewhat | Customer service support | Multi-platform search enablement;Agent/multi-agent orchestration;Integration with external agents and APIs | AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks. | AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team. | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | null | LangMem | null | LangChain;LangGraph | null | LangSmith;Langfuse | null | ChatGPT;GitHub Copilot;Google Gemini | jules | When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | null | 143,406 | 7 |
7,122 | 7,123 | I am learning to code | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (part-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Books / Physical media;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 | Other online resources (e.g. standard search, forum, online community) | 3 | Student | null | null | null | null | School | Connected to an open-source project
NA | Security or privacy concerns
NA | null | null | I'm not sure | I have neither consider or transitioned into a new career or industry | 20 | 20 | China | CNY Chinese Yuan Renminbi | null | Yes | Bash/Shell (all shells);C;Rust | C++;Zig | null | nix
elisp | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | FastAPI;Flask;Axum | null | null | NA
NA | Yes | null | null | null | emacs,helix
emacs | null | null | null | null | null | Linux (non-WSL);NixOS | null | GitHub | null | null | NA
NA | Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube | null | null | NA
NA | Yes | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models | DeepSeek (V- General purpose models);openAI GPT (chatbot models) | DeepSeek (V- General purpose models);openAI GPT (chatbot models) | NA
NA | Not sure/can't remember | A few times per week | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | Long-form articles;Coding challenges;Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | Browse content related to Q&A posts I recently viewed
NA | No, not at all | More than half the time | Yes, I use AI tools daily | Very favorable | Highly trust | Good, but not great at handling complex tasks | null | 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 | 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 | yes | Yes, I use AI agents at work monthly or infrequently | Not at all or minimally | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | ChatGPT | null | I don’t think I’ll need help from people anymore | read | null | null |
7,123 | 7,124 | I used to be a developer by profession, but no longer am | 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) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;Other (please specify): | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 15 | Student | 1,000 to 4,999 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 ultimately not purchased or used at my organization | Work | Other (please specify):
lacks antifeatures (e.g. parallelisation that's slower than single-threading) | Ethical concerns
AI integration or AI Agent capabilities | Computer Systems Design and Services | null | No | I have strongly considered changing my career and/or the industry I work in | null | null | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 20,000 | Yes | C;HTML/CSS;Prolog;Python;R;Rust | C;HTML/CSS;Lisp;OCaml;Python;Rust;SQL | C;HTML/CSS;Python;Rust | Tcl
Tcl, Binary Lambda Calculus | Yes | null | null | null | NA
NA | Yes | APT;Cargo | APT;Cargo | APT;Cargo | Git
Git, Codeberg CI | Yes | null | null | null | HTML5, CSS, JavaScript
HTML5, CSS | Yes | Nano | null | null | Geany, Mousepad
Geany, Mousepad, Wine Notepad | null | null | null | null | null | Debian | Debian | Stack Overflow for Teams;Wikis | Wikis | Wikis | Codeberg
NA | Stack Overflow;Stack Exchange;Hacker News;YouTube | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | NA
IRC | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | A few times per week | Other (write in): | Other (write in):
Read the contents of the page, without having to dismiss three or four intrusive popups | Yes, somewhat | Less than half of the time | No, and I don't plan to | Very unfavorable | Highly distrust | Very poor at handling complex tasks | Testing code | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | null | null | Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):;It’s hard to understand how or why the code works | Emphatically no. It's a waste of time, a waste of resources, and the exploitation of unpaid labour, and I don't know how to describe the power structures it promotes except "fascist" (a much over-used adjective, although increasingly accurate of late). | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above: | Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify): | False premise. In 3–5 years, the current AI systems will not improve, people will realise they don't work, and we'll be left with the void of virtually no progress having been made on the systems that do actually work in that time, because all the funding was sucked away by the hype. | 27,228 | null |
7,124 | 7,125 | I am a developer by profession | 35-44 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Independent contractor, freelancer, or self-employed | None of the above | 10 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 12 | Developer, back-end | null | null | null | No | Work | Reliability and low latency
NA | Availability of better alternatives
NA | Software Development | Developing specialized expertise
NA | No | I have somewhat considered changing my career and/or the industry I work in | 4 | 6 | Germany | EUR European Euro | null | Yes | C;HTML/CSS;JavaScript;PHP;Python;SQL | C;HTML/CSS | C;HTML/CSS | Odin, Elm
Odin | Yes | MariaDB;SQLite | MariaDB;SQLite | MariaDB;SQLite | NA
NA | No | null | null | null | NA
NA | Yes | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Windows;Ubuntu | Windows;Ubuntu | GitHub;Markdown File;Obsidian | null | null | Forgejo
Forgejo | Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch | null | null | NA
NA | Yes | Meta Llama (all models);Mistral AI models | Meta Llama (all models);Mistral AI models | Meta Llama (all models);Mistral AI models | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Infrequently, less than once per year | Long-form articles;Direct messaging of users;Chat (bot/AI) | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | About half of the time | Yes, I use AI tools weekly | Unfavorable | Somewhat distrust | Very poor at handling complex tasks | Debugging or fixing code;Search for answers;Learning new concepts or technologies | Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data | Learning about a codebase;Documenting code;Creating or maintaining documentation | null | null | AI solutions that are almost right, but not quite;Other (write in): | No | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | 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.;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 don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code | Everything that was relevant for programmers for the past 50 years, plus knowing when it's useful to use LLMs. | null | 6 |
7,125 | 7,126 | 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 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps | No, I didn't spend time learning in the past year | null | 12 | Developer, back-end | 5,000 to 9,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Costs are manageable
NA | Security or privacy concerns
NA | Fintech | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | 3 | null | United States of America | USD United States dollar | 71,500 | Yes | Assembly;COBOL;SQL;TypeScript | COBOL;SQL;TypeScript | COBOL;SQL;TypeScript | Easytrieve, JCL
Easytrieve, JCL | Yes | IBM DB2 | IBM DB2 | IBM DB2 | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Windows;iPadOS | Windows | Confluence;GitHub;Jira | Confluence;GitHub;Jira | Confluence;GitHub;Jira | NA
NA | Stack Overflow;Stack Exchange;LinkedIn | Stack Overflow;LinkedIn | Stack Overflow;LinkedIn | 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 | null | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools monthly or infrequently | Indifferent | Somewhat trust | Very poor at handling complex tasks | Search for answers | Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation | Committing and reviewing code | Learning about a codebase | Learning new concepts or technologies | Other (write in): | Absolutely not. I would never have code that would compile. | Yes, I use AI agents at work monthly or infrequently | Not at all or minimally | null | null | null | null | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;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. | The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult. | 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. | 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 | GitHub Copilot | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Tribal knowledge. | 71,500 | 6 |
7,126 | 7,127 | I am learning to code | 18-24 years old | Some college/university study without earning a degree | Student | Attending school (full-time) | 1 | Yes, I am new to coding or currently a student | Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps | 5 | Student | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,127 | 7,128 | 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) | 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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,128 | 7,129 | I am a developer by profession | 18-24 years old | Other (please specify): | Employed | None of the above | 3 | 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 | 4 | Developer, full-stack | 100 to 499 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Robust and complete API
NA | Lack of or sub-par API
NA | Other: | null | No | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 7 |
7,129 | 7,130 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Not employed | None of the above | 7 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange | 10 | Developer, full-stack | null | null | null | null | Work | Reputation for quality
NA | Inefficient or time-costly
NA | null | Solving real-world problems
NA | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | null | null | Poland | USD United States dollar | 74,000 | Yes | HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript | HTML/CSS;Ruby;SQL | HTML/CSS;Ruby;SQL | NA
NA | Yes | Dynamodb;Elasticsearch;PostgreSQL;Redis;SQLite | PostgreSQL;Redis | PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Datadog;Docker;Heroku;npm;Pip;Webpack;Yarn | Datadog;Digital Ocean;Docker;Google Cloud;Kubernetes;Microsoft Azure | Datadog;Docker | NA
NA | Yes | Angular;React;Ruby on Rails;Vue.js | Ruby on Rails | Ruby on Rails | NA
NA | Yes | IntelliJ IDEA;Visual Studio Code | IntelliJ IDEA;Visual Studio Code | IntelliJ IDEA;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Android | MacOS;Ubuntu | Confluence;GitHub;GitLab;Jira;Markdown File;Miro | GitHub;Miro | GitHub;Miro | NA
NA | Stack Overflow;Discord;YouTube | Stack Overflow;Discord | Stack Overflow;Discord | NA
NA | Yes | 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 | Yes, somewhat | Rarely, almost never | Yes, I use AI tools weekly | Very favorable | Neither trust nor distrust | Neither good or bad at handling complex tasks | Search for answers;Learning new concepts or technologies | Project planning;Deployment and monitoring | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics | 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 | no | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | 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 | 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.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | null | 74,000 | 4 |
7,130 | 7,131 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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 | null | null | 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 |
7,131 | 7,132 | 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 | 7 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 10 | Developer, full-stack | 10,000 or more employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,132 | 7,133 | I am a developer by profession | 18-24 years old | Associate degree (A.A., A.S., etc.) | Employed | None of the above | 2 | 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 | No, I didn't spend time learning in the past year | null | 7 | DevOps engineer or professional | 1,000 to 4,999 employees | 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 |
7,133 | 7,134 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 6 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Stack Overflow or Stack Exchange | 12 | Cybersecurity or InfoSec professional | 20 to 99 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Robust and complete API
NA | Security or privacy concerns
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 6 | 3 | United States of America | USD United States dollar | 250,000 | Yes | Bash/Shell (all shells);Go;Lisp;OCaml;Ruby;SQL | Bash/Shell (all shells);C;Go;Lisp;OCaml;Zig | Bash/Shell (all shells);Go;Lisp;OCaml | Haskell
Haskell | Yes | Dynamodb;Neo4J;PostgreSQL | Neo4J;PostgreSQL;Redis | Neo4J;PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);APT;Datadog;Docker;Homebrew;Kubernetes;Make;npm;Pip;Terraform | APT;Datadog;Docker;Homebrew;Kubernetes;Make | APT;Datadog;Docker;Homebrew;Kubernetes;Make | NA
NA | No | null | null | null | NA
NA | Yes | Cursor;IntelliJ IDEA;Visual Studio Code | Claude Code;IntelliJ IDEA | IntelliJ IDEA | Emacs,Goland
Emacs,Goland | Large Language Model;Google Gemini;uv | Large Language Model;Google Gemini;Ollama;uv | Large Language Model;Google Gemini;uv | null | null | MacOS;Arch;NixOS | MacOS;Ubuntu | GitHub;GitLab;Markdown File;Notion;Obsidian;Wikis | GitHub;GitLab;Markdown File;Obsidian;Wikis | GitHub;GitLab;Markdown File;Obsidian;Wikis | NA
NA | Discord;Hacker News;GitHub (public projects, not private repos);YouTube | Discord;Hacker News;GitHub (public projects, not private repos) | Discord;Hacker News;GitHub (public projects, not private repos) | NA
NA | Yes | openAI GPT (chatbot models) | DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models) | openAI GPT (chatbot models) | NA
NA | Yes | Multiple times per day | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | Less than half of the time | Yes, I use AI tools daily | Indifferent | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | Committing and reviewing code | null | 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 | No, I use LLM prompts to hint me towards answers that I then vet on my own
| No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I am concerned about the accuracy of the information provided by AI agents. | Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | The ability to project plan, prioritize, and architect solutions. I believe AI can "code" but they can't "engineer". Current college graduates who rely on it are not fully understanding how to solve problems. They just know how to write a script to do "X", not why we would want to do "X" or perhaps to "Y" instead | 250,000 | 9 |
7,134 | 7,135 | I am a developer by profession | 18-24 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 |
7,135 | 7,136 | 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 |
7,136 | 7,137 | I code primarily as a hobby | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 6 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 8 | Applied scientist | 100 to 499 employees | Individual contributor | In-person | Yes, I endorsed a tool that was ultimately not purchased or used at my organization | 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 |
7,137 | 7,138 | 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) | 27 | 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;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Videos (not associated with specific online course or certification);Blogs or podcasts | 26 | Developer, AI apps or physical AI | 20 to 99 employees | People manager | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,138 | 7,139 | 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 | 15 | 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 | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Other (please specify): | 10 | Developer, full-stack | 100 to 499 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 | Easy-to-use API
NA | Poor usability
NA | Media & Advertising Services | null | Yes | I have somewhat considered changing my career and/or the industry I work in | 5 | 5 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | null | Yes | Elixir;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL | C#;Scala | null | NA
NA | Yes | MariaDB;MySQL | null | null | NA
NA | Yes | Amazon Web Services (AWS);Digital Ocean;Firebase;Google Cloud | null | null | NA
NA | Yes | Angular;NestJS;Next.js;Node.js;Nuxt.js;React;WordPress | null | null | NA
NA | Yes | Claude Code;PhpStorm;Visual Studio;Visual Studio Code;WebStorm | null | null | NA
NA | Tailwind CSS 4;Google Gemini | null | null | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | null | Clickup;GitHub | null | null | NA
NA | Discord;YouTube;Twitch | null | null | NA
NA | Yes | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Very favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | null | null | null | null | null | Debugging AI-generated code is more time-consuming | null | Yes, I use AI agents at work weekly | Yes, somewhat | IT operations;Marketing | Language processing;Vector databases for AI applications | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 7 |
7,139 | 7,140 | 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 | 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;Videos (not associated with specific online course or certification);Blogs or podcasts | 16 | Developer, full-stack | 20 to 99 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Easy-to-use API
NA | Security or privacy concerns
NA | Software Development | Recognition from leadership for your work
NA | Yes | I have somewhat considered changing my career and/or the industry I work in | 20 | null | Canada | CAD Canadian dollar | 133,000 | Yes | Go;HTML/CSS;Java | Go;HTML/CSS;Java | Go;HTML/CSS;Java | NA
NA | Yes | BigQuery;Cloud Firestore | BigQuery;Cloud Firestore | BigQuery;Cloud Firestore | NA
NA | Yes | Digital Ocean;Google Cloud;Kubernetes;Microsoft Azure;Terraform | Ansible;Digital Ocean;Google Cloud;Terraform | Digital Ocean;Google Cloud;Terraform | NA
NA | Yes | null | null | null | GWT
NA | Yes | Cursor;Eclipse;IntelliJ IDEA;Sublime Text;Visual Studio Code;Windsurf | Cursor;Eclipse;Sublime Text;Visual Studio Code | Cursor;Eclipse;Sublime Text;Visual Studio Code | NA
NA | Large Language Model;RAG;Google Gemini | Large Language Model;RAG;Google Gemini | Large Language Model;RAG;Google Gemini | null | null | Windows | Windows | Confluence;GitHub;Google Workspace;Jira;Obsidian | Confluence;GitHub;Google Workspace;Jira;Obsidian | Confluence;GitHub;Google Workspace;Jira;Obsidian | NA
NA | Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn | Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn | Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);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 | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | null | null | Neutral | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Somewhat distrust | Good, but not great at handling complex tasks | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Deployment and monitoring;Predictive analytics | Committing and reviewing code | null | Testing code | AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving | No. I recently understand for myself what it is via Cursor IDE, but there's no way you can "just go with it" | Yes, I use AI agents at work weekly | Yes, to a great extent | Software engineering;Business process automation;IT operations;Customer service support;Marketing;Cybersecurity | Integration with external agents and APIs;Personalized agent creation | AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team. | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively. | null | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult. | null | null | null | null | null | null | null | ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot | null | When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | Problem solving, adapting, communicating, learning how to apply new tools | 97,035 | 8 |
7,140 | 7,141 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 10 | 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 | Stack Overflow or Stack Exchange | 10 | Developer, full-stack | 100 to 499 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Customizable and manageable codebase
NA | Availability of better alternatives
NA | Energy | 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 |
7,141 | 7,142 | I code primarily as a hobby | Prefer not to say | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 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 |
7,142 | 7,143 | 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) | 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);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 | Other online resources (e.g. standard search, forum, online community) | 14 | Developer, back-end | 100 to 499 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,143 | 7,144 | 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.) | 7 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps | 10 | Developer, embedded applications or devices | Less than 20 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Reliability and low latency
NA | Inefficient or time-costly
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 |
7,144 | 7,145 | 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 | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Coding Bootcamp;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | School (i.e., University, College, etc) | 2 | Developer, full-stack | null | null | null | null | School | null | null | null | null | Yes | I have neither consider or transitioned into a new career or industry | 5 | null | Philippines | PHP Philippine peso | 10,000 | 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 | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies;Other (write in): | null | Writing code;Creating or maintaining documentation | Generating content or synthetic data | Deployment and monitoring;Predictive analytics | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 176 | null |
7,145 | 7,146 | 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 |
7,146 | 7,147 | I am a developer by profession | 35-44 years old | Professional degree (JD, MD, Ph.D, Ed.D, 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 |
7,147 | 7,148 | I am a developer by profession | 35-44 years old | Some college/university study without earning a degree | 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 |
7,148 | 7,149 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 45-54 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 |
7,149 | 7,150 | 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 | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps | 14 | Developer, mobile | 10,000 or more employees | Individual contributor | In-person | No | Work | Reputation for quality
NA | Poor usability
NA | Manufacturing | null | No | I have neither consider or transitioned into a new career or industry | null | null | China | CNY Chinese Yuan Renminbi | 300,000 | Yes | Bash/Shell (all shells);C++;Groovy;Java;Kotlin;Python | C++;Java;Kotlin;Python | C++;Java;Kotlin;Python | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Android Studio;IntelliJ IDEA;PyCharm;Vim;Visual Studio Code | Android Studio | Android Studio | NA
NA | null | null | null | null | null | Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL) | Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL) | GitHub;Jira;Markdown File | GitHub;Jira;Markdown File | GitHub;Jira;Markdown File | NA
NA | Stack Overflow;Reddit | Stack Overflow;Reddit | Stack Overflow;Reddit | NA
NA | Yes | Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models) | Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models) | Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models) | NA
NA | Yes | A few times per week | Between 10 and 15 years | Less than once per month or monthly | Chat (people);Long-form articles;Videos;Chat (bot/AI) | null | Yes, somewhat | Rarely, almost never | Yes, I use AI tools weekly | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | null | null | null | null | null | null | NO | 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 | When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | null | 41,786 | 5 |
7,150 | 7,151 | I am a developer by profession | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | null | 33 | 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 | 43 | 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 |
7,151 | 7,152 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | Caring for dependents (children, elderly, etc.) | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);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 | Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | 10 | Developer, back-end | 10,000 or more employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,152 | 7,153 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | None of the above | 36 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);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 | 36 | 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 |
7,153 | 7,154 | I am a developer by profession | 18-24 years old | Other (please specify): | 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 | 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 |
7,154 | 7,155 | 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.) | Student | Attending school (full-time);Engaged in paid work (less than 10 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 for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc) | 11 | Student | 10,000 or more employees | Individual contributor | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,155 | 7,156 | 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 | 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) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 20 | Developer, full-stack | 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 | Prohibitive pricing
NA | Software Development | Control over the level of quality in projects
NA | No | I have somewhat considered changing my career and/or the industry I work in | null | null | Estonia | EUR European Euro | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | Infrequently, less than once per year | Between 5 and 10 years | Infrequently, less than once per year | Long-form articles;Chat (bot/AI) | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 7 |
7,156 | 7,157 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Not employed | None of the above | 16 | 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 | Developer, desktop or enterprise applications | null | null | null | null | Personal Project | Costs are manageable
NA | Security or privacy concerns
NA | null | null | No | I have transitioned into a new career and/or industry involuntarily | 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 | 5 |
7,157 | 7,158 | 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 | 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 for my personal curiosity and/or hobbies | Other online resources (e.g. standard search, forum, online community) | 16 | Developer, back-end | Less than 20 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Reputation for quality
NA | Security or privacy concerns
NA | Banking/Financial Services | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | 5 | null | Sweden | SEK Swedish krona | 840,000 | 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 daily | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning new concepts or technologies | Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in): | Learning about a codebase;Writing code;Debugging or fixing code;Testing code | null | Search for answers | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively. | null | I have concerns about the security and privacy of data when using AI agents. | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | Understanding business needs | 88,050 | 10 |
7,158 | 7,159 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 7 | null | null | 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 |
7,159 | 7,160 | 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 (10-19 hours per week) | 25 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Coding Bootcamp | 15 | Developer, full-stack | Less than 20 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 |
7,160 | 7,161 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | null | 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 for my personal curiosity and/or hobbies | null | 15 | Developer, desktop or enterprise applications | 20 to 99 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,161 | 7,162 | 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.) | 17 | 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);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 | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,162 | 7,163 | I am a developer by profession | 35-44 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.) | 21 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,163 | 7,164 | 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 | 6 | 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 | 10 | Developer, desktop or enterprise applications | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Personal Project | null | null | Healthcare | Solving real-world problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | null | null | Germany | EUR European Euro | 91,000 | Yes | Dart;Java;SQL | Dart;Go;Java;SQL | Dart;Java;SQL | NA
NA | Yes | H2;Oracle;PostgreSQL | Cloud Firestore;H2;PostgreSQL | H2;PostgreSQL | NA
NA | Yes | Docker;Gradle;Pacman | Docker;Gradle;Pacman;Podman | Docker;Gradle;Pacman | NA
NA | Yes | Spring Boot;WordPress | Spring Boot | Spring Boot | NA
NA | Yes | Eclipse;IntelliJ IDEA;Notepad++;VSCodium | IntelliJ IDEA;Notepad++;VSCodium | IntelliJ IDEA;Notepad++;VSCodium | NA
NA | Large Language Model | Large Language Model | Large Language Model | null | null | Arch | Windows | GitHub;GitLab;Jira | GitHub;GitLab;Jira | GitHub;GitLab;Jira | NA
NA | Stack Overflow;YouTube;LinkedIn | Stack Overflow;YouTube;LinkedIn | Stack Overflow;YouTube;LinkedIn | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Less than once per month or monthly | Lists of recommendations (tools, frameworks, technologies, etc.) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools weekly | Favorable | Somewhat trust | Bad at handling complex tasks | Search for answers | Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies | Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code | Documenting code;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite | no | No, but I plan to | Not at all or minimally | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents. | null | Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | problem solving, architetcutre, integrating different IT solutions, understanding domain | 105,573 | 8 |
7,164 | 7,165 | 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 | 20 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Videos (not associated with specific online course or certification) | 25 | Product manager | 10,000 or more 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 | Security or privacy concerns
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 4 | null | United States of America | USD United States dollar | 230,000 | Yes | Bash/Shell (all shells);C;C#;C++;PowerShell;Python | Bash/Shell (all shells);C;C#;C++;PowerShell | Bash/Shell (all shells);C;C#;C++;PowerShell | NA
NA | Yes | Microsoft Access;Microsoft SQL Server;SQLite | SQLite | SQLite | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Jupyter Notebook/JupyterLab;Notepad++;Visual Studio | Claude Code;Cline and/or Roo;Cursor;Neovim;Notepad++;Visual Studio;Visual Studio Code | Notepad++;Visual Studio | NA
NA | null | null | null | null | null | Windows;Android;Linux (non-WSL);Red Hat;ChromeOS | Windows;Windows Subsystem for Linux (WSL) | Confluence;Jira;Markdown File | Confluence;Jira;Markdown File | Confluence;Jira;Markdown File | NA
NA | Stack Overflow;Stack Exchange;YouTube | Stack Overflow;Stack Exchange;YouTube | Stack Overflow;Stack Exchange;YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models) | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models) | NA
NA | Yes | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | Less than once per month or monthly | Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.) | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | I don't use AI or AI-enabled tools | No, but I plan to soon | Indifferent | Somewhat distrust | I don't use AI tools for complex tasks / I don't know | Debugging or fixing code | Committing and reviewing code;Deployment and monitoring;Predictive analytics | Project planning;Writing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation | Learning about a codebase;Documenting 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 don’t use AI tools regularly;It’s hard to understand how or why the code works | no | No, but I plan to | Not at all or minimally | 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.;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.;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 don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | understanding to be able to sanity-check | 230,000 | 8 |
7,165 | 7,166 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week);Attending school (part-time) | 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);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community) | 7 | Developer, full-stack | 100 to 499 employees | Individual contributor | In-person | No | Work | Reputation for quality
NA | Security or privacy concerns
NA | Manufacturing | Job stability and career growth with a single employer
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 | 7 |
7,166 | 7,167 | 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 | No, I didn't spend time learning in the past year | null | 5 | Developer, mobile | Less than 20 employees | Individual contributor | In-person | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | null | null | Software Development | null | I'm not sure | I have neither consider or transitioned into a new career or industry | 6 | 8 | Afghanistan | USD United States dollar | 5,200 | null | null | null | null | 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 | Daily or almost daily | Between 5 and 10 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 | 5,200 | 5 |
7,167 | 7,168 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week) | 6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,168 | 7,169 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 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 |
7,169 | 7,170 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 6 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 7 | Developer, full-stack | 5,000 to 9,999 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,170 | 7,171 | 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 | Attending school (part-time) | 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);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);School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Books / Physical media;School (i.e., University, College, etc) | 25 | Developer, full-stack | null | null | null | No | Work | Costs are manageable
NA | Security or privacy concerns
NA | Software Development | Job stability and career growth with a single employer
NA | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | 10 | 6 | Spain | EUR European Euro | null | Yes | C;C++;HTML/CSS;JavaScript;PHP;Python;SQL | C#;Kotlin;Lisp;Prolog | null | NA
NA | Yes | MySQL;PostgreSQL | Elasticsearch | null | NA
NA | Yes | Amazon Web Services (AWS);Homebrew;npm;Pip;Webpack | null | null | NA
NA | Yes | jQuery;Laravel;Next.js;Node.js;Symfony;Vue.js;WordPress | null | null | NA
NA | Yes | Claude Code;Cursor;PhpStorm;PyCharm;Visual Studio;Visual Studio Code;Xcode | null | null | NA
NA | null | null | null | null | null | Windows;MacOS;iOS;iPadOS | Windows;MacOS;Ubuntu | Jira;Miro;Notion;Trello | null | null | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack;Medium | null | null | NA
NA | Yes | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI Reasoning models | null | null | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | Videos;Coding challenges;Logic games/puzzles;Direct messaging of users;Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | More than half the time | Yes, I use AI tools daily | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Deployment and monitoring | Committing and reviewing code | null | null | AI solutions that are almost right, but not quite | null | No, but I plan to | Yes, to a great extent | 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.;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 have concerns about the security and privacy of data when using AI agents. | I am concerned about the accuracy of the information provided by AI agents. | null | null | null | null | null | null | null | null | 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 | Supervise what AI does | null | 6 |
7,171 | 7,172 | 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 | 12 | 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 | 17 | Developer, full-stack | 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 | Other: | Autonomy and trust to manage your own tasks
NA | No | I have neither consider or transitioned into a new career or industry | null | null | United States of America | USD United States dollar | 146,000 | Yes | Bash/Shell (all shells);C;GDScript;HTML/CSS;JavaScript;Lisp;PHP;Ruby;SQL;TypeScript | Bash/Shell (all shells);GDScript;HTML/CSS;JavaScript;Lisp;Ruby;SQL;TypeScript | Bash/Shell (all shells);GDScript;HTML/CSS;JavaScript;Lisp;Ruby;SQL;TypeScript | NA
NA | Yes | MySQL | MySQL | MySQL | NA
NA | No | null | null | null | NA
NA | Yes | jQuery;React;Ruby on Rails | React;Ruby on Rails | React;Ruby on Rails | NA
NA | Yes | Neovim;Visual Studio Code | null | null | Emacs
Emacs | hostinger | null | null | null | null | Debian | MacOS | GitHub | null | null | NA
NA | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | Less than once every 2 - 3 months | null | null | No, not at all | I don't use AI or AI-enabled tools | No, and I don't plan to | Very unfavorable | Highly distrust | I don't use AI tools for complex tasks / I don't know | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | null | null | 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 | The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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 | 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 want to compare different solutions;When I need help fixing complex or unfamiliar code | Solving problems that are more complex than "calculate pi" | 146,000 | 10 |
7,172 | 7,173 | 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.) | 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);Books / Physical media;Technical documentation (is generated for/by the tool or system) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 10 | Developer, full-stack | 100 to 499 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 | Connected to an open-source project
NA | Security or privacy concerns
NA | Healthcare | Solving real-world problems
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 10 | United States of America | USD United States dollar | 130,000 | Yes | C;Java;JavaScript;SQL;TypeScript;Gleam | C;Elixir;Erlang;Java;JavaScript;Rust;Scala;SQL;TypeScript;Zig;Gleam | C;Java;JavaScript;SQL;TypeScript;Gleam | purescript
purescript | Yes | MariaDB;MongoDB;MySQL;Redis;SQLite | PostgreSQL;Redis | Redis | NA
NA | Yes | Docker;Gradle;Homebrew;Make;npm;Pacman;Pip;Splunk | Bun;Cargo;Docker;Make;npm;Pacman;Podman | Docker;Make;npm;Pacman | NA
NA | Yes | Angular;Express;Node.js | Angular;Express;Node.js;Phoenix;Axum | Angular;Express;Node.js | NA
lustre | Yes | IntelliJ IDEA;Neovim;Notepad++;Vim;Visual Studio Code | Neovim;Vim;Visual Studio Code | Neovim;Vim;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Fedora | MacOS;Fedora | Confluence;GitHub;GitLab;Jira;Markdown File | GitHub;GitLab;Markdown File;Obsidian;Trello | GitHub;GitLab;Markdown File | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Substack | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Substack | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 5 and 10 years | Infrequently, less than once per year | Chat (people);Long-form articles;Coding challenges;Logic games/puzzles | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | I don't use AI or AI-enabled tools | Yes, I use AI tools monthly or infrequently | Unfavorable | Somewhat distrust | Bad at handling complex tasks | null | Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Documenting code;Search for answers;Generating content or synthetic data;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 | hell no | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | 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.;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 don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify): | UI/UX, troubleshooting, highly specified knowledge, translating customer requests to actionable changes ie understanding what end users really need vs just making what they say they want | 130,000 | 8 |
7,173 | 7,174 | I am a developer by profession | 35-44 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.) | 15 | 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);Games or coding challenges | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 20 | Architect, software or solutions | null | null | null | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | 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 |
7,174 | 7,175 | 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 | 24 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange | 40 | Data scientist | 100 to 499 employees | Individual contributor | 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 |
7,175 | 7,176 | 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 | 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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;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);Colleague or on-the-job training | 13 | Developer, back-end | 20 to 99 employees | Individual contributor | Remote | No | Personal Project | Easy-to-use API
NA | Outdated or obsolete technology or features
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 5 | Turkey | USD United States dollar | 90,000 | Yes | Bash/Shell (all shells);Go;Java | Go | Go | NA
NA | Yes | H2;Microsoft SQL Server;MongoDB | Redis | null | NA
NA | Yes | Docker;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure | Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes | Docker;Homebrew;Kubernetes | NA
NA | Yes | Spring Boot | null | null | Gorilla/Mux
NA | Yes | IntelliJ IDEA;Visual Studio Code | Cursor;Visual Studio Code | Visual Studio Code | NA
NA | Google Gemini | Google Gemini | Google Gemini | null | null | MacOS | MacOS | Confluence;GitHub;Jira | GitHub | GitHub | NA
NA | Stack Overflow;Stack Exchange;Reddit;Hashnode;X;LinkedIn | Reddit;Hashnode;X;LinkedIn | Reddit;Hashnode;X;LinkedIn | NA
NA | Yes | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models | Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Infrequently, less than once per year | Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | 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 | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Predictive analytics;Search for answers | null | Project planning;Committing and reviewing code | Learning new concepts or technologies | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation | AI solutions that are almost right, but not quite | Vibe coding is part of it. | No, but I plan to | Yes, to a great extent | null | null | null | null | null | null | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult. | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | null | When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code | Soft skills: communication, building trust among people.
Hard skills: computer science fundamentals. | 90,000 | null |
7,176 | 7,177 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 35-44 years old | Some college/university study without earning a degree | Employed | null | 21 | 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;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 | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Books / Physical media | 35 | Senior executive (C-suite, VP, etc.) | 100 to 499 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 | 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 |
7,177 | 7,178 | I work with developers or my work supports developers but am not a developer by profession | 45-54 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | None of the above | 30 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | 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) | 40 | DevOps engineer or professional | 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 |
7,178 | 7,179 | I am a developer by profession | 25-34 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | None of the above | 12 | 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 |
7,179 | 7,180 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Attending school (part-time) | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools 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);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media | 5 | Developer, full-stack | 20 to 99 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 | null | null | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,180 | 7,181 | 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 | 1 | 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 |
7,181 | 7,182 | 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) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange | 5 | Developer, full-stack | 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 |
7,182 | 7,183 | I am a developer by profession | 25-34 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) | 13 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | null | 15 | Developer, back-end | 20 to 99 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,183 | 7,184 | 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) | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types) | 9 | Developer, full-stack | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Remote | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,184 | 7,185 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | Volunteering (regularly) | 7 | 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 |
7,185 | 7,186 | 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 | 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;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 | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | 18 | Developer, mobile | 20 to 99 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,186 | 7,187 | I am a developer by profession | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 17 | null | null | 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 |
7,187 | 7,188 | 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 | 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 | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 13 | Senior executive (C-suite, VP, etc.) | Less than 20 employees | People manager | Your choice (very flexible, you can come in when you want or just as needed) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Robust and complete API
NA | Prohibitive pricing
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 | 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 |
7,188 | 7,189 | 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) | 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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Other (please specify):;School (i.e., University, College, etc) | 7 | Developer, full-stack | 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 |
7,189 | 7,190 | I code primarily as a hobby | 35-44 years old | Some college/university study without earning a degree | Not employed | Volunteering (regularly) | null | null | null | 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 |
7,190 | 7,191 | I am a developer by profession | 25-34 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | None of the above | 9 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification) | 14 | Data scientist | 10,000 or more employees | 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 |
7,191 | 7,192 | I code primarily as a hobby | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time) | 1 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 3 | Developer, full-stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,192 | 7,193 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week) | 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);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;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community) | 5 | Developer, full-stack | Less than 20 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Reliability and low latency
NA | Security or privacy concerns
NA | Software Development | Developing specialized expertise
NA | No | I have strongly considered changing my career and/or the industry I work in | 7 | 4 | Zambia | ZMW Zambian kwacha | 78,000 | Yes | Bash/Shell (all shells);Dart;Elixir;Erlang;HTML/CSS;JavaScript;PHP;Python;SQL | Elixir;Erlang | Elixir;Erlang | NA
NA | Yes | Firebase Realtime Database;MariaDB;PostgreSQL | PostgreSQL;SQLite;Supabase | PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Firebase;npm;Pip;pnpm;Supabase;Vercel;Vite;Yarn | Amazon Web Services (AWS);APT;Cloudflare;Docker;pnpm;Podman;Supabase | Amazon Web Services (AWS);APT;Cloudflare;Docker;pnpm;Supabase | NA
NA | Yes | Django;Phoenix | Angular;Phoenix | Phoenix | NA
NA | Yes | Claude Code;Cursor;Nano;Neovim;Sublime Text;Visual Studio Code;VSCodium;Windsurf;Zed | Claude Code;Neovim;VSCodium;Windsurf;Zed | Claude Code;Neovim;VSCodium;Windsurf;Zed | NA
NA | Tailwind CSS 4;Google Gemini | Tailwind CSS 4;Google Gemini | Tailwind CSS 4;Google Gemini | null | null | Windows Subsystem for Linux (WSL);Fedora;Pop!_OS | Windows Subsystem for Linux (WSL);Pop!_OS | GitHub;GitLab | GitHub;GitLab | GitHub;GitLab | NA
NA | Stack Overflow;Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;Substack | Stack Overflow;Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;Substack | Stack Overflow;Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;Substack | NA
NA | Yes | Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models | Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models | Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Yes | Less than once per month or monthly | Between 3 and 5 years | Infrequently, less than once per year | Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | Less than half of the time | Yes, I use AI tools weekly | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Writing code;Creating or maintaining documentation | null | Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies | Learning about a codebase;Project planning;Documenting code;Testing code;Predictive analytics | Debugging or fixing code;Search for answers;Generating content or synthetic data | AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving | No | No, but I plan to | Not at all or minimally | null | null | null | null | null | null | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively. | The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | I am concerned about the accuracy of the information provided by AI agents. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code | null | 3,334 | 6 |
7,193 | 7,194 | 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 | Caring for dependents (children, elderly, etc.) | 17 | 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 | 17 | Developer, full-stack | null | null | null | No | Work | Other (please specify):
I don't endorse shit | null | Government | 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 |
7,194 | 7,195 | I am a developer by profession | 18-24 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 | 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 for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps | 3 | Developer, back-end | 20 to 99 employees | Individual contributor | In-person | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Reliability and low latency
NA | Prohibitive pricing
NA | Banking/Financial Services | Control over the level of quality in projects
NA | No | I have transitioned into a new career and/or industry voluntarily | 2 | 2 | United Arab Emirates | INR Indian rupee | 32 | Yes | C#;Dart;HTML/CSS;JavaScript | null | null | NA
NA | Yes | MySQL | null | null | 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 | Infrequently, less than once per year | Direct messaging of users | null | Yes, definitely | Rarely, almost never | null | null | null | null | null | null | null | null | null | null | null | null | 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 |
7,195 | 7,196 | I am a developer by profession | 35-44 years old | Some college/university study without earning a degree | Employed | None of the above | 12 | 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 for my personal curiosity and/or hobbies | null | 14 | Developer, back-end | Less than 20 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 | Prohibitive pricing
NA | Software Development | Competitive pay and benefits
NA | No | I have strongly considered changing my career and/or the industry I work in | null | null | Latvia | EUR European Euro | 57,000 | Yes | Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript | Go;PHP;Rust;TypeScript | Go;PHP;TypeScript | NA
NA | Yes | Elasticsearch;MariaDB;MySQL;Redis;SQLite | MariaDB;PostgreSQL;Redis;SQLite | MariaDB;Redis;SQLite | Meilisearch
Meilisearch | Yes | Ansible;APT;Cargo;Composer;Docker;npm;Podman;Vite;Webpack;Yarn | Ansible;Cargo;Composer;Docker;Podman;Vite | Ansible;Cargo;Composer;Docker;Podman;Vite | NA
Nomad | Yes | jQuery;Laravel;Vue.js | Symfony;Vue.js | Vue.js | NA
NA | Yes | Neovim;PhpStorm;Vim;Visual Studio Code | Neovim;PhpStorm;RustRover | Neovim;PhpStorm | GoLand
GoLand | Large Language Model | null | null | null | null | Linux (non-WSL) | Linux (non-WSL) | GitHub;GitLab;Jira;Markdown File;Wikis | null | null | NA
NA | Discord;Reddit;GitHub (public projects, not private repos);YouTube | GitHub (public projects, not private repos) | GitHub (public projects, not private repos) | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models) | Anthropic: Claude Sonnet;Mistral AI models | Anthropic: Claude Sonnet | NA
NA | Yes | Less than once per month or monthly | Between 10 and 15 years | Less than once every 2 - 3 months | null | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | Rarely, almost never | Yes, I use AI tools daily | Unsure | Highly distrust | Bad at handling complex tasks | Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies | Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Learning about a codebase;Project planning;Documenting code;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 | No | Yes, I use AI agents at work daily | Not at all or minimally | Software engineering | null | AI agents have accelerated my learning about new technologies or codebases. | 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 helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team. | null | null | 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. | 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. | 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 | Redis | null | null | null | Sentry;Grafana + Prometheus | null | ChatGPT;GitHub Copilot | JetBrains AI Assistant, JetBrains Junie, Windsurf (previously Codeium) | When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem | Why would the skills change? Good devs will remain good devs, bad devs will remain bad devs. The only difference is that bad devs will churn out code much more quickly (not necessarily a good thing). | 66,128 | 7 |
7,196 | 7,197 | I am a developer by profession | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | null | 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 for my personal curiosity and/or hobbies | Other (please specify): | 16 | Developer, back-end | null | null | null | 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 |
7,197 | 7,198 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., 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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools 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);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange | 5 | AI/ML engineer | null | null | null | null | Personal Project | null | Poor usability
NA | null | Collaboration and support from a team
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 | 9 |
7,198 | 7,199 | 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 | 14 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training | 22 | Developer, full-stack | 10,000 or more employees | Individual contributor | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7,199 | 7,200 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Not employed | None of the above | 1 | 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | 5 | 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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