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5,100 | 5,101 | I am learning to code | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | None of the above | null | Yes, I am new to coding or currently a student | School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Coding Bootcamp | 2 | Developer, front-end | null | null | null | null | Work | Reliability and low latency
NA | Lack of AI or AI agents
NA | null | null | No | I have transitioned into a new career and/or industry voluntarily | null | null | India | INR Indian rupee | null | Yes | null | null | null | NA
NA | Yes | MySQL | MySQL | MySQL | NA
NA | Yes | npm | npm | npm | NA
NA | No | null | null | null | NA
NA | Yes | Android Studio | null | null | NA
NA | null | null | null | null | null | Windows | null | null | null | null | NA
NA | GitHub (public projects, not private repos) | GitHub (public projects, not private repos) | GitHub (public projects, not private repos) | NA
NA | Yes | openAI GPT (chatbot models) | null | null | NA
NA | Yes | Less than once per month or monthly | Less than one year | A few times per week | Chat (people) | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not at all | About half of the time | Yes, I use AI tools weekly | Indifferent | Neither trust nor distrust | Good, but not great at handling complex tasks | Testing code | null | null | null | null | Debugging AI-generated code is more time-consuming | null | Yes, I use AI agents at work weekly | Yes, somewhat | Software engineering;IT operations | Vector databases for AI applications | AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases. | 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.;Write in the most significant benefit if not listed above. | AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively. | 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 | GitHub MCP Server;ChromaDB | null | Amazon Bedrock Agents | null | Adversarial Robustness Toolbox (ART) | null | AgentGPT | null | When I need help fixing complex or unfamiliar code | null | null | null |
5,101 | 5,102 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 7 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Colleague or on-the-job training;Stack Overflow or Stack Exchange | 13 | Developer, full-stack | 100 to 499 employees | Individual contributor | Remote | No | Work | Robust and complete API
NA | Security or privacy concerns
NA | Government | Innovation through solving challenging and complex problems
NA | I'm not sure | I have transitioned into a new career and/or industry voluntarily | 6 | null | United States of America | USD United States dollar | 120,000 | Yes | Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;PHP;Python;R;Ruby;SQL | null | null | NA
NA | Yes | MariaDB;MongoDB;MySQL | null | null | NA
NA | Yes | Amazon Web Services (AWS);Composer;Digital Ocean;Docker;Maven (build tool);npm;Pip;Terraform;Vite;Webpack;Yarn | null | null | NA
NA | Yes | jQuery;Laravel;Node.js;Ruby on Rails;Vue.js | FastAPI | null | NA
NA | Yes | Vim;Visual Studio Code | null | null | NA
NA | Tailwind CSS 4 | null | null | null | null | MacOS | MacOS | Airtable;Confluence;GitHub;GitLab;Trello | null | null | NA
NA | Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium | null | null | NA
NA | No | null | null | null | NA
NA | No | A few times per week | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | null | Directly open a Q&A post via search, documentation or a peer
NA | No, not at all | Rarely, almost never | Yes, I use AI tools monthly or infrequently | Favorable | Somewhat trust | Very well at handling complex tasks | Debugging or fixing code;Learning new concepts or technologies | Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data | Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation | null | null | AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works | No | No, and I don't plan to | No, but my development work has changed somewhat due to non-AI factors | null | null | null | null | null | null | null | null | 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 | 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. | null | null | null | null | null | null | null | null | null | When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | null | 120,000 | 8 |
5,102 | 5,103 | I am a developer by profession | 65 years or older | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Retired | Transitioning to retirement (gradually reducing work hours);Engaged in paid work (less than 10 hours per week) | 43 | 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) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange | 43 | Architect, software or solutions | 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 | Internet, Telecomm or Information Services | null | null | null | null | 4 | United States of America | USD United States dollar | null | Yes | Bash/Shell (all shells);C#;C++;Go;HTML/CSS;Java;JavaScript;Python;Rust;Swift | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | jQuery;Node.js | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | MacOS | null | null | null | null | NA
NA | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos) | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Multiple times per day | Between 5 and 10 years | Infrequently, less than once per year | null | null | Yes, somewhat | null | No, and I don't plan to | Indifferent | Neither trust nor distrust | I don't use AI tools for complex tasks / I don't know | null | null | null | null | null | null | null | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 8 |
5,103 | 5,104 | 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.) | 12 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community) | 22 | Engineering manager | 100 to 499 employees | People manager | 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 | Reliability and low latency
NA | Security or privacy concerns
NA | Fintech | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 5 | null | Singapore | SGD Singapore dollar | 300,000 | Yes | Bash/Shell (all shells);Go;Java;JavaScript;Kotlin;Scala | Scala | Scala | Terraform, YAML
Terraform, Haskell | Yes | Cassandra;Elasticsearch;MongoDB;PostgreSQL;Redis | Cassandra;Valkey | Cassandra | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Google Cloud;Homebrew;Kubernetes;Prometheus;Terraform | Homebrew;Kubernetes;Terraform | Homebrew;Kubernetes;Terraform | Opentofu
Opentofu | Yes | null | null | null | Akka HTTP
Pekko HTTP | Yes | IntelliJ IDEA;Visual Studio Code;Windsurf | IntelliJ IDEA;Visual Studio Code | IntelliJ IDEA;Visual Studio Code | NA
NA | null | null | null | null | null | MacOS;Android | MacOS;Android;Linux (non-WSL) | Confluence;Google Workspace;Jira;Markdown File | Confluence;Markdown File | Confluence;Markdown File | NA
NA | Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Medium | Stack Overflow | Stack Overflow | Mastodon
Mastodon | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | Long-form articles;Job board | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | Rarely, almost never | Yes, I use AI tools weekly | Unfavorable | Highly distrust | Very poor at handling complex tasks | 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;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation | 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 | No | 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. | 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.;Write in the most significant challenge if not listed above: | 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 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 | 234,337 | 8 |
5,104 | 5,105 | 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 | 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);Colleague or on-the-job training | 18 | Developer, back-end | 10,000 or more employees | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | No | Personal Project | Costs are manageable
NA | Prohibitive pricing
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | null | null | Czech Republic | CZK Czech koruna | 1,780,000 | Yes | C#;PowerShell | C#;Elixir;Erlang;F#;Python;Ruby | C# | NA
Clojure | Yes | Cosmos DB;Redis | null | null | NA
NA | Yes | Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet | Make | null | NA
NA | Yes | ASP.NET Core | Ruby on Rails | null | NA
NA | Yes | Sublime Text;Visual Studio;Visual Studio Code | Sublime Text | Sublime Text | Emacs
Emacs | null | null | null | null | null | Windows;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Fedora | Windows;Windows Subsystem for Linux (WSL) | Azure Devops;GitHub;Markdown File;Obsidian;Stack Overflow for Teams | GitHub;Markdown File;Obsidian;Stack Overflow for Teams | GitHub;Markdown File;Obsidian;Stack Overflow for Teams | NA
NA | Stack Overflow;Reddit;GitHub (public projects, not private repos);X;LinkedIn | Stack Overflow;Reddit;GitHub (public projects, not private repos);X;LinkedIn | Stack Overflow;Reddit;GitHub (public projects, not private repos);X;LinkedIn | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models) | null | null | NA
NA | Yes | Less than once every 2 - 3 months | Between 10 and 15 years | Infrequently, less than once per year | Chat (people);Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts | Ask a question
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 | null | null | null | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly | No. | Yes, I use AI agents at work monthly or infrequently | Not at all or minimally | Software engineering | null | 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.;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.;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 | null | null | null | null | null | null | null | GitHub Copilot;Microsoft Copilot;Perplexity | 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 | Collaboration, system design | 83,314 | 8 |
5,105 | 5,106 | 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 (less than 10 hours per week) | 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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 13 | Developer, back-end | 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 | Personal Project | Connected to an open-source project
NA | Prohibitive pricing
AI integration | Software Development | Working with new technologies and tools
NA | Yes | I have strongly considered changing my career and/or the industry I work in | 5 | 11 | United States of America | USD United States dollar | 34,000 | Yes | Bash/Shell (all shells);C;C#;C++;Elixir;Erlang;Go;HTML/CSS;JavaScript;MicroPython;Perl;PowerShell;Python;Gleam | Bash/Shell (all shells);C;Elixir;Erlang;Go;HTML/CSS;JavaScript;Perl;SQL;Gleam | Bash/Shell (all shells);C;Elixir;Erlang;Go;HTML/CSS;JavaScript;Perl;Gleam | Haskell
NA | Yes | Cloud Firestore;Firebase Realtime Database;Oracle;Redis;Valkey | Oracle;Redis;Valkey | Oracle;Redis;Valkey | NA
NA | Yes | APT;Cargo;Chocolatey;Docker;Firebase;Google Cloud;Make;npm;NuGet;Pip | IBM Cloud | null | NA
NA | Yes | Flask;Phoenix | Phoenix | Phoenix | NA
NA | Yes | Nano;Notepad++;Vim;Visual Studio Code;VSCodium | Nano;Visual Studio Code | Nano;Visual Studio Code | NA
NA | Large Language Model;Pydantic | null | null | null | null | Linux (non-WSL) | Windows;Ubuntu;Linux (non-WSL) | GitHub;Notion;Obsidian | null | null | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Medium | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos) | NA
NA | No | null | null | null | NA
NA | No | Multiple times per day | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | null | Answer a question
NA | No, not at all | I don't use AI or AI-enabled tools | No, and I don't plan to | Very unfavorable | Highly distrust | Very poor at handling complex tasks | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in): | null | null | null | 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 | 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. | 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 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 | Troubleshooting and deep understanding of complex coding problems involving algorithmic decision making | 34,000 | 7 |
5,106 | 5,107 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);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 | Blogs or podcasts | 9 | DevOps engineer or professional | 1,000 to 4,999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Costs are manageable
NA | Prohibitive pricing
NA | Other: | null | No | I have transitioned into a new career and/or industry voluntarily | 2 | 1 | Germany | EUR European Euro | 72,000 | Yes | Groovy;HTML/CSS;Java;Python;SQL;TypeScript | Elixir;Go;HTML/CSS;Java;Python;SQL;TypeScript;Gleam | HTML/CSS;Java;Python;SQL;TypeScript | NA
NA | Yes | Dynamodb;H2;MySQL;PostgreSQL;SQLite | Dynamodb;PostgreSQL;SQLite | Dynamodb;PostgreSQL;SQLite | NA
NA | Yes | Amazon Web Services (AWS);Docker;Gradle;npm;Pip;Terraform;Vite | Amazon Web Services (AWS);Ansible;Docker;Gradle;Kubernetes;npm;Pip;Terraform;Vite | Amazon Web Services (AWS);Docker;Gradle;npm;Pip;Terraform;Vite | NA
NA | Yes | Deno;NestJS;Node.js;React;Spring Boot | Deno;NestJS;Node.js;Phoenix;React;Spring Boot | Deno;NestJS;Node.js;React;Spring Boot | NA
NA | Yes | Cursor;IntelliJ IDEA;Neovim;Visual Studio Code | Claude Code;Cursor;IntelliJ IDEA;Neovim;Visual Studio Code | Cursor;IntelliJ IDEA;Neovim;Visual Studio Code | NA
NA | null | null | null | null | null | Pop!_OS | Linux (non-WSL) | GitLab;Jira;Markdown File;Miro | GitLab;Linear;Markdown File | GitLab;Markdown File | NA
NA | Stack Overflow | Stack Overflow | Stack Overflow | NA
NA | No | null | 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 | 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 daily | Very favorable | Somewhat trust | Bad at handling complex tasks | Writing code | Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation | Documenting code | null | Search for answers;Learning new concepts or technologies | Other (write in): | Unfortunately no | No, and I don't plan to | Yes, to a great extent | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | 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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | null | 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 | Testing and understanding humans | 83,531 | 10 |
5,107 | 5,108 | 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 | 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);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system) | 15 | Developer, desktop or enterprise applications | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Robust and complete API
NA | Inefficient or time-costly
NA | Software Development | Expert mentors
NA | No | I have neither consider or transitioned into a new career or industry | 5 | 2 | Germany | EUR European Euro | null | Yes | Bash/Shell (all shells);C;C++;Java;JavaScript;Python;SQL | Bash/Shell (all shells);C;C++;Python | Bash/Shell (all shells);C;C++;Python | NA
NA | Yes | SQLite | SQLite | SQLite | NA
NA | Yes | Maven (build tool) | null | null | NA
NA | Yes | jQuery | null | null | NA
NA | Yes | Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | c++23 | c++23 | c++23 | null | null | Ubuntu | Ubuntu;Debian | Confluence;GitHub;GitLab;Markdown File;Miro | Confluence;GitHub;GitLab;Markdown File;Miro | Confluence;GitHub;GitLab;Markdown File;Miro | NA
NA | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models) | Anthropic: Claude Sonnet | Anthropic: Claude Sonnet | NA
NA | Yes | A few times per week | 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 | Less than half of the time | Yes, I use AI tools daily | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | Writing code;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Project planning;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data | Learning about a codebase;Debugging or fixing code | null | null | AI solutions that are almost right, but not quite;Other (write in): | No. I only use it for snippets and still mainly write my own code. | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | The cost of using certain AI agent platforms is a barrier. | 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.;Write in the most significant challenge if not listed above: | 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;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | improving old code, writing performant/safety-critical/application-oriented code, finding the right technology, debugging, understanding other people's/AI's code | null | 7 |
5,108 | 5,109 | I am a developer by profession | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Student | Attending school (full-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 9 | Student | null | null | null | null | Personal Project | Robust and complete API
NA | Lack of or sub-par API
NA | null | Opportunities to mentor and lead junior-level coworkers
NA | No | I have strongly considered changing my career and/or the industry I work in | 4 | 7 | Netherlands | EUR European Euro | 0 | Yes | Ada;Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;Scala;TypeScript | Ada;Elixir;Erlang;Kotlin;Rust;TypeScript | Ada;Kotlin;Rust;TypeScript | NA
NA | No | null | null | null | NA
NA | Yes | Amazon Web Services (AWS);APT;Cargo;Cloudflare;Docker;Gradle;Homebrew;Make;Ninja;npm;Podman;Vercel;Webpack | Cargo;Cloudflare;Docker;Podman;Vercel | Cargo;Cloudflare;Docker;Podman;Vercel | nix
nix | Yes | Django;Next.js;Node.js;React;Spring Boot;Svelte | Next.js;React;Svelte | Next.js;React;Svelte | NA
NA | Yes | IntelliJ IDEA;Neovim;RustRover;Visual Studio Code;Zed | IntelliJ IDEA;RustRover;Visual Studio Code | IntelliJ IDEA;RustRover;Visual Studio Code | NA
NA | null | null | null | null | null | MacOS | MacOS | GitHub;GitLab;Obsidian | GitHub | GitHub | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos) | NA
NA | Yes | openAI GPT (chatbot models);openAI Reasoning models | openAI GPT (chatbot models);openAI Reasoning models | openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Yes | Less than once every 2 - 3 months | Between 5 and 10 years | Infrequently, less than once per year | Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts | Other (write in):
none of them | No, not really | I don't use AI or AI-enabled tools | Yes, I use AI tools weekly | Favorable | Somewhat distrust | Bad at handling complex tasks | Writing code;Search for answers | Project planning;Testing code;Deployment and monitoring;Predictive analytics | Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation | Documenting code;Learning new concepts or technologies | Learning about a codebase;Generating content or synthetic data | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving | no | No, and I don't 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.;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. | Integrating AI agents with my existing tools and workflows can be difficult. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I 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 | true understanding of the code | null | 3 |
5,109 | 5,110 | 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) | 25 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools 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) | 30 | Developer, mobile | 1,000 to 4,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reliability and low latency
Focused on issue to solve, not too general | Ethical concerns
NA | Fintech | Innovation through solving challenging and complex problems
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 30 | 6 | Canada | CAD Canadian dollar | null | Yes | Go;Python;Swift | null | null | NA
NA | Yes | DuckDB;SQLite | Supabase | null | NA
NA | Yes | Docker;Firebase;Google Cloud;Kubernetes;Make;Splunk;Supabase | Datadog;Podman | null | NA
NA | No | null | null | null | NA
NA | Yes | Jupyter Notebook/JupyterLab;Visual Studio;Xcode | Windsurf | null | NA
NA | SwiftData;RAG;Google Gemini | c++23 | null | null | null | MacOS;iOS;Linux (non-WSL);Arch | MacOS | GitHub;Jira;Linear;Markdown File;Notion | null | null | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn | null | null | NA
NA | Yes | Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;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 | Less than once every 2 - 3 months | null | Ask a question
NA | Neutral | Less than half of the time | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | null | null | null | Learning about a codebase;Debugging or fixing code;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 | null | Yes, I use AI agents at work weekly | Yes, somewhat | Software engineering | null | AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks. | null | AI agents have improved the quality of my code.;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 accelerated my learning about new technologies or codebases. | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;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. | null | LanceDB;ChromaDB;supabase;Pinecone | null | Vertex AI;Llama Index;Ollama;LangChain;LangGraph | null | Sentry | null | ChatGPT;Google Gemini;Perplexity | null | When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code | null | null | 7 |
5,110 | 5,111 | 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 | 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);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 online resources (e.g. standard search, forum, online community) | 24 | Developer, back-end | 10,000 or more employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Costs are manageable
NA | Prohibitive pricing
NA | Internet, Telecomm or Information Services | Competitive pay and benefits
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 8 | 2 | Hungary | HUF Hungarian forint | 13,500,000 | Yes | Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Perl;PHP;PowerShell;Python | Zig | null | tnsdl
NA | No | null | null | null | NA
NA | Yes | Kubernetes | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Windows | null | GitLab;Jira;Markdown File | null | null | NA
NA | Stack Overflow;YouTube | null | null | 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 | null | Browse content related to Q&A posts I recently viewed
NA | No, not at all | Rarely, almost never | Yes, I use AI tools monthly or infrequently | Favorable | Highly trust | Good, but not great at handling complex tasks | null | Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Writing code;Debugging or fixing code;Search for answers | null | null | AI solutions that are almost right, but not quite;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 | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier. | 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.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | integrating complex tasks | 39,037 | 2 |
5,111 | 5,112 | I am a developer by profession | 18-24 years old | Some college/university study without earning a degree | Employed | Attending school (part-time) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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 as required for my job or to benefit my career | null | 10 | Other (please specify): | 10,000 or more employees | Individual contributor | In-person | No | Work | Easy-to-use API
NA | Availability of better alternatives
NA | Other: | Innovation through solving challenging and complex problems
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 4 | 2 | Canada | CAD Canadian dollar | 52,000 | Yes | Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;MATLAB;Python;TypeScript | Bash/Shell (all shells);C#;C++;Python;Rust;SQL;TypeScript | Bash/Shell (all shells);C#;C++;Python;TypeScript | NA
NA | Yes | null | null | null | NA
NA | Yes | APT;Docker;npm;Pip | APT;Docker;Kubernetes;Ninja;NuGet;Pip | APT;Docker;Pip | NA
NA | Yes | Angular;AngularJS;ASP.NET Core | Angular | Angular | NA
NA | Yes | Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code | Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code | Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code | NA
NA | null | null | null | null | null | Ubuntu;Linux (non-WSL) | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Azure Devops;GitHub;GitLab;Google Colab;Markdown File | GitHub;GitLab;Markdown File | GitHub;GitLab;Markdown File | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube | NA
NA | Yes | openAI GPT (chatbot models) | openAI GPT (chatbot models) | openAI GPT (chatbot models) | NA
NA | Yes | Multiple times per day | Between 5 and 10 years | Infrequently, less than once per year | Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.) | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools daily | Indifferent | Somewhat distrust | Bad at handling complex tasks | Search for answers;Generating content or synthetic data | Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | Writing code;Documenting code;Debugging or fixing code | null | Learning new concepts or technologies | AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving | No. I mainly use AI to search for specific concepts or solutions to specific parts of the problem. AI tools are not deeply integrated into my workflow. My codebase is often too complex for AI to generate good code without being guided. | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | The cost of using certain AI agent platforms is a barrier. | It takes significant time and effort to learn how to use AI agents effectively. | I am concerned about the accuracy of the information provided by AI agents. | Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices | '- Complex problem solving, especially in engineering fields such as robotics, where there isn't much data for AI to learn from
- Good practices/coding conventions etc. and writing clean and effective code, since AI just gives what it sees the most common, which is not always the best
- High level software architecture planning | 37,938 | 6 |
5,112 | 5,113 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | None of the above | 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 required for my job or to benefit my career | Online Courses or Certification (includes all media types) | 19 | Developer, full-stack | null | null | null | No | Work | Reputation for quality
NA | Poor usability
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 5 | 5 | Czech Republic | CZK Czech koruna | 1,080,000 | Yes | HTML/CSS;JavaScript;PHP;SQL;TypeScript | HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript | HTML/CSS;JavaScript;PHP;SQL;TypeScript | NA
NA | Yes | MariaDB;MySQL;Redis | MariaDB;MySQL;Redis | MariaDB;MySQL;Redis | NA
NA | Yes | Cloudflare;Composer;Docker;New Relic;npm;Webpack | Cloudflare;Composer;Docker;New Relic;npm;Webpack | Cloudflare;Composer;Docker;New Relic;npm;Webpack | NA
NA | Yes | jQuery;Symfony;WordPress | Symfony | Symfony | NA
NA | Yes | Sublime Text;Visual Studio Code | PhpStorm;Visual Studio Code | Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian | Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian | GitHub;GitLab;Google Workspace;Jira | GitHub;GitLab;Google Workspace;Jira | GitHub;GitLab;Google Workspace;Jira | NA
NA | null | null | null | NA
NA | Yes | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models | openAI GPT (chatbot models);openAI Image generating models | NA
NA | Yes | Less than once per month or monthly | Between 5 and 10 years | Infrequently, less than once per year | null | Browse content related to Q&A posts I recently viewed
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 | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies | Project planning;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | null | null | Search for answers | Other (write in): | Not yet. I still code a lot and usually give examples or my own code to AI first. | No, and I don't plan to | Yes, to a great extent | null | null | null | null | null | null | 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. | 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. | 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’m stuck and can’t explain the problem;Other (please specify): | Problem solving, understanding the concepts, talking to stakeholders | 50,550 | 7 |
5,113 | 5,114 | 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 | 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;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training | 9 | Data engineer | 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 | Costs are manageable
NA | Prohibitive pricing
NA | Software Development | Expert mentors
NA | No | I have neither consider or transitioned into a new career or industry | 20 | 8 | United States of America | USD United States dollar | 180,000 | Yes | Bash/Shell (all shells);Go;Lua;Python;SQL | Bash/Shell (all shells);Go;HTML/CSS;Lua;Python;Rust;SQL;Zig;Mojo | Bash/Shell (all shells);Go;Lua;Python;SQL | NA
NA | Yes | DuckDB;MySQL;PostgreSQL;Snowflake;SQLite | DuckDB;PostgreSQL;Snowflake;SQLite;Cockroachdb | DuckDB;PostgreSQL;Snowflake;SQLite | NA
NA | Yes | APT;Cargo;Docker;Google Cloud;Homebrew;Kubernetes;Make;Pip;Poetry;Terraform | Amazon Web Services (AWS);Ansible;APT;Cargo;Docker;Google Cloud;Homebrew;Kubernetes;Podman;Terraform | APT;Cargo;Docker;Google Cloud;Homebrew;Kubernetes;Terraform | Just, uv, pyenv, mise/asdf, nix
Just, uv, mise/asdf, nix | Yes | Flask | FastAPI;Flask | Flask | NA
NA | Yes | Neovim;Vim | Neovim;Vim | Neovim;Vim | NA
NA | Large Language Model;RAG | Large Language Model;RAG | Large Language Model;RAG | null | null | MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);NixOS | MacOS;Ubuntu;Debian | Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File | Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File | Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File | NA
NA | Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube | Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube | Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | Less than once every 2 - 3 months | Between 5 and 10 years | Infrequently, less than once per year | null | Ask a question
NA | No, not really | Less than half of the time | Yes, I use AI tools daily | Favorable | Somewhat distrust | Good, but not great at handling complex tasks | Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Deployment and monitoring | Committing and reviewing code | null | Debugging or fixing code;Generating content or synthetic data | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | For small non-critical parts of the app or for mocks and prototyping | Yes, I use AI agents at work weekly | Yes, somewhat | Decision intelligence;Data and analytics;Marketing | MCP servers | AI agents have accelerated my learning about new technologies or codebases.;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 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 | null | null | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | Vertex AI;LangChain | null | null | null | ChatGPT;Claude Code;GitHub Copilot | null | When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | Architecture | 180,000 | 9 |
5,114 | 5,115 | I work with developers or my work supports developers but am not a developer by profession | 18-24 years old | Some college/university study without earning a degree | Student | Attending school (full-time) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 3 | Student | null | null | null | null | Personal Project | Connected to an open-source project
NA | Prohibitive pricing
NA | null | null | No | I have somewhat considered changing my career and/or the industry I work in | null | 4 | Bangladesh | BDT Bangladeshi taka | null | Yes | Bash/Shell (all shells);C;HTML/CSS;JavaScript;Lua;TypeScript | Bash/Shell (all shells);GDScript;HTML/CSS;JavaScript;Kotlin;Lua;Rust;TypeScript | Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;TypeScript | NA
NA | No | null | null | null | NA
NA | Yes | Cargo;Docker;Netlify;npm;Pip;Vite | Cargo;Docker;Gradle;Homebrew;Make;npm;Vite | Cargo;Docker;npm;Vite | NA
NA | Yes | Node.js | Node.js;React | Node.js | NA
NA | Yes | Android Studio;Neovim;Vim | Neovim | Neovim | NA
NA | null | null | null | null | null | MacOS;Android | null | GitHub;Markdown File;Obsidian | GitHub;Markdown File | GitHub;Markdown File | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium | Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube | Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube | NA
NA | No | null | null | null | NA
NA | No | A few times per week | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | Long-form articles | null | No, not really | Rarely, almost never | Yes, I use AI tools monthly or infrequently | Favorable | Somewhat distrust | Good, but not great at handling complex tasks | Search for answers | Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation | Project planning;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No | No, and I don't plan to | Yes, somewhat | 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.;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. | 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 need help fixing complex or unfamiliar code | Ability to use & integrate AI tools efficiently | null | null |
5,115 | 5,116 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | Attending school (part-time) | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Games or coding challenges;School (i.e., University, College, etc);Other (please specify): | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Colleague or on-the-job training | 9 | Other (please specify): | 100 to 499 employees | Individual contributor | Remote | No | Personal Project | Reliability and low latency
NA | Prohibitive pricing
NA | Other: | You like your manager
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 5 | 4 | Romania | RON Romanian leu | 84,000 | Yes | Bash/Shell (all shells);C;C#;C++;Dart;GDScript;HTML/CSS;Java;JavaScript;MATLAB;PowerShell;Python;SQL | Bash/Shell (all shells);C;C++;Dart;GDScript;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL | Bash/Shell (all shells);C;C++;Dart;GDScript;HTML/CSS;Java;JavaScript;Python;SQL | NA
NA | No | null | null | null | NA
NA | Yes | APT;Make;Maven (build tool);Pacman;Pip | APT;Docker;Make;Maven (build tool);Pacman;Pip | APT;Make;Maven (build tool);Pacman;Pip | NA
NA | Yes | jQuery | Angular;Django;jQuery;Spring Boot;Svelte | jQuery | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Debian;Linux (non-WSL);Arch | Windows | GitHub;Markdown File | GitHub;GitLab;Markdown File | GitHub;Markdown File | NA
NA | Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium | 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 | Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | 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 | No, and I don't plan to | Favorable | Somewhat trust | I don't use AI tools for complex tasks / I don't know | null | Learning about a codebase;Project planning;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 new concepts or technologies | Writing code;Search for answers | 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 | 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 | 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 | Critical Thinking and Industry / Field Knowledge | 19,299 | 8 |
5,116 | 5,117 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 10 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training | 20 | Developer, full-stack | 20 to 99 employees | People manager | Hybrid (some in-person, leans heavy to flexibility) | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Easy-to-use API
NA | Outdated or obsolete technology or features
NA | Software Development | Recognition from peers for your work
NA | Yes | I have somewhat considered changing my career and/or the industry I work in | 4 | null | Italy | EUR European Euro | null | Yes | Bash/Shell (all shells);C;C#;C++;Go;Groovy;HTML/CSS;Java;JavaScript;MATLAB;PHP;PowerShell;Python;SQL;TypeScript | Bash/Shell (all shells);C#;Go;PowerShell;Python;SQL | Bash/Shell (all shells);C#;Go;PowerShell;Python;SQL | NA
NA | Yes | Cosmos DB;Elasticsearch;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite | Elasticsearch;MongoDB;PostgreSQL;Redis | Elasticsearch;MongoDB;PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Prometheus | Amazon Web Services (AWS);Ansible;Datadog;Docker;Google Cloud;Kubernetes;Microsoft Azure;Prometheus | Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Microsoft Azure;Prometheus | NA
NA | Yes | Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;Drupal;jQuery;Node.js;Spring Boot;WordPress | null | null | NA
NA | Yes | Android Studio;Eclipse;IntelliJ IDEA;Nano;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code | Android Studio;Notepad++;Visual Studio;Visual Studio Code | Android Studio;Notepad++;Visual Studio;Visual Studio Code | NA
NA | Google Gemini | Google Gemini | Google Gemini | null | null | Windows;MacOS;Android | Windows;Debian;Linux (non-WSL);Red Hat | Azure Devops;GitHub;GitLab;Microsoft Planner | Azure Devops;GitHub;GitLab | Azure Devops;GitHub;GitLab | NA
NA | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models) | Anthropic: Claude Sonnet;Gemini (Flash general purpose models) | Anthropic: Claude Sonnet;Gemini (Flash general purpose models) | NA
NA | Yes | Less than once per month or monthly | Between 10 and 15 years | Infrequently, less than once per year | Videos;Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | Less than half of the time | Yes, I use AI tools weekly | Favorable | Somewhat distrust | Neither good or bad at handling complex tasks | Learning about a codebase;Writing code;Documenting code;Creating or maintaining documentation | Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Generating content or synthetic data | Project planning;Learning new concepts or technologies | Search for answers | I don’t use AI tools regularly | null | No, but I plan to | Yes, somewhat | 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.;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;Write in the most significant challenge if not listed above: | I have concerns about the security and privacy of data when using AI agents. | null | The cost of using certain AI agent platforms is a barrier. | null | null | null | null | null | null | null | null | null | When I’m stuck and can’t explain the problem | Analysis | null | 7 |
5,117 | 5,118 | I am a developer by profession | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | null | 28 | 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) | No, I didn't spend time learning in the past year | null | 28 | Developer, full-stack | 10,000 or more employees | Individual contributor | Remote | No | Personal Project | Easy-to-use API
NA | Prohibitive pricing
Tecnologia fechada | Energy | Job stability and career growth with a single employer
NA | No | I have neither consider or transitioned into a new career or industry | null | null | Brazil | BRL Brazilian real | 132,000 | Yes | C#;HTML/CSS;JavaScript;SQL | C#;HTML/CSS;JavaScript;SQL | C#;HTML/CSS;JavaScript;SQL | NA
NA | Yes | Microsoft SQL Server | Microsoft SQL Server | Microsoft SQL Server | NA
NA | No | null | null | 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 | null | null | null | NA
NA | null | null | null | null | null | Windows | Windows | Azure Devops;Jira;Miro | Azure Devops;Jira;Miro | Azure Devops;Jira;Miro | NA
NA | Stack Overflow;YouTube | Stack Overflow;YouTube | Stack Overflow;YouTube | 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) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Neutral | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Highly trust | Very well at handling complex tasks | null | null | null | Project planning;Documenting 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;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies | AI solutions that are almost right, but not quite | I'm an experienced programmer, and I use "Vibe Coding" to speed up my work. I can confidently say that the longer I practice it, the more precise the code becomes. | No, but I plan to | Yes, to a great extent | 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. | 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 | Integrating AI agents with my existing tools and workflows can be difficult. | I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I have ethical or security concerns about code | Conhecimento mínimo de ferramentas, de lógica e linguagens de programação. | 24,029 | 5 |
5,118 | 5,119 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 18 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 30 | Developer, game or graphics | null | null | null | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reputation for quality
NA | Other (please specify):
Availability of AI | Software Development | Control over the level of quality in projects
NA | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 5 | 10 | Canada | CAD Canadian dollar | 110,000 | Yes | Assembly;Bash/Shell (all shells);C;Elixir;F#;GDScript;JavaScript;PHP;PowerShell;Python;Ruby;Rust;TypeScript | Ada;Assembly;Elixir;Erlang;F#;Lisp;MicroPython;OCaml;Python;Rust;Zig | Assembly;Elixir;F#;Python;Rust | NA
NA | Yes | Elasticsearch;MariaDB;MySQL | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Flask;jQuery;Laravel;Ruby on Rails;Vue.js | Blazor;Flask;Ruby on Rails | Flask;Ruby on Rails | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | MacOS;iOS;Debian | Windows;MacOS;Debian | Asana;Confluence;GitHub;Jira;Miro;Notion | GitHub | GitHub | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube | GitHub (public projects, not private repos);Bluesky | GitHub (public projects, not private repos);Bluesky | NA
NA | No | null | null | null | NA
NA | Yes | Less than once per month or monthly | More than 15 years, or since Stack Overflow started in 2008 | Infrequently, less than once per year | Job board | Ask a question
NA | No, not really | I don't use AI or AI-enabled tools | No, and I don't plan to | Very unfavorable | Highly distrust | Very poor at handling complex tasks | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | null | null | AI solutions that are almost right, but not quite;I don’t use AI tools regularly | null | 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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | null | 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 | Understanding when hucksters are trying to scam me with another magical technology that doesn't work | 80,254 | 6 |
5,119 | 5,120 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Attending school (full-time) | 5 | 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;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;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community) | 6 | Developer, embedded applications or devices | 100 to 499 employees | Individual contributor | In-person | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reputation for quality
NA | Security or privacy concerns
NA | Healthcare | 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 | 5 | 3 | Mexico | MXN Mexican peso | 550,000 | Yes | Bash/Shell (all shells);C;PowerShell;Python | Bash/Shell (all shells);C;C++;Python;Rust | Bash/Shell (all shells);C;Python | NA
NA | No | null | null | null | NA
NA | Yes | Chocolatey;Make;Maven (build tool);Ninja;Pacman;Pip | Maven (build tool);Ninja | Maven (build tool);Ninja | NA
NA | No | null | null | null | NA
NA | Yes | Cursor;Neovim;Visual Studio;Visual Studio Code;VSCodium | Claude Code;Cursor;IntelliJ IDEA;Neovim;Visual Studio Code;VSCodium;Zed | Cursor;Neovim;Visual Studio Code;VSCodium | NA
NA | c++23 | c++23;Ollama | c++23 | null | null | Windows;Linux (non-WSL);Arch | Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL) | Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Microsoft Planner;Obsidian;Wikis | Doxygen;GitHub;GitLab;Markdown File;Wikis | Doxygen;GitHub;GitLab;Markdown File;Wikis | NA
NA | Discord;Reddit;GitHub (public projects, not private repos);Twitch;LinkedIn;Company-sponsored forums | Discord;Reddit;Twitch;LinkedIn;Company-sponsored forums | Discord;Reddit;Twitch;LinkedIn;Company-sponsored forums | 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 | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Not sure/can't remember | A few times per month or weekly | Between 3 and 5 years | I have never participated in Q&A on Stack Overflow | Chat (people);Coding challenges;Job board;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 daily | Favorable | Highly distrust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies | Predictive analytics | Project planning;Committing and reviewing code | null | Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving | No | Yes, I use AI agents at work monthly or infrequently | Yes, somewhat | null | null | AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases. | AI agents have reduced the time spent on specific development tasks. | AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team. | AI agents have helped me automate repetitive tasks. | AI agents have improved the quality of my code. | null | It takes significant time and effort to learn how to use AI agents effectively. | I am concerned about the accuracy of the information provided by AI agents.;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 | The cost of using certain AI agent platforms is a barrier. | null | null | null | null | null | null | null | ChatGPT;Microsoft Copilot | null | When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Architecturing Large Projects | 28,951 | 9 |
5,120 | 5,121 | 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) | 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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts | 6 | Developer, desktop or enterprise applications | Just me - I am a freelancer, sole proprietor, etc. | 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 | null | 3 | Kenya | USD United States dollar | null | Yes | C++;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript | C++;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript | C++;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript | NA
NA | Yes | MySQL;PostgreSQL;SQLite | Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;SQLite | MySQL;PostgreSQL;SQLite | NA
NA | Yes | Chocolatey;Digital Ocean;Docker;Gradle;Heroku;Homebrew;Maven (build tool);npm;Vite;Yarn | Amazon Web Services (AWS);Chocolatey;Cloudflare;Digital Ocean;Docker;Firebase;Gradle;Heroku;Homebrew;Maven (build tool);npm;Vite;Yarn | Chocolatey;Digital Ocean;Docker;Gradle;Heroku;Homebrew;Maven (build tool);npm;Vite;Yarn | NA
NA | Yes | Express;Next.js;Node.js;React;Spring Boot | Next.js;Node.js;React;Spring Boot | Next.js;Node.js;React;Spring Boot | NA
NA | Yes | Cursor;IntelliJ IDEA;Visual Studio Code;Xcode | IntelliJ IDEA;Visual Studio Code;Xcode | IntelliJ IDEA;Visual Studio Code;Xcode | NA
NA | Tailwind CSS 4;Large Language Model;Google Gemini | Tailwind CSS 4;Large Language Model;Google Gemini | Tailwind CSS 4;Large Language Model;Google Gemini | null | null | Windows;Android | Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL) | GitHub;Google Workspace;Jira;Notion;Trello | GitHub;Google Workspace;Trello | GitHub;Google Workspace;Trello | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn | NA
NA | Yes | Gemini (Flash general purpose models) | Gemini (Flash general purpose models) | Gemini (Flash general purpose models) | NA
NA | Yes | Multiple times per day | Between 3 and 5 years | Multiple times per day | Videos;Coding challenges;Direct messaging of users;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 | Yes, definitely | Less than half of the time | Yes, I use AI tools daily | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Deployment and monitoring | Learning about a codebase | null | Documenting code;Generating content or synthetic data | AI solutions that are almost right, but not quite | no | Yes, I use AI agents at work monthly or infrequently | Yes, somewhat | Software engineering;Decision intelligence;Data and analytics | null | 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. | null | null | 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.;AI agents have improved collaboration within my team. | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier. | It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | ChatGPT;Claude Code;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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | platform architecture , software architecture, software development | null | 7 |
5,121 | 5,122 | 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 | 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);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;Games or coding challenges;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training | 10 | Engineering manager | 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 | Fintech | Autonomy and trust to manage your own tasks
NA | No | I have somewhat considered changing my career and/or the industry I work in | 8 | 8 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 91,000 | Yes | Bash/Shell (all shells);Groovy;Java;Python;SQL | Assembly;C++;Java;MicroPython;Python;Rust;SQL | Java;Python;SQL | NA
NA | Yes | Elasticsearch;Microsoft SQL Server;PostgreSQL;SQLite | PostgreSQL;SQLite | PostgreSQL;SQLite | NA
NA | Yes | Amazon Web Services (AWS);Ansible;APT;Cargo;Docker;Homebrew;Make;Maven (build tool);Pip;Podman | Amazon Web Services (AWS);Ansible;APT;Cargo;Docker;Homebrew;Pip;Podman | Amazon Web Services (AWS);Ansible;APT;Cargo;Docker;Homebrew;Pip;Podman | uv
uv | Yes | Flask;Spring Boot | FastAPI;Flask | Flask | NA
NA | Yes | IntelliJ IDEA;Neovim;PyCharm;Vim;VSCodium | IntelliJ IDEA;Neovim;PyCharm;Vim | IntelliJ IDEA;Neovim;PyCharm;Vim | NA
NA | Pydantic;Ollama;uv | c++23;Pydantic;Ollama;uv | Pydantic;Ollama;uv | null | null | Debian;Fedora | MacOS | Confluence;Jira;Markdown File;Wikis | Confluence;GitLab;Markdown File;Wikis | Confluence;Markdown File;Wikis | NA
NA | Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);LinkedIn | Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);LinkedIn | Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);LinkedIn | mastodon
mastodon | Yes | Alibaba Cloud Qwen models;openAI GPT (chatbot models);openAI Reasoning models | Anthropic: Claude Sonnet | null | NA
NA | Yes | Multiple times per day | Between 5 and 10 years | Less than once every 2 - 3 months | null | Upvote/Downvote Q&A posts
NA | Yes, definitely | Rarely, almost never | No, and I don't plan to | Unfavorable | Somewhat trust | Bad at handling complex tasks | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | 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 | 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. | 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.;I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult. | null | null | null | null | null | null | null | null | null | When I 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 quick help troubleshooting | code review and long range effect analysis, leadership skills | 123,889 | 6 |
5,122 | 5,123 | 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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps | 8 | Developer, full-stack | 500 to 999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | AI integration or AI Agent capabilities
NA | Prohibitive pricing
NA | Software Development | Job stability and career growth with a single employer
NA | Yes | I have somewhat considered changing my career and/or the industry I work in | 5 | 1 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 44,000 | Yes | JavaScript;Python;SQL | Perl | null | NA
NA | Yes | MySQL;PostgreSQL | null | null | NA
NA | Yes | Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;pnpm;Prometheus;Terraform | null | null | NA
NA | Yes | React;Spring Boot;WordPress | Django;FastAPI;Flask;Next.js | null | NA
NA | Yes | IntelliJ IDEA;PyCharm;Visual Studio Code | null | null | NA
NA | null | null | null | null | null | MacOS | null | Confluence;GitHub;GitLab;Jira;Miro | Lucid (includes Lucidchart) | null | Notion
NA | Stack Overflow;Reddit;LinkedIn | null | null | NA
NA | Yes | openAI GPT (chatbot models);openAI Image generating models | DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Perplexity Sonar models | null | NA
NA | Yes | Daily or almost daily | Between 3 and 5 years | A few times per week | Direct messaging of users;Chat (bot/AI) | Upvote/Downvote Q&A posts
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Documenting code;Creating or maintaining documentation | null | Project planning;Committing and reviewing code | Testing code;Deployment and monitoring;Predictive analytics | Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | AI solutions that are almost right, but not quite | No | No, but I plan to | Yes, to a great extent | 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. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | When I want to learn best practices;When I want to compare different solutions;When I need quick help troubleshooting | Basics of development. Having that will be helpful to use AI | 59,902 | 8 |
5,123 | 5,124 | 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 | 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);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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types) | 6 | Developer, front-end | Less than 20 employees | Individual contributor | In-person | No | Personal Project | Other (please specify):
Performance | Prohibitive pricing
NA | Government | Solving real-world problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | 7 | 7 | Brazil | BRL Brazilian real | 100 | Yes | C++;Java;Kotlin;PHP;Python;SQL;VBA | C#;HTML/CSS;JavaScript;PowerShell;TypeScript | null | NA
NA | Yes | Cassandra;H2;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis | Microsoft SQL Server;SQLite | null | NA
NA | Yes | Docker;Google Cloud;Heroku;Maven (build tool);Netlify;Pip;Vite;Webpack | Gradle;npm;Yarn | null | NA
NA | Yes | Angular;AngularJS;jQuery;Laravel;Spring Boot;Vue.js | Node.js;React | null | NA
NA | Yes | Eclipse;IntelliJ IDEA;Notepad++;Sublime Text;Vim | Android Studio;Visual Studio;Visual Studio Code | null | NA
NA | hostinger;Google Gemini | null | null | null | null | Windows;Android;iOS | Windows;Windows Subsystem for Linux (WSL) | Clickup;GitHub;GitLab | null | null | NA
NA | Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium | null | null | NA
NA | Yes | DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models) | DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI Image generating models;openAI Reasoning models | null | NA
NA | Yes | A few times per week | Between 3 and 5 years | Infrequently, less than once per year | Videos;Chat (bot/AI) | null | Yes, somewhat | Less than half of the time | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code | Deployment and monitoring | Project planning;Testing code | Predictive analytics;Learning new concepts or technologies | Search for answers | I’ve become less confident in my own problem-solving;I haven’t encountered any problems | Yes, it's a part. | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering | null | AI agents have helped me automate repetitive tasks. | null | 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 reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team. | null | null | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively. | The cost of using certain AI agent platforms is a barrier. | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot | Deepseek | 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 | I believe skills like effective communication, strong soft skills, the ability to navigate institutional challenges, and experience gained through real-world problem-solving will always remain valuable for developers—especially as they grow into more senior roles. | 18 | 5 |
5,124 | 5,125 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Volunteering (regularly) | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;Blogs or podcasts;Games or coding challenges | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts | 16 | Developer, game or graphics | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Reliability and low latency
NA | Prohibitive pricing
NA | Software Development | Recognition from peers for your work
NA | I'm not sure | I have transitioned into a new career and/or industry voluntarily | null | null | Switzerland | CHF Swiss franc | null | Yes | C#;GDScript;HTML/CSS;JavaScript;Python | Bash/Shell (all shells);C#;GDScript;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript | C#;GDScript;HTML/CSS;JavaScript;Python | NA
NA | Yes | MySQL | Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;PostgreSQL;Redis | null | NA
NA | Yes | Amazon Web Services (AWS);APT;MSBuild;npm;NuGet | APT;Chocolatey;Microsoft Azure;MSBuild;npm;NuGet;Splunk | APT;MSBuild;npm;NuGet | NA
NA | Yes | ASP.NET Core;jQuery;Node.js;React;Vue.js | ASP.NET Core;Node.js;Nuxt.js;React | ASP.NET Core;Node.js;React | NA
NA | Yes | Nano;Notepad++;Visual Studio;Visual Studio Code | Claude Code;Notepad++;Rider;Visual Studio;Visual Studio Code;WebStorm | Notepad++;Visual Studio;Visual Studio Code | NA
NA | .NET 8 or higher;Large Language Model;Ultralytics | .NET 8 or higher;Tailwind CSS 4;Large Language Model;Ultralytics | .NET 8 or higher;Large Language Model;Ultralytics | null | null | Windows;Windows Subsystem for Linux (WSL);Fedora | Windows;Windows Subsystem for Linux (WSL);Debian | Azure Devops;GitHub;GitLab;Markdown File;Obsidian | Azure Devops;GitLab;Markdown File;Obsidian | Azure Devops;GitLab;Markdown File;Obsidian | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Discord;Hacker News;YouTube | Stack Overflow;Stack Exchange;Discord;Hacker News;YouTube | NA
NA | No | null | null | null | NA
NA | Yes | Multiple times per day | Between 10 and 15 years | A few times per month or weekly | Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, definitely | Rarely, almost never | Yes, I use AI tools weekly | Favorable | Highly distrust | Bad at handling complex tasks | Writing code;Search for answers;Learning new concepts or technologies | Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | Project planning;Debugging or fixing code;Testing code;Committing and reviewing code | Learning about a codebase | Generating content or synthetic data | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works | No. Makes no sense and lead to an absolute nightmare of maintainability. | No, but I 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 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 | Making links with the actual business value. Get exhaustive and precise information. | null | 10 |
5,125 | 5,126 | I am learning to code | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Stack Overflow or Stack Exchange;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 | 7 | Student | null | null | null | null | Personal Project | Reliability and low latency
NA | Security or privacy concerns
NA | null | null | No | I have neither consider or transitioned into a new career or industry | 7 | 1 | India | INR Indian rupee | 0 | Yes | Bash/Shell (all shells);Dart;HTML/CSS;Python;SQL;TypeScript | Bash/Shell (all shells);C;Dart;HTML/CSS;Python;SQL;TypeScript | Bash/Shell (all shells);Dart;HTML/CSS;Python;SQL;TypeScript | NA
NA | Yes | MongoDB;MySQL;SQLite | Cassandra;Oracle;SQLite | SQLite | NA
NA | Yes | Google Cloud;npm;Pip;Webpack | Google Cloud;npm;Pip;Webpack;Yarn | Google Cloud;npm;Pip;Webpack | NA
NA | Yes | Django;Flask;Next.js;Node.js;React | Django;Flask;Next.js;Node.js;React | Django;Flask;Next.js;Node.js;React | NA
NA | Yes | Nano;Visual Studio Code | Neovim;Vim;Visual Studio Code | Visual Studio Code | NA
NA | null | null | null | null | null | Windows | Windows | Markdown File | GitHub;Markdown File | Markdown File | NA
NA | Stack Overflow;Discord;Reddit;LinkedIn | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work) | Stack Overflow;Discord;Reddit | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Less than one year | Less than once per month or monthly | Chat (people);Logic games/puzzles | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | 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;Other (write in): | null | null | null | I don’t use AI tools regularly | no, it's too stupid | No, and I don't plan to | No, but my development work has changed somewhat due to non-AI factors | 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 am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | 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 | Every skill | null | null |
5,126 | 5,127 | 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 | 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 | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training | 20 | Developer, back-end | 5,000 to 9,999 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Easy-to-use API
NA | Security or privacy concerns
NA | Software Development | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | null | null | Austria | EUR European Euro | 110,000 | No | null | null | null | NA
NA | Yes | MySQL;PostgreSQL | MySQL;PostgreSQL;Clickhouse | MySQL;PostgreSQL | Dynatrace Grail
NA | Yes | Amazon Web Services (AWS);APT;Docker;Gradle;Kubernetes;Pip | Amazon Web Services (AWS);Docker;Gradle;Pip | Amazon Web Services (AWS);Docker;Gradle;Pip | Dynatrace
Dynatrace | Yes | FastAPI;Spring Boot | Phoenix;Spring Boot | Spring Boot | NA
NA | Yes | IntelliJ IDEA;Sublime Text | IntelliJ IDEA;Sublime Text | IntelliJ IDEA;Sublime Text | NA
NA | null | null | null | null | null | Ubuntu;Android;Fedora | Ubuntu;Android | Confluence;GitHub;Jira;Miro;Notion | Confluence;GitHub;Jira;Notion | Confluence;GitHub;Jira;Notion | Bitbucket
NA | Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn | Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube | Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;X Grok models | Anthropic: Claude Sonnet;openAI Image generating models;X Grok models | Anthropic: Claude Sonnet;openAI Image generating models;X Grok models | NA
NA | Yes | A few times per week | Between 10 and 15 years | Less than once per month or monthly | Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts | Read and/or vote on comments for a Question or Answer I am interested in
NA | Neutral | Less than half of the time | Yes, I use AI tools weekly | Favorable | Somewhat distrust | Good, but not great at handling complex tasks | Writing code | Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies | Learning about a codebase;Debugging or fixing code;Testing code;Search for answers | Documenting code;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works | No | Yes, I use AI agents at work weekly | Not at all or minimally | Software engineering | 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 | null | null | 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. | 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 | Claude Code;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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting | null | 127,616 | 6 |
5,127 | 5,128 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Games or coding challenges | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps | 3 | Other (please specify): | 20 to 99 employees | Individual contributor | In-person | No | Work | Reputation for quality
NA | Ethical concerns
NA | Other: | null | Yes | I have somewhat considered changing my career and/or the industry I work in | 8 | 4 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 27,500 | Yes | null | null | null | AS3
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Android Studio;Visual Studio Code | Android Studio;Notepad++;PyCharm;Visual Studio Code | Android Studio;Visual Studio Code | Adobe Animate
NA | null | null | null | null | null | Windows | Windows | GitHub;Google Workspace | GitHub;Google Workspace | GitHub;Google Workspace | NA
NA | Discord | Discord | Discord | NA
NA | Yes | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models) | null | null | NA
NA | No | A few times per week | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | null | null | No, not at all | Rarely, almost never | Yes, I use AI tools daily | Unfavorable | Somewhat trust | Good, but not great at handling complex tasks | Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies | null | null | null | AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving | Yes | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | The cost of using certain AI agent platforms is a barrier. | It takes significant time and effort to learn how to use AI agents effectively. | 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. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | When I want to learn best practices;When I have ethical or security concerns about code | The ability to see where code is needed in the first place | 37,439 | null |
5,128 | 5,129 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 13 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Blogs or podcasts | 16 | Developer, mobile | 20 to 99 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reputation for quality
NA | Prohibitive pricing
NA | Healthcare | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | 7 | 20 | Ireland | EUR European Euro | 100,000 | No | null | null | null | NA
NA | Yes | Microsoft SQL Server;MongoDB;SQLite | SQLite | SQLite | NA
NA | Yes | Gradle;MSBuild;NuGet | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Android Studio;Claude Code;Sublime Text;Visual Studio | Android Studio;Claude Code;Visual Studio | Android Studio;Claude Code;Visual Studio | NA
NA | null | null | null | null | null | Windows;Android | Windows;Android | GitHub;Jira | GitHub | GitHub | NA
NA | Stack Overflow;Reddit;GitHub (public projects, not private repos);Medium | Reddit;GitHub (public projects, not private repos) | Reddit;GitHub (public projects, not private repos) | NA
NA | Yes | Anthropic: Claude Sonnet | Anthropic: Claude Sonnet | Anthropic: Claude Sonnet | NA
NA | Yes | Less than once per month or monthly | Between 10 and 15 years | Infrequently, less than once per year | Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Ask a question
NA | No, not at all | More than half the time | Yes, I use AI tools weekly | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Writing code | Documenting code | Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | Testing code;Generating content or synthetic data | Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies | AI solutions that are almost right, but not quite | No | No, but I plan to | Yes, somewhat | 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 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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | null | 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 | Business knowledge required to solve real problems prior to coding. Expertise in managing and deferring tasks to AI agents | 116,015 | 8 |
5,129 | 5,130 | I am a developer by profession | 35-44 years old | Associate degree (A.A., A.S., etc.) | Employed | Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (full-time) | 20 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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 | Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Books / Physical media | 20 | Architect, software or solutions | 500 to 999 employees | Individual contributor | Remote | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Personal Project | Connected to an open-source project
NA | Inefficient or time-costly
NA | Software Development | Solving real-world problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | 3 | 10 | Egypt | USD United States dollar | 72,000 | Yes | Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript;Visual Basic (.Net) | Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Lua;PowerShell;Ruby;SQL;TypeScript;Visual Basic (.Net);Zig | Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript;Visual Basic (.Net) | NA
NA | Yes | Cosmos DB;DuckDB;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;Neo4J;Oracle;PostgreSQL;Redis;SQLite | Cosmos DB;DuckDB;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;Neo4J;Oracle;PostgreSQL;Redis;SQLite | Cosmos DB;DuckDB;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;Neo4J;Oracle;PostgreSQL;Redis;SQLite | LiteDB, RavenDB
LiteDB, RavenDB | Yes | Amazon Web Services (AWS);Bun;Cloudflare;Digital Ocean;Docker;Google Cloud;Make;Microsoft Azure;MSBuild;Ninja;npm;NuGet;Pip;pnpm;Podman;Vite;Webpack;Yarn | Amazon Web Services (AWS);Bun;Cloudflare;Digital Ocean;Docker;Google Cloud;Make;Microsoft Azure;MSBuild;Ninja;npm;NuGet;Pip;pnpm;Podman;Vite;Webpack | Amazon Web Services (AWS);Bun;Cloudflare;Digital Ocean;Docker;Google Cloud;Make;Microsoft Azure;MSBuild;Ninja;npm;NuGet;Pip;pnpm;Podman;Vite;Webpack | CMake
CMake | Yes | Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;Deno;Express;jQuery;Node.js;React | Angular;ASP.NET Core;Node.js;React | Angular;ASP.NET Core;Node.js;React | Preact
Preact | Yes | Notepad++;Rider;Sublime Text;Visual Studio;Visual Studio Code;VSCodium | Claude Code;Rider;Sublime Text;Visual Studio;VSCodium | Rider;Sublime Text;Visual Studio;VSCodium | CLion, Notepad3
CLion, Notepad3 | c++23;Tailwind CSS 4;Large Language Model | c++23;Tailwind CSS 4;Large Language Model | c++23;Tailwind CSS 4;Large Language Model | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL) | Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL) | Azure Devops;Doxygen;GitHub;Jira;Markdown File;Wikis | Azure Devops;Doxygen;GitHub;Jira;Markdown File;Wikis | Azure Devops;Doxygen;GitHub;Jira;Markdown File;Wikis | Gitea
Gitea | 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);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models | DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Yes | 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 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 72,000 | 8 |
5,130 | 5,131 | I am a developer by profession | 35-44 years old | Some college/university study without earning a degree | 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);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;Coding Bootcamp | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 19 | Developer, back-end | 100 to 499 employees | Individual contributor | Remote | No | Personal Project | Reliability and low latency
NA | Other (please specify):
Is AI related | Banking/Financial Services | Recognition from peers for your work
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 7 | Brazil | BRL Brazilian real | 72,000 | Yes | C#;F#;PowerShell;SQL | C#;F#;PowerShell;SQL | C#;F#;PowerShell;SQL | NA
NA | Yes | Oracle | Microsoft SQL Server;Oracle;PostgreSQL;SQLite | Oracle | NA
NA | Yes | Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet;Podman | Microsoft Azure;MSBuild;NuGet | Microsoft Azure;MSBuild;NuGet | Scoop
Scoop | Yes | ASP.NET Core | ASP.NET Core | ASP.NET Core | NA
NA | Yes | Notepad++;Rider;Visual Studio | Notepad++;Rider;Visual Studio | Notepad++;Rider;Visual Studio | NA
NA | null | null | null | null | null | Windows;Android | Windows | Azure Devops;GitHub;Markdown File;Miro | Azure Devops;GitHub;Markdown File | Azure Devops;GitHub;Markdown File | NA
NA | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube | NA
NA | No | null | null | null | NA
NA | No | A few times per week | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | Read and/or vote on comments for a Question or Answer I am interested in
NA | Neutral | I don't use AI or AI-enabled tools | No, and I don't plan to | Very unfavorable | 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 | I don’t use AI tools regularly | No. It looks like marketing going too far, and hardly professional in any capacity. | 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.;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 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.;Write in the most significant challenge if not listed above: | null | 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;When I need quick help troubleshooting | The basics didn't change, and will keep being relevant further down the road, as a good part of our job will be to undo the AI mess this industry is jumping head first and at full speed. | 13,107 | 8 |
5,131 | 5,132 | I used to be a developer by profession, but no longer am | 55-64 years old | Some college/university study without earning a degree | Retired | Volunteering (regularly) | 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges;Other (please specify): | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 48 | Retired | null | null | null | null | Personal Project | Connected to an open-source project
NA | Security or privacy concerns
NA | null | null | null | null | null | null | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 0 | Yes | Assembly;C;Perl;SQL | Assembly;C;Perl;SQL | Assembly;C;Perl;SQL | NA
NA | Yes | MySQL;PostgreSQL | MySQL;PostgreSQL | MySQL;PostgreSQL | NA
NA | Yes | APT;Make | APT;Make | APT;Make | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Ubuntu;Red Hat | null | GitHub;GitLab;Redmine;Trello;Wikis | GitHub;Redmine;Wikis | GitHub;Redmine;Wikis | NA
NA | GitHub (public projects, not private repos) | GitHub (public projects, not private repos) | GitHub (public projects, not private repos) | 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 | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | I don't use AI or AI-enabled tools | No, and I don't plan to | Favorable | Neither trust nor 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 | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | null | null | null | Other (please specify): | Understanding the difference between what a client wants and what they need. Writing/documenting code in a way that makes clear why it does what it does. Designing code and underlying abstractions so as to maximize flexibility for future changes. Maybe writing code in such a way that AI will not discern that it is designed to defeat or disable a rogue AI. | null | null |
5,132 | 5,133 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 4 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | 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 | Developer, front-end | 100 to 499 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I endorsed a tool that was ultimately not purchased or used at my organization | Work | Reputation for quality
NA | Lack of or sub-par API
NA | Software Development | null | No | I have neither consider or transitioned into a new career or industry | 4 | 3 | Iran, Islamic Republic of... | IRR Iranian rial | 10,300,000,000 | Yes | HTML/CSS;JavaScript | HTML/CSS;JavaScript | HTML/CSS;JavaScript | NA
NA | No | null | null | null | NA
NA | Yes | Docker;pnpm;Vercel | Docker;pnpm;Vercel | Docker;pnpm;Vercel | NA
NA | Yes | Next.js;React | Next.js;React | Next.js;React | NA
NA | Yes | Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | Tailwind CSS 4 | Tailwind CSS 4 | Tailwind CSS 4 | null | null | Windows | Windows | GitHub;GitLab;Jira;Miro;Notion | GitHub;GitLab;Jira;Miro;Notion | GitHub;GitLab;Jira;Miro;Notion | NA
NA | Stack Overflow;Dev.to;LinkedIn | Stack Overflow;Dev.to;LinkedIn | Stack Overflow;Dev.to;LinkedIn | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 3 and 5 years | Infrequently, less than once per year | Chat (bot/AI) | null | Yes, definitely | About half of the time | Yes, I use AI tools daily | Favorable | Somewhat distrust | Very poor at handling complex tasks | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 244,510 | null |
5,133 | 5,134 | 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 | 18 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Online Courses or Certification (includes all media types) | 23 | Engineering manager | 100 to 499 employees | People manager | Remote | No | Work | Reliability and low latency
NA | Inefficient or time-costly
NA | Software Development | Collaboration and support from a team
NA | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 5 | 1 | France | EUR European Euro | 96,000 | null | null | null | null | NA
NA | Yes | BigQuery;Elasticsearch;MongoDB;MySQL;Neo4J;PostgreSQL;Redis | null | null | NA
NA | Yes | Datadog;Docker;Google Cloud;Kubernetes;Poetry;Terraform | null | null | NA
NA | Yes | Flask | null | null | NA
NA | Yes | Cursor;PyCharm;Visual Studio Code | null | null | NA
NA | null | null | null | null | null | Ubuntu | Ubuntu | GitLab | GitLab | GitLab | NA
NA | null | null | null | NA
NA | Yes | openAI GPT (chatbot models) | null | null | NA
NA | Yes | Infrequently, less than once per year | Between 10 and 15 years | Infrequently, less than once per year | null | null | Neutral | null | Yes, I use AI tools daily | Favorable | Somewhat trust | Very poor at handling complex tasks | Writing code;Documenting code;Debugging or fixing code;Creating or maintaining documentation | Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies | null | null | Learning about a codebase;Testing code;Search for answers;Generating content or synthetic data | I haven’t encountered any problems | null | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 111,374 | 7 |
5,134 | 5,135 | I am a developer by profession | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Independent contractor, freelancer, or self-employed | None of the above | 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);Blogs or podcasts | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 4 | Developer, full-stack | null | null | null | No | Work | Connected to an open-source project
NA | Outdated or obsolete technology or features
NA | Software Development | Solving real-world problems
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 3 | 3 | Benin | XOF West African CFA franc | null | Yes | HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript | Go;Rust | null | NA
NA | Yes | Dynamodb;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase | null | null | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;npm;Pip;Supabase;Vite | Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Make;npm;Supabase;Vite | Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;npm;Supabase;Vite | NA
NA | Yes | FastAPI;Node.js;Nuxt.js;Vue.js | Angular;AngularJS;Deno;Express;FastAPI;Node.js;Nuxt.js;Svelte;Vue.js | FastAPI;Node.js;Nuxt.js;Vue.js | NA
NA | Yes | Nano;Neovim;Vim;Visual Studio Code;Zed | Nano;Neovim;Vim;Zed | Nano;Neovim;Vim;Zed | NA
NA | Amazon Bedrock;Pydantic;Google Gemini;uv | Polars;Amazon Bedrock;Pydantic;Google Gemini;uv | Amazon Bedrock;Pydantic;Google Gemini;uv | null | null | Ubuntu | Ubuntu | Airtable;GitHub;Google Colab;Linear;Monday.com;Notion | Airtable;GitHub;GitLab;Google Colab;Linear;Monday.com;Notion | Airtable;GitHub;Google Colab;Linear;Monday.com;Notion | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn | NA
NA | Yes | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);X Grok models | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);X Grok models | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);X Grok models | NA
NA | Yes | Multiple times per day | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | Long-form articles;Videos;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 | Yes, somewhat | Less than half of the time | Yes, I use AI tools daily | Indifferent | Somewhat trust | Good, but not great at handling complex tasks | Project planning;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Learning about a codebase;Writing code;Deployment and monitoring | Debugging or fixing code;Testing code | Documenting code | Generating content or synthetic data | I haven’t encountered any problems | 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.;Write in the most significant challenge if not listed above: | It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | When I want to fully understand something;When I want to learn best practices;When I 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 | Not sure | null | 8 |
5,135 | 5,136 | 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) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);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 | 10 | Developer, embedded applications or devices | 10,000 or more employees | Individual contributor | In-person | No | Work | Reputation for quality
NA | Availability of better alternatives
NA | Healthcare | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 3 | 3 | United States of America | USD United States dollar | 90,000 | Yes | C;MATLAB;MicroPython;Python | C;Python | C;Python | LabVIEW
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | null | null | null | Integrity, Accurev, Bitbucket
Bitbucket | Stack Overflow;Stack Exchange;Discord | Stack Overflow;Stack Exchange;Discord | Stack Overflow;Stack Exchange;Discord | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | A few times per month or weekly | null | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | I don't use AI or AI-enabled tools | No, and I don't plan to | Very unfavorable | Highly distrust | Very poor at handling complex tasks | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | Creating or maintaining documentation | null | null | Debugging AI-generated code is more time-consuming;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 | 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.;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. | 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 | Other (please specify): | Being able to actually solve novel problems and competently consider all edge cases | 90,000 | 8 |
5,136 | 5,137 | I am a developer by profession | 45-54 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week) | 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 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 (please specify): | 30 | Developer, full-stack | Just me - I am a freelancer, sole proprietor, etc. | null | null | No | Personal Project | Reliability and low latency
NA | Ethical concerns
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 3 | 3 | Romania | RON Romanian leu | 550,000 | Yes | Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;Swift;TypeScript | null | null | NA
NA | Yes | Microsoft SQL Server;MySQL | null | null | NA
NA | Yes | APT;Chocolatey;Docker;Firebase;Google Cloud;Homebrew;npm;NuGet;Yarn | null | null | NA
NA | Yes | Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;React | null | null | NA
NA | Yes | Notepad++;Rider;Visual Studio;Visual Studio Code;WebStorm;Xcode | null | null | NA
NA | .NET 8 or higher | Ollama | null | null | null | Windows | Windows | Azure Devops;GitHub;GitLab;Jira;Trello | null | null | NA
NA | null | null | null | NA
NA | Yes | Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models) | null | null | NA
NA | Yes | Infrequently, less than once per year | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | Chat (bot/AI) | 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 | Very favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Testing code | Project planning;Documenting code;Deployment and monitoring;Predictive analytics | Writing code;Creating or maintaining documentation | Generating content or synthetic data | Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies | I haven’t encountered any problems | No, is just a tool to move more efficient | No, but I plan to | Yes, to a great extent | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively. | 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 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 | Intuition of direction and self limitation to not go to deep in the rabbit hole like AI likes to do it most of the time. | 126,361 | 5 |
5,137 | 5,138 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.);Attending school (part-time);Engaged in paid work (less than 10 hours per week) | 2 | Yes, I am new to coding or currently a student | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;School (i.e., University, College, etc) | 2 | Developer, full-stack | Less than 20 employees | Individual contributor | In-person | No | Work | Reputation for quality
NA | Security or privacy concerns
NA | Software Development | Autonomy and trust to manage your own tasks
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | Brazil | BRL Brazilian real | 19,200 | Yes | C;Elixir;HTML/CSS;JavaScript;MATLAB;PowerShell;Python;SQL | C#;C++;HTML/CSS;JavaScript;Python;SQL | HTML/CSS;JavaScript;Python;SQL | NA
NA | Yes | Cloud Firestore;Microsoft SQL Server;PostgreSQL;SQLite | null | null | NA
NA | Yes | Amazon Web Services (AWS);Docker;Netlify | null | null | NA
NA | Yes | Django;Flask;jQuery;Phoenix;React | Angular;AngularJS;Django;FastAPI;Next.js;Node.js;React | Django;React | NA
NA | No | null | null | null | NA
NA | Google Gemini | Google Gemini | Google Gemini | null | null | Windows;Ubuntu;Android | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | GitHub;GitLab;Google Colab;Notion;Trello | GitLab;Google Colab | GitLab;Google Colab | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;Reddit;YouTube | Stack Overflow;Reddit;YouTube | NA
NA | Yes | DeepSeek (R- Reasoning models);openAI GPT (chatbot models) | null | null | NA
NA | No | A few times per week | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not at all | Rarely, almost never | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Debugging or fixing code;Committing and reviewing code | Testing code | Learning about a codebase;Project planning;Writing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation | Documenting code;Learning new concepts or technologies | 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. The only time i use AI for my code is for debuggin and generating simple functions. AI helps me improve my code, not the opposite. | No, but I plan to | No, but my development work has changed somewhat due to non-AI factors | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents. | It takes significant time and effort to learn how to use AI agents effectively. | The cost of using certain AI agent platforms is a barrier.;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 need help fixing complex or unfamiliar code;Other (please specify): | Troubleshooting, problem-solving, code architeture, logic for niche products | 3,495 | 9 |
5,138 | 5,139 | I code primarily as a hobby | 55-64 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Not employed | Transitioning to retirement (gradually reducing work hours) | 30 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 40 | Retired | null | null | null | null | Personal Project | Easy-to-use API
NA | Prohibitive pricing
NA | null | null | No | I have neither consider or transitioned into a new career or industry | null | 1 | Hong Kong (S.A.R.) | HKD Hong Kong dollar | null | Yes | Java | Kotlin | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Ubuntu | null | null | null | null | NA
NA | Stack Overflow;Reddit | Reddit | Reddit | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | A few times per month or weekly | Long-form articles;Job board;Chat (bot/AI) | Ask a question
NA | Yes, definitely | Rarely, almost never | No, but I plan to soon | Indifferent | Neither trust nor distrust | Very poor at handling complex tasks | null | null | null | Writing code;Search for answers | null | I don’t use AI tools regularly | It will be. | 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.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | 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 | When I need help fixing complex or unfamiliar code | Instant solutions. | null | null |
5,139 | 5,140 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training | 12 | Developer, back-end | 20 to 99 employees | Individual contributor | Remote | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Customizable and manageable codebase
NA | Poor usability
NA | Fintech | Recognition from leadership for your work
NA | No | I have somewhat considered changing my career and/or the industry I work in | 5 | 4 | India | INR Indian rupee | 2,700,000 | Yes | Groovy;Java;SQL;Visual Basic (.Net) | Groovy;Java;Kotlin;Perl;PowerShell;Python;SQL;Visual Basic (.Net) | Groovy;Java;SQL;Visual Basic (.Net) | NA
NA | Yes | IBM DB2;Microsoft SQL Server;MySQL;Oracle | Microsoft SQL Server;Oracle | Microsoft SQL Server;Oracle | NA
NA | Yes | Ansible;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Pip | Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;Pip | Ansible;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;Pip | NA
NA | Yes | Angular;AngularJS;ASP.NET;jQuery;Node.js | null | null | NA
NA | Yes | Eclipse;IntelliJ IDEA;Visual Studio;Visual Studio Code | Eclipse;IntelliJ IDEA;Visual Studio;Visual Studio Code | Eclipse;IntelliJ IDEA;Visual Studio;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Android | Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Red Hat | GitHub;Jira;Microsoft Planner;Stack Overflow for Teams | GitHub;GitLab;Microsoft Planner | GitHub;Microsoft Planner | NA
NA | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI) | Upvote/Downvote Q&A posts
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies | null | Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation | null | Search for answers | I haven’t encountered any problems | No | Yes, I use AI agents at work daily | Yes, somewhat | Software engineering;Data and analytics | Multi-platform search enablement;Language processing;Agent/multi-agent orchestration | 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. | null | AI agents have improved collaboration within my team. | AI agents have reduced the time spent on specific development tasks. | 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. | 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.;Integrating AI agents with my existing tools and workflows can be difficult. | null | null | null | null | null | null | null | ChatGPT;GitHub Copilot;Microsoft Copilot | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices | Cloud, Backend development and troubleshooting, Business analysis. | 31,385 | 8 |
5,140 | 5,141 | 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 | 12 | 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 | 15 | DevOps engineer or professional | I don’t know | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Connected to an open-source project
NA | Ethical concerns
NA | Banking/Financial Services | Competitive pay and benefits
NA | No | I have transitioned into a new career and/or industry involuntarily | null | null | United States of America | USD United States dollar | null | Yes | Bash/Shell (all shells);Python;SQL;TypeScript | Python;SQL | Python;SQL | NA
NA | Yes | Oracle;PostgreSQL | null | null | NA
NA | Yes | Amazon Web Services (AWS);Docker;npm;Pacman;Pip;Poetry;Terraform | Amazon Web Services (AWS);Pacman;Pip | Amazon Web Services (AWS);Pacman;Pip | NA
NA | null | Node.js | null | null | NA
NA | Yes | Vim;Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | null | null | null | null | null | Android;Linux (non-WSL);Arch | Windows | Confluence;GitHub;GitLab;Jira;Markdown File | Confluence;GitLab;Jira;Markdown File | Confluence;GitLab;Jira;Markdown File | Dendron
Dendron | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange;Discord | Stack Overflow;Stack Exchange;Discord | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | A few times per month or weekly | null | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | I don't use AI or AI-enabled tools | No, and I don't plan to | 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;Other (write in): | null | null | null | I don’t use AI tools regularly | No | No, and I don't plan to | No, but my development work has significantly changed due to non-AI factors | null | null | null | null | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult. | null | I am concerned about the accuracy of the information provided by AI agents.;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 | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | null | null | 9 |
5,141 | 5,142 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 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);Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 20 | Applied scientist | 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 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 | Government | Other (please specify):
Work/life balance | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 8 | null | United States of America | USD United States dollar | 250,000 | Yes | Bash/Shell (all shells);C#;JavaScript;Lua;PowerShell;Python;SQL | Bash/Shell (all shells);C;C++;Fortran;Java;JavaScript;Lua;SQL | Bash/Shell (all shells);JavaScript;Lua;SQL | NA
NA | Yes | Microsoft SQL Server | MariaDB;MySQL;Neo4J;PostgreSQL;SQLite | null | NA
NA | Yes | Amazon Web Services (AWS);Cargo;Chocolatey;Docker;Homebrew;MSBuild;NuGet | APT;Gradle;Make;Maven (build tool) | null | NA
NA | Yes | ASP.NET Core;jQuery | null | null | NA
NA | Yes | Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;VSCodium | Eclipse;IntelliJ IDEA;Neovim;Vim | Neovim;Vim | NA
NA | null | null | null | null | null | MacOS;Android | Windows | Confluence;GitHub;GitLab;Jira;Markdown File | GitLab;Jira;Markdown File | GitLab;Jira;Markdown File | NA
NA | Stack Overflow;Reddit;Hacker News;LinkedIn | Hacker News | Hacker News | Lemmy
Lemmy | No | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | A few times per week | Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | 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;Other (write in): | null | null | null | I don’t use AI tools regularly | No | No, and I don't plan to | No, but my development work has changed somewhat due to non-AI factors | null | null | null | null | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | It takes significant time and effort to learn how to use AI agents effectively.;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. | 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;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 | Pretty much all of them. I don't think we've reached the inflection point yet where AI is ready to take over. It's *possible* we will get there in 3-5 years, but the main issues with AI---namely accuracy and security---have yet to be even broached by AI companies, and in fact they seem to be actively moving *away* from solutions to those concerns. | 250,000 | 7 |
5,142 | 5,143 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | Engaged in paid work (10-19 hours per week) | 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 | Videos (not associated with specific online course or certification) | 25 | Senior executive (C-suite, VP, etc.) | Less than 20 employees | People manager | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Costs are manageable
NA | Ethical concerns
NA | Software Development | Autonomy and trust to manage your own tasks
NA | No | I have transitioned into a new career and/or industry voluntarily | 10 | 9 | Brazil | USD United States dollar | 180,000 | Yes | Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript | Ada;Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;Lisp;Prolog;Python;Rust;SQL;TypeScript;Zig;Gleam | Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;Python;SQL;TypeScript | NA
Haskell, Scheme, Clojure, Racket, Common Lisp | Yes | Dynamodb;Elasticsearch;MariaDB;PostgreSQL | Datomic;Dynamodb;Elasticsearch;PostgreSQL | Dynamodb;Elasticsearch;PostgreSQL | Neptune, LanceDB
Neptune, LanceDB | Yes | Amazon Web Services (AWS);APT;Docker;Homebrew;Kubernetes;npm;Pacman;Pip;Terraform;Vite;Yarn | Amazon Web Services (AWS);APT;Cargo;Docker;Kubernetes;npm;Pacman;Pip;Splunk;Vite;Yarn | Amazon Web Services (AWS);APT;Docker;Kubernetes;npm;Pacman;Pip;Vite;Yarn | CDK, SAM Cli
CDK, SAM Cli, Amplify, leininger, cabal | Yes | Node.js;React | Node.js;React | Node.js;React | NA
Wisp, Lustre | Yes | Android Studio;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code | Neovim;Vim;Visual Studio Code | Neovim;Vim;Visual Studio Code | NA
NA | Large Language Model;Amazon Bedrock;Google Gemini;Ollama | Large Language Model;Amazon Bedrock;Google Gemini | Large Language Model;Amazon Bedrock;Google Gemini | null | null | Windows;MacOS;Android | Windows;MacOS;Android;Windows Subsystem for Linux (WSL) | Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Notion;Obsidian | Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Obsidian | Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Obsidian | Microsoft 365
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn | Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn | Microsoft Teams, Google Chat, Telegram, Whatsapp
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models | Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Yes | Infrequently, less than once per year | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | Other (write in): | null | No, not at all | Rarely, almost never | No, and I don't plan to | Very unfavorable | Highly distrust | Very poor at handling complex tasks | Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies | Learning about a codebase;Testing code;Deployment and monitoring | null | null | AI solutions that are almost right, but not quite;Other (write in): | No. I program better than AI | 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.;I have concerns about the security and privacy of data when using AI agents. | 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 | null | null | null | null | null | null | null | When I need quick help troubleshooting;Other (please specify): | Fundamentals | 180,000 | 7 |
5,143 | 5,144 | I am a developer by profession | 35-44 years old | Associate degree (A.A., A.S., etc.) | Employed | Engaged in paid work (less than 10 hours per week) | 6 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community) | 7 | Developer, mobile | 20 to 99 employees | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | No | Personal Project | Robust and complete API
NA | Availability of better alternatives
NA | Software Development | Working with new technologies and tools
NA | No | I have somewhat considered changing my career and/or the industry I work in | 1 | 1 | Germany | EUR European Euro | 55,000 | Yes | Kotlin;Python;Swift;TypeScript | Rust;Swift;TypeScript | Swift;TypeScript | NA
NA | Yes | Dynamodb;MongoDB | Dynamodb | Dynamodb | NA
Swift Data | Yes | Amazon Web Services (AWS);Docker;Firebase;Homebrew;Make;npm;Pip | Amazon Web Services (AWS);Homebrew;npm | Amazon Web Services (AWS);Homebrew;npm | NA
NA | Yes | null | null | null | NA
NA | Yes | IntelliJ IDEA;Visual Studio Code;Xcode | Visual Studio Code;Xcode | Visual Studio Code;Xcode | NA
NA | Large Language Model | Large Language Model;SwiftData | Large Language Model | null | null | MacOS;iOS;Debian;iPadOS | MacOS;iOS | Confluence;GitHub;Google Workspace;Jira;Miro | GitHub | GitHub | NA
NA | Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium | Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn | Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn | NA
NA | Yes | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per week | Between 5 and 10 years | Infrequently, less than once per year | Lists of recommendations (tools, frameworks, technologies, etc.) | Browse content related to Q&A posts I recently viewed
NA | No, not really | About half of the time | Yes, I use AI tools daily | Very favorable | Somewhat distrust | Bad at handling complex tasks | Learning about a codebase;Project planning;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | Deployment and monitoring;Predictive analytics | Writing code;Committing and reviewing code | Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite | It is more part of my personal projects, not at work | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | I am concerned about the accuracy of the information provided by AI agents. | Integrating AI agents with my existing tools and workflows can be difficult.;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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Creative thinking, high level understanding, a good eye for detail, understanding nuanced differences in solutions. | 63,808 | 2 |
5,144 | 5,145 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | null | 13 | 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 | 20 | 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) | No | Work | Robust and complete API
NA | Availability of better alternatives
NA | Software Development | Autonomy and trust to manage your own tasks
NA | No | I have somewhat considered changing my career and/or the industry I work in | 10 | 7 | Latvia | EUR European Euro | 32,000 | Yes | Assembly;Bash/Shell (all shells);C;JavaScript;Kotlin;PHP;Python;SQL;Swift;TypeScript | Ada;Assembly;C;Python;SQL;TypeScript | Assembly;C;Python;SQL;TypeScript | NA
VHDL | Yes | MySQL;SQLite | PostgreSQL;SQLite | SQLite | NA
NA | Yes | Amazon Web Services (AWS);APT;Composer;Docker;Make;npm;Yarn | Amazon Web Services (AWS);APT;Make;Podman | Amazon Web Services (AWS);APT;Make | NA
NA | Yes | Django;Laravel;React | Django;React | Django;React | NA
NA | Yes | Android Studio;Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;Xcode | Jupyter Notebook/JupyterLab;Nano;Visual Studio Code | Jupyter Notebook/JupyterLab;Nano;Visual Studio Code | NA
NA | null | null | null | null | null | Debian;Linux (non-WSL) | Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL) | GitHub;Jira | GitHub;Jira | GitHub;Jira | NA
NA | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos) | NA
NA | No | null | null | null | 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 | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | I don't use AI or AI-enabled tools | No, and I don't plan to | 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;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Testing code;Search for answers | Predictive analytics | 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 | 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. | 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 learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | null | 37,125 | 9 |
5,145 | 5,146 | I am a developer by profession | 35-44 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week) | 15 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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);Blogs or podcasts | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 25 | Developer, full-stack | 100 to 499 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 | Easy-to-use API
NA | Other (please specify):
Ai bullshit | Software Development | Collaboration and support from a team
NA | No | I have neither consider or transitioned into a new career or industry | 5 | null | Norway | NOK Norwegian krone | 1,100,000 | Yes | Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript | Elixir;F#;HTML/CSS;JavaScript;TypeScript | HTML/CSS;JavaScript;TypeScript | NA
NA | Yes | Cosmos DB;Elasticsearch;Microsoft SQL Server;PostgreSQL | PostgreSQL;Redis | PostgreSQL | NA
NA | Yes | Docker;Kubernetes;Microsoft Azure;npm;NuGet;pnpm;Webpack | null | null | NA
NA | Yes | ASP.NET Core;React | Flask;Next.js;React | React | NA
NA | No | null | null | null | NA
NA | .NET 8 or higher | null | null | null | null | Windows;Ubuntu;Android | Windows;Android;Windows Subsystem for Linux (WSL) | Azure Devops;GitHub;Google Workspace | GitLab | null | NA
NA | Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);Medium | null | null | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | null | Read and/or vote on comments for a Question or Answer I am interested in
Link to an answer | 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 | 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 | Fuck 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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | 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 | Other (please specify): | null | 108,710 | 9 |
5,146 | 5,147 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Primary/elementary school | 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 | Other online resources (e.g. standard search, forum, online community);Books / Physical media;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 | Other (please specify): | 5 | Student | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Remote | No | School | Connected to an open-source project
NA | Security or privacy concerns
NA | Software Development | null | No | I have neither consider or transitioned into a new career or industry | 3 | 3 | Russian Federation | RUB Russian ruble | null | Yes | Bash/Shell (all shells);C;C++;Dart;JavaScript;Lua;Python;R;Rust;SQL;Zig | Bash/Shell (all shells);C;C++;Python;Rust;Zig | Bash/Shell (all shells);C;C++;Python;Rust;Zig | Haskell, Vimscript
Haskell | Yes | MySQL;PostgreSQL;Redis;SQLite | SQLite | SQLite | NA
NA | Yes | APT;Cargo;Docker;npm;Pacman;Pip;pnpm | APT;Cargo;Docker;Pacman;Pip | APT;Cargo;Docker;Pacman;Pip | NA
NA | Yes | FastAPI;Flask;Node.js;Axum | FastAPI;Flask;Axum | FastAPI;Flask;Axum | NA
NA | Yes | Android Studio;Jupyter Notebook/JupyterLab;Neovim;PyCharm;Sublime Text;Vim;Visual Studio Code;VSCodium | Neovim;Vim | Neovim;Vim | NA
NA | Tailwind CSS 4;Ollama;uv | Ollama | Ollama | null | null | Ubuntu;Android;Debian;Linux (non-WSL);Arch | Windows;Ubuntu;Debian | GitHub | GitLab | null | NA
NA | Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Medium | null | null | NA
NA | Yes | Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);Meta Llama (all models) | Alibaba Cloud Qwen models;openAI GPT (chatbot models) | Alibaba Cloud Qwen models | NA
NA | No | A few times per month or weekly | Between 1 and 3 years | I have never participated in Q&A on Stack Overflow | Long-form articles;Job board | null | No, not at all | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat trust | Very poor at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | Project planning;Committing and reviewing code;Deployment and monitoring | null | Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works | 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. | 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.;The cost of using certain AI agent platforms is a barrier. | It takes significant time and effort to learn how to use AI agents effectively. | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | Soft | null | null |
5,147 | 5,148 | 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 | 28 | 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 | 35 | Architect, software or solutions | 20 to 99 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Reliability and low latency
NA | Inefficient or time-costly
NA | Banking/Financial Services | Solving real-world problems
NA | No | I have neither consider or transitioned into a new career or industry | 3 | null | Sweden | SEK Swedish krona | 950,000 | Yes | Delphi | Delphi | Delphi | NA
NA | Yes | Microsoft SQL Server | Microsoft SQL Server;PostgreSQL | Microsoft SQL Server | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Delphi 12+ Athens | Delphi 12+ Athens | Delphi 12+ Athens | null | null | Windows | Windows | GitLab | GitLab | GitLab | NA
NA | null | null | null | NA
NA | No | null | null | null | NA
NA | No | Infrequently, less than once per year | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | Chat (people);Message Boards;Chat (bot/AI) | null | No, not at all | I don't use AI or AI-enabled tools | Yes, I use AI tools weekly | Favorable | Highly distrust | Bad at handling complex tasks | Search for answers;Learning new concepts or technologies | Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code | Learning about a codebase;Documenting code;Predictive analytics;Generating content or synthetic data | Deployment and monitoring;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite | null | 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.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | null | I 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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | null | 99,580 | 7 |
5,148 | 5,149 | 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 8 | Developer, back-end | 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 | Other (please specify):
Percieved longevity | Availability of better alternatives
Marketing too focused on AI | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 7 | 6 | United States of America | USD United States dollar | 184,000 | Yes | Bash/Shell (all shells);Go;HTML/CSS;JavaScript;SQL;TypeScript | Go;HTML/CSS;SQL;TypeScript | Go;HTML/CSS;SQL;TypeScript | NA
NA | Yes | PostgreSQL | PostgreSQL | PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);APT;Cloudflare;Docker;Make;npm;Vite;Webpack | Amazon Web Services (AWS);Cloudflare;Docker;Vite | Amazon Web Services (AWS);Cloudflare;Docker;Vite | NA
NA | Yes | Next.js;Node.js;React | React | React | NA
NA | Yes | WebStorm | WebStorm | WebStorm | Goland
Goland | Tailwind CSS 4 | Tailwind CSS 4 | Tailwind CSS 4 | null | null | Ubuntu | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Asana;Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Trello | GitHub;Google Workspace;Markdown File;Trello | GitHub;Google Workspace;Markdown File;Trello | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Medium | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Medium | NA
NA | Yes | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per week | Between 3 and 5 years | Less than once per month or monthly | Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools daily | Very favorable | Somewhat distrust | Very poor at handling complex tasks | null | Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in): | No, someone got fired for vibe coding (more like vibe IaC), denying it. He permanently deleted our staging environment by mistake, then denied doing it. | 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.;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.;Write in the most significant challenge if not listed above: | 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;Other (please specify): | I think AI's usefulness is plateauing. So, 3-5 years from now, I don't see junior software engineer roles being replaced. All current skills remain valuable. | 184,000 | 2 |
5,149 | 5,150 | I am a developer by profession | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | Engaged in paid work (20-29 hours per week);Attending school (full-time) | 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);Videos (not associated with specific online course or certification) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Other (please specify): | 4 | Developer, full-stack | 20 to 99 employees | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | No | Personal Project | Robust and complete API
NA | Poor usability
NA | Software Development | 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 | Slovakia | EUR European Euro | 7,000 | Yes | C;C#;HTML/CSS;JavaScript;Python;TypeScript | HTML/CSS;Python;Rust;TypeScript | HTML/CSS;Python;TypeScript | NA
NA | Yes | Cloud Firestore;PostgreSQL | PostgreSQL | PostgreSQL | NA
NA | Yes | Ansible;Firebase;Google Cloud;npm;Pip;Vercel;Vite | npm;Vercel;Vite | npm;Vercel;Vite | NA
NA | Yes | FastAPI;Flask;Next.js;Node.js;React;Svelte;Vue.js | FastAPI;Svelte | FastAPI;Svelte | NA
NA | Yes | Cursor;Visual Studio Code | Cursor;Visual Studio Code | Cursor;Visual Studio Code | NA
NA | Tailwind CSS 4;Google Gemini;Shadcn/ui | Tailwind CSS 4;Google Gemini;Shadcn/ui | Tailwind CSS 4;Google Gemini;Shadcn/ui | null | null | Windows | Windows | GitHub;Jira | GitHub | GitHub | NA
NA | Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);YouTube | Stack Overflow;Stack Exchange;YouTube | Stack Overflow;Stack Exchange;YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models) | Anthropic: Claude Sonnet;Gemini (Flash general purpose models) | Anthropic: Claude Sonnet;Gemini (Flash general purpose models) | NA
NA | Yes | Daily or almost daily | Between 1 and 3 years | Less than once every 2 - 3 months | Videos;Chat (bot/AI) | Read and/or vote on comments for a Question or Answer I am interested in
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools daily | Indifferent | Neither trust nor distrust | Bad at handling complex tasks | Learning about a codebase;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | null | Deployment and monitoring | Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics | null | Debugging AI-generated code is more time-consuming | No it is not althoug i might use it for some not so important tasks such as UI
| Yes, I use AI agents at work monthly or infrequently | Yes, to a great extent | Software engineering | null | AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks. | AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above. | AI agents have improved the quality of my code. | AI agents have helped me automate repetitive tasks. | 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.;Write in the most significant challenge if not listed above: | null | null | null | null | null | Snyk | null | ChatGPT;Claude Code;GitHub Copilot | null | When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem | problem solving | 8,121 | 6 |
5,150 | 5,151 | 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 | 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 for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media | 15 | Developer, mobile | 10,000 or more employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Reputation for quality
NA | Security or privacy concerns
NA | Software Development | Developing specialized expertise
NA | No | I have somewhat considered changing my career and/or the industry I work in | 1 | 1 | Sweden | SEK Swedish krona | 840,000 | Yes | Bash/Shell (all shells);Swift | Rust;Swift | Swift | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | MacOS;iOS | null | Confluence;GitHub;Jira | null | null | NA
NA | Stack Overflow;Discord;Reddit;Bluesky;X | null | null | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | Long-form articles;Coding challenges | 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 weekly | Unfavorable | Somewhat distrust | Very poor at handling complex tasks | Learning about a codebase;Documenting code;Creating or maintaining documentation | Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies | Project planning;Writing code | null | Generating content or synthetic data | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving | Absolutely not | 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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | null | 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 | The same as now | 88,050 | 0 |
5,151 | 5,152 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 45-54 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | Caring for dependents (children, elderly, etc.) | 20 | 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 | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 35 | Academic researcher | 20 to 99 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Connected to an open-source project
NA | Availability of better alternatives
NA | Higher Education | null | No | I have neither consider or transitioned into a new career or industry | null | null | Czech Republic | CZK Czech koruna | null | Yes | JavaScript;Python;R | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Visual Studio Code | null | null | NA
NA | null | null | null | null | null | MacOS;Ubuntu;iOS | MacOS;Ubuntu | GitHub;Markdown File;Obsidian | null | null | NA
NA | Discord;GitHub (public projects, not private repos);YouTube | null | null | NA
NA | Yes | Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models) | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | Infrequently, less than once per year | 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 | Yes, somewhat | I don't use AI or AI-enabled tools | Yes, I use AI tools monthly or infrequently | Unfavorable | Somewhat distrust | Very poor 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 | Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Documenting code | null | Debugging AI-generated code is more time-consuming | Not really. I would trust AI in some simple CSS adjustments, but not with code | 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.;I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | 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 | Thinking, planning | null | null |
5,152 | 5,153 | I used to be a developer by profession, but no longer am | 65 years or older | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Retired | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 45 | 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 | 37 | Developer, full-stack | null | null | null | null | Personal Project | Connected to an open-source project
NA | Security or privacy concerns
NA | null | null | null | null | null | 6 | Netherlands | EUR European Euro | null | Yes | HTML/CSS;JavaScript;Lua;PowerShell;Python;Rust;SQL | null | null | NA
NA | Yes | Microsoft SQL Server;MySQL;SQLite | null | null | NA
NA | Yes | Chocolatey;Docker;npm | null | null | NA
NA | No | null | null | null | NA
NA | Yes | VSCodium;WebStorm | null | null | NA
NA | null | null | null | null | null | Windows;MacOS;Ubuntu;Linux (non-WSL) | null | null | null | null | NA
NA | Stack Overflow;Stack Exchange;Dev.to;Bluesky;X;LinkedIn;Substack;Medium | null | null | NA
NA | Yes | DeepSeek (V- General purpose models) | null | null | NA
NA | Yes | A few times per week | Between 5 and 10 years | A few times per month or weekly | Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.) | Answer a question
NA | Yes, definitely | I don't use AI or AI-enabled tools | Yes, I use AI tools monthly or infrequently | Unfavorable | Highly distrust | Bad at handling complex tasks | null | Learning about a codebase;Project planning;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies | Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in): | NO, it shouldn't be. Developers should learn basics an gather experience with coding before they start using AI tools. | 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.;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 | I don’t think I’ll need help from people anymore | Analytic and creative skills | null | null |
5,153 | 5,154 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Volunteering (regularly) | 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 | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training | 29 | Product manager | 5,000 to 9,999 employees | People manager | Remote | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Personal Project | Costs are manageable
NA | Availability of better alternatives
NA | Software Development | Innovation through solving challenging and complex problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | 6 | 4 | United States of America | USD United States dollar | 70,000 | Yes | C#;C++;JavaScript;Python;TypeScript | C#;Go;Python;TypeScript | C#;Python;TypeScript | NA
NA | Yes | Dynamodb;MongoDB;SQLite | Dynamodb;SQLite | Dynamodb;SQLite | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Google Cloud;Make;MSBuild;npm;NuGet;Pip;Vite;Webpack | Amazon Web Services (AWS);Cloudflare;npm;NuGet;Vite | Amazon Web Services (AWS);Cloudflare;npm;NuGet;Vite | NA
NA | Yes | ASP.NET Core;Next.js;Node.js | ASP.NET Core;Node.js | ASP.NET Core;Node.js | NA
NA | Yes | Notepad++;Vim;Visual Studio;Visual Studio Code | Notepad++;Visual Studio;Visual Studio Code | Notepad++;Visual Studio;Visual Studio Code | NA
NA | null | null | null | null | null | Windows | Windows | GitHub;Jira;Markdown File;YouTrack | GitHub;Markdown File | GitHub;Markdown File | NA
NA | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;GitHub (public projects, not private repos);YouTube | Stack Overflow;GitHub (public projects, not private repos);YouTube | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 10 and 15 years | Less than once per month or monthly | Long-form articles;Videos;Day-in-the-life profiles/interviews with experts | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | Rarely, almost never | 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;Testing 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 | Documenting code;Creating or maintaining documentation | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | I use vibe coding to do rapid prototyping and to prove ideas out. | No, but I 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.;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. | null | null | null | null | null | null | null | null | null | When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code | I think architecture and system design will still remain valuable. | 70,000 | 6 |
5,154 | 5,155 | I am a developer by profession | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | null | 24 | 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 | 30 | Developer, full-stack | 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 | Availability of better alternatives
NA | Retail and Consumer Services | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 4 | 0 | United States of America | USD United States dollar | 160,000 | Yes | C#;HTML/CSS;JavaScript;SQL | null | null | NA
NA | Yes | Microsoft SQL Server | MariaDB;MySQL | null | NA
NA | No | null | null | null | NA
NA | Yes | ASP.NET Core;jQuery | Blazor | null | NA
NA | Yes | Notepad++;Vim;Visual Studio | null | null | NA
NA | null | null | null | null | null | Windows | null | Obsidian | null | null | NA
NA | Stack Overflow;Reddit | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | null | Less than once every 2 - 3 months | Chat (people);Logic games/puzzles | 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 | Highly distrust | Bad at handling complex tasks | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in): | Search for answers | null | null | AI solutions that are almost right, but not quite | no | Yes, I use AI agents at work monthly or infrequently | Not at all or minimally | Software engineering | null | AI agents have reduced the time spent on specific development tasks. | AI agents have accelerated my learning about new technologies or codebases. | AI agents have increased my productivity. | null | AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team. | 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. | 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 | 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 have ethical or security concerns about code | Planning how the design of a project will interact with the real world. | 160,000 | 8 |
5,155 | 5,156 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | null | 18 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 24 | Developer, full-stack | null | null | null | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Connected to an open-source project
NA | Ethical concerns
NA | Software Development | Working with new technologies and tools
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 10 | Bangladesh | USD United States dollar | null | Yes | Bash/Shell (all shells);Java;JavaScript;Kotlin;Python;Rust;TypeScript | Kotlin;Zig | Kotlin | NA
NA | Yes | MariaDB;PostgreSQL;SQLite | null | null | NA
NA | Yes | APT;Cargo;Docker;Gradle;Make;Maven (build tool);npm;Pacman;Pip;pnpm;Poetry;Vite;Webpack;Yarn | null | null | NA
NA | Yes | Django;Flask;Node.js;Spring Boot;Axum | FastAPI | null | NA
NA | Yes | IntelliJ IDEA;Neovim;Vim;Zed | null | null | NA
NA | Tailwind CSS 4;Pydantic;Ollama | uv | null | null | null | Arch | Arch | GitHub;GitLab;Obsidian | null | null | NA
NA | Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos) | null | null | 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 | Message Boards;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 | Neutral | 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 | Debugging AI-generated code is more time-consuming;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 | 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. | 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 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 | Understanding the underlying concept of the program and solving in that context. | null | 7 |
5,156 | 5,157 | I am a developer by profession | 45-54 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.);Transitioning to retirement (gradually reducing work hours) | 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 required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Books / Physical media | 30 | Architect, software or solutions | null | null | null | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Reliability and low latency
NA | Poor usability
NA | Software Development | Control over the level of quality in projects
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 1 | 1 | Taiwan | TWD New Taiwan dollar | 1,800,000 | null | null | null | null | NA
NA | Yes | Microsoft SQL Server | Microsoft SQL Server | Microsoft SQL Server | NA
NA | Yes | null | null | null | NA
NA | Yes | null | null | null | NA
NA | Yes | null | null | null | NA
NA | Delphi 12+ Athens | Delphi 12+ Athens | Delphi 12+ Athens | null | null | Windows | Windows | null | null | null | NA
NA | null | null | null | NA
NA | Yes | Gemini (Flash general purpose models);Microsoft Phi-4 models | Gemini (Flash general purpose models);Microsoft Phi-4 models | Gemini (Flash general purpose models);Microsoft Phi-4 models | NA
NA | Yes | A few times per month or weekly | Between 3 and 5 years | I have never participated in Q&A on Stack Overflow | Lists of recommendations (tools, frameworks, technologies, etc.) | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | Rarely, almost never | Yes, I use AI tools monthly or infrequently | Favorable | Somewhat trust | I don't use AI tools for complex tasks / I don't know | 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 | null | null | I don’t use AI tools regularly | null | 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.;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 | The cost of using certain AI agent platforms is a barrier. | Integrating AI agents with my existing tools and workflows can be difficult. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Accelerated development speed | 60,995 | 8 |
5,157 | 5,158 | I used to be a developer by profession, but no longer am | 65 years or older | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Retired | None of the above | 35 | 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 | 54 | Developer, desktop or enterprise applications | null | null | null | null | Personal Project | Connected to an open-source project
NA | Prohibitive pricing
NA | null | null | null | null | null | 5 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 0 | Yes | HTML/CSS;Java;JavaScript;PHP;SQL | C#;Go;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;Rust;SQL | HTML/CSS;Java;JavaScript;PHP;SQL | NA
NA | Yes | MariaDB;Microsoft SQL Server;MySQL | MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite | MariaDB;Microsoft SQL Server;MySQL | HSQLDB
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | IntelliJ IDEA;Notepad++ | Android Studio;IntelliJ IDEA;Visual Studio | IntelliJ IDEA | NA
NA | null | null | null | null | null | Windows | null | null | null | null | NA
NA | Stack Overflow | Stack Overflow | Stack Overflow | NA
NA | No | null | null | null | NA
NA | Not sure/can't remember | A few times per week | Between 5 and 10 years | Infrequently, less than once per year | Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.) | Answer a question
NA | Yes, somewhat | I don't use AI or AI-enabled tools | No, and I don't plan to | Unfavorable | Somewhat distrust | I don't use AI tools for complex tasks / I don't know | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | null | null | 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 | 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. | 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 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 analysis, debugging, UI design | null | null |
5,158 | 5,159 | I work with developers or my work supports developers but am not a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 37 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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);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 | 25 | Other (please specify): | 1,000 to 4,999 employees | Individual contributor | Remote | No | Personal Project | Costs are manageable
Being actively supported/enhanced | Ethical concerns
Not actively supported | Other: | null | No | I have transitioned into a new career and/or industry voluntarily | 23 | 9 | United States of America | USD United States dollar | 80,000 | Yes | C#;HTML/CSS;Python;SQL | Python;SQL | Python;SQL | WIX, Kivy
Kivy | No | null | null | null | NA
NA | Yes | npm;NuGet | null | null | TeamCity, GitHub, CrowdIn
GitHub | No | null | null | null | NA
NA | Yes | Notepad++;PyCharm;Visual Studio | Notepad++;PyCharm | Notepad++;PyCharm | NA
NA | null | null | null | null | null | Windows | Windows | GitHub;Jira;Markdown File;Miro;YouTrack | GitHub;Jira;Markdown File | GitHub;Jira;Markdown File | CrowdIn, FigJam
NA | Stack Overflow;Discord;LinkedIn | Discord;Bluesky;LinkedIn | Discord;LinkedIn | NA
NA | No | null | null | null | NA
NA | Yes | Less than once per month or monthly | Between 5 and 10 years | Less than once per month or monthly | Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Ask a question
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools weekly | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies | Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation | Learning about a codebase;Deployment and monitoring | null | null | AI solutions that are almost right, but not quite | Not at that level at this point. Coworkers have found it useful for certain, limited tasks, but not the kinds of things I'm doing. | 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 | The cost of using certain AI agent platforms is a barrier. | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above: | 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;When I need help fixing complex or unfamiliar code;Other (please specify): | Translating user needs to technical solutions. And especially navigating complex constraints, e.g. has to support UI localization into many languages & input data in many languages while maintaining compatibility with prior versions and providing good performance and data security. | 80,000 | null |
5,159 | 5,160 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 7 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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 | 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;Stack Overflow or Stack Exchange | 12 | DevOps engineer or professional | 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 | Connected to an open-source project
NA | Prohibitive pricing
NA | Internet, Telecomm or Information Services | Job stability and career growth with a single employer
NA | No | I have neither consider or transitioned into a new career or industry | 4 | 2 | Chile | CLP Chilean peso | 25,000,000 | Yes | Assembly;Bash/Shell (all shells);C;Java;Lua;Python;Rust;SQL | Go;Rust | Rust | NA
NA | Yes | InfluxDB;MariaDB;MongoDB;MySQL;PostgreSQL;Redis | BigQuery | null | NA
NA | Yes | Ansible;Docker;Kubernetes;Maven (build tool);Pip;Terraform | Ansible | Ansible | NA
NA | Yes | FastAPI | Django;Laravel;Ruby on Rails | null | NA
NA | Yes | Nano;Vim;Visual Studio | null | null | NA
NA | null | null | null | null | null | Windows;Ubuntu | Ubuntu;Linux (non-WSL) | Confluence;GitHub;GitLab;Jira;Markdown File;Notion | null | null | NA
NA | Stack Overflow;Discord;Reddit;Slack (public channels, not work) | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 10 and 15 years | Infrequently, less than once per year | Videos;Coding challenges;Logic games/puzzles;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 | Neutral | About half of the time | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Bad at handling complex tasks | Learning about a codebase;Documenting code;Testing code;Learning new concepts or technologies | Project planning;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data | Deployment and monitoring;Creating or maintaining documentation | Writing code;Predictive analytics;Search for answers | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works | IT depends of the issue. Sometimes I use AI tools to give me function or to check if i commited some speel error, but the exhaustive problems i prefer to code them by myself | No, and I don't plan to | Yes, somewhat | 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.;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. | Integrating AI agents with my existing tools and workflows can be difficult. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I 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 | Debugging and documentation. | 26,508 | 7 |
5,160 | 5,161 | 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 | 19 | 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) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 29 | 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 | Connected to an open-source project
NA | Availability of better alternatives
NA | Healthcare | Innovation through solving challenging and complex problems
NA | No | I have neither consider or transitioned into a new career or industry | 2 | 1 | United States of America | USD United States dollar | 145,000 | Yes | Java;JavaScript;Lua;Python;Ruby;SQL;Swift;TypeScript | Ruby;Swift | Ruby;Swift | NA
NA | Yes | BigQuery;Elasticsearch;PostgreSQL;Redis | PostgreSQL;Redis | PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);APT;Docker;Google Cloud;npm;Pip;Vite;Yarn | null | null | Rubygems
NA | Yes | Angular;FastAPI;React;Ruby on Rails | Ruby on Rails | Ruby on Rails | NA
NA | Yes | Neovim | Neovim | Neovim | NA
NA | null | null | null | null | null | MacOS | MacOS | GitHub;Lucid (includes Lucidchart) | GitHub | GitHub | NA
NA | Hacker News;GitHub (public projects, not private repos) | GitHub (public projects, not private repos) | GitHub (public projects, not private repos) | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models) | null | null | NA
NA | Yes | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | I have never participated in Q&A on Stack Overflow | null | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | Rarely, almost never | Yes, I use AI tools monthly or infrequently | Unfavorable | Highly distrust | Very poor at handling complex tasks | Debugging or fixing code;Search for answers;Generating content or synthetic data | Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies | null | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | 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.;Write in the most significant challenge if not listed above: | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | null | 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 | We seem to be at a local maxima with respect to LLM coding ability. I don't expect the landscape to be that much different in 3-5 years than it is now. Tools are incrementally improving, but the huge leaps forward seem to be behind us. I suspect all the skills that are useful today will continue to be useful, especially as jr devs coming up with LLMs never learn the underlying fundamentals of coding. | 145,000 | 7 |
5,161 | 5,162 | 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.) | 13 | 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 | 19 | Developer, full-stack | 20 to 99 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Work | Good brand and public image
NA | Inefficient or time-costly
NA | Internet, Telecomm or Information Services | Job stability and career growth with a single employer
NA | No | I have transitioned into a new career and/or industry voluntarily | 7 | 3 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 85,000 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;SQL | Bash/Shell (all shells);C++;Erlang;Go;Python;Ruby;SQL | Bash/Shell (all shells);Python;Ruby;SQL | NA
NA | Yes | MySQL;PostgreSQL;Redis | Cassandra;MySQL;PostgreSQL;Redis | MySQL;PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Docker;Heroku;Homebrew;New Relic;Terraform | Amazon Web Services (AWS);Ansible;Docker;Homebrew;New Relic;Terraform | Amazon Web Services (AWS);Docker;Homebrew;New Relic;Terraform | NA
NA | Yes | jQuery;Node.js;React;Ruby on Rails;Vue.js | Ruby on Rails | Ruby on Rails | NA
NA | Yes | Sublime Text;Visual Studio Code | Neovim;Sublime Text;Vim;Visual Studio Code | Sublime Text;Visual Studio Code | NA
NA | Amazon Bedrock | null | null | null | null | MacOS;iOS;iPadOS | MacOS;Ubuntu;iOS | GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian | GitHub;Google Workspace;Jira;Markdown File | GitHub;Google Workspace;Jira;Markdown File | NA
NA | YouTube;LinkedIn;Substack;Medium | YouTube | YouTube | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 10 and 15 years | Daily or almost daily | Chat (people);Coding challenges;Job board | Upvote/Downvote Q&A posts
NA | Yes, somewhat | I don't use AI or AI-enabled tools | No, and I don't plan to | Indifferent | Somewhat distrust | I don't use AI tools for complex tasks / I don't know | null | Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies | Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Search for answers | Documenting code;Generating content or synthetic data;Creating or maintaining documentation | null | I don’t use AI tools regularly | No | No, but I plan to | Not at all or minimally | null | null | null | null | null | null | null | null | 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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | It takes significant time and effort to learn how to use AI agents effectively. | 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 | Adaptability | 115,720 | 7 |
5,162 | 5,163 | I am a developer by profession | 35-44 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | Volunteering (regularly);Engaged in paid work (less than 10 hours per week) | 2 | Yes, I am not new to coding but am learning new coding techniques or programming language | Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools 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);Blogs or podcasts;Other (please specify): | 28 | Developer, full-stack | 1,000 to 4,999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Reputation for quality
NA | Ethical concerns
NA | Software Development | Collaboration and support from a team
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 8 | Israel | ILS Israeli new shekel | 160,000 | Yes | Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Lua;PowerShell;Python;SQL;TypeScript;VBA | null | null | NA
NA | Yes | MongoDB;Oracle;Supabase | null | null | NA
NA | Yes | Docker;Heroku;Netlify;npm;Pip;pnpm;Supabase;Vite;Webpack | Amazon Web Services (AWS);Docker;Firebase;npm;Vite | Docker;npm;Vite | NA
NA | Yes | Angular;AngularJS;ASP.NET;Deno;Express;jQuery;Node.js;React | Express;Node.js;React;Vue.js | Express;Node.js;React | NA
NA | Yes | Android Studio;Cursor;Visual Studio;Visual Studio Code;Windsurf | Claude Code;Cursor;Visual Studio Code;Windsurf | Cursor;Visual Studio Code;Windsurf | NA
NA | null | null | null | null | null | Windows;Android | Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL) | Confluence;GitHub;Jira;Linear;Markdown File;Trello | GitHub;Google Workspace;Markdown File;Trello | GitHub;Markdown File;Trello | NA
NA | Stack Overflow;Stack Exchange;X;LinkedIn | Stack Overflow;Stack Exchange;Discord | Stack Overflow;Stack Exchange | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models | NA
NA | Yes | Less than once per month or monthly | Between 1 and 3 years | Less than once every 2 - 3 months | Chat (people);Long-form articles;Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | About half of the time | Yes, I use AI tools daily | Favorable | Somewhat distrust | Bad at handling complex tasks | Writing code;Search for answers;Learning new concepts or technologies | Predictive analytics | Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation | Testing code;Generating content or synthetic data | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | It is for small personal projects or prototyping, but doesn't currently fit for the core job. | 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.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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 have ethical or security concerns about code | Understanding core principles. Curiosity. Attention to details. Wide view. | 47,063 | 7 |
5,163 | 5,164 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | Volunteering (regularly) | 9 | 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;Colleague or on-the-job training;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | 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 | 12 | Developer, full-stack | 20 to 99 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 | Costs are manageable
NA | Prohibitive pricing
NA | Software Development | Autonomy and trust to manage your own tasks
NA | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | null | null | Belgium | EUR European Euro | 40,000 | Yes | HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript | Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript | HTML/CSS;JavaScript;PHP;SQL;TypeScript | NA
NA | Yes | MySQL;PostgreSQL;Redis;SQLite | MySQL;PostgreSQL;Redis | MySQL;PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Ansible;Composer;Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;npm;Prometheus;Terraform;Vite | Amazon Web Services (AWS);Ansible;Composer;Docker;Google Cloud;Homebrew;Kubernetes;npm;Prometheus;Terraform;Vite | Amazon Web Services (AWS);Ansible;Composer;Docker;Google Cloud;Homebrew;Kubernetes;npm;Prometheus;Terraform;Vite | NA
NA | Yes | Angular;Express;Laravel;Node.js;Vue.js | Laravel;Svelte;Vue.js | Laravel;Vue.js | NA
NA | Yes | Claude Code;IntelliJ IDEA;Visual Studio Code;VSCodium | Claude Code;Cline and/or Roo;Cursor;Visual Studio Code;VSCodium | Claude Code;Visual Studio Code;VSCodium | NA
NA | Google Gemini | Tailwind CSS 4;Google Gemini | Google Gemini | null | null | Windows;MacOS;Ubuntu | MacOS;Debian | Confluence;GitHub;GitLab;Jira;Markdown File | Confluence;GitHub;GitLab;Jira;Markdown File | Confluence;GitHub;GitLab;Jira;Markdown File | NA
NA | Stack Overflow | Stack Overflow | Stack Overflow | NA
NA | Yes | Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models | Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models | Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Yes | Multiple times per day | Between 5 and 10 years | Infrequently, less than once per year | null | null | No, not really | Less than half of the time | Yes, I use AI tools weekly | Favorable | Somewhat distrust | Bad at handling complex tasks | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | null | Project planning;Deployment and monitoring | Testing code;Committing and reviewing code | Generating content or synthetic data | Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in): | null | Yes, I use AI agents at work daily | Yes, somewhat | Software engineering | null | AI agents have helped me solve complex problems more effectively. | 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 reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team. | null | AI agents have helped me automate repetitive tasks. | 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 | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini;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 want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | null | 46,406 | 7 |
5,164 | 5,165 | 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 (less than 10 hours per week) | 11 | 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 | 22 | Developer, full-stack | Less than 20 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Costs are manageable
NA | Availability of better alternatives
NA | Healthcare | Control over the level of quality in projects
NA | No | I have neither consider or transitioned into a new career or industry | null | null | United States of America | USD United States dollar | 200,000 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;TypeScript | Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript | Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript | NA
NA | Yes | PostgreSQL;SQLite | PostgreSQL;SQLite | PostgreSQL;SQLite | PGlite
PGlite | Yes | Amazon Web Services (AWS);APT;Digital Ocean;Docker;Homebrew;Netlify;npm;Vite | Amazon Web Services (AWS);APT;Digital Ocean;Homebrew;Netlify;npm;Vite | Amazon Web Services (AWS);APT;Digital Ocean;Homebrew;Netlify;npm;Vite | NA
NA | Yes | Express;Fastify;Node.js | Fastify;Node.js | Fastify;Node.js | element-vir
element-vir | Yes | Nano;Visual Studio | Nano;Visual Studio | Nano;Visual Studio | NA
NA | null | null | null | null | null | MacOS | MacOS | GitHub;Linear | GitHub;Linear | GitHub;Linear | NA
NA | Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos) | Stack Overflow;Hacker News;GitHub (public projects, not private repos) | Stack Overflow;Hacker News;GitHub (public projects, not private repos) | NA
NA | Yes | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models) | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models) | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models) | NA
NA | Yes | A few times per week | Between 10 and 15 years | Less than once every 2 - 3 months | 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 daily | Indifferent | Neither trust nor distrust | Bad at handling complex tasks | Writing code;Search for answers;Learning new concepts or technologies | Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation | null | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively. | 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. | 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 | Other (please specify): | null | 200,000 | 9 |
5,165 | 5,166 | 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);Engaged in paid work (less than 10 hours per week) | 6 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);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;Games or coding challenges | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 12 | Developer, embedded applications or devices | 5,000 to 9,999 employees | Individual contributor | Remote | Yes, I endorsed a tool that was ultimately not purchased or used at my organization | Personal Project | Reputation for quality
NA | Prohibitive pricing
NA | Other: | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | 4 | 6 | Ukraine | USD United States dollar | 21,600 | Yes | Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;MATLAB;PHP;PowerShell;Python;Rust | Bash/Shell (all shells);C;C++;HTML/CSS;Java;PHP;PowerShell;Python | Bash/Shell (all shells);C;C++;HTML/CSS;Java;PHP;PowerShell;Python | NA
NA | Yes | MySQL;PostgreSQL | MySQL | MySQL | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Docker;npm;Pip | Amazon Web Services (AWS);Cloudflare;Docker;Pip | Amazon Web Services (AWS);Cloudflare;Docker;Pip | Oracle Free Tier
Oracle Free Tier | Yes | jQuery;Node.js | null | null | NA
NA | Yes | IntelliJ IDEA;PyCharm;Sublime Text | IntelliJ IDEA;PyCharm;Sublime Text | IntelliJ IDEA;PyCharm;Sublime Text | NA
NA | null | null | null | null | null | Windows;Ubuntu | Windows;Ubuntu | Confluence;Doxygen;GitHub;GitLab;Jira | Confluence;Doxygen;GitHub;Jira | Confluence;Doxygen;GitHub;Jira | 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 | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | whisper
whisper | Not sure/can't remember | A few times per month or weekly | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | Lists of recommendations (tools, frameworks, technologies, etc.);Job board | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | About half of the time | Yes, I use AI tools monthly or infrequently | Indifferent | Highly distrust | Very poor at handling complex tasks | Project planning;Predictive analytics | Learning about a codebase;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies | Writing code;Documenting code;Committing and reviewing code;Search for answers;Creating or maintaining documentation | null | Generating content or synthetic data | 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 | 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 am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | null | 21,600 | 7 |
5,166 | 5,167 | I am a developer by profession | 18-24 years old | Associate degree (A.A., A.S., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;Stack Overflow or Stack Exchange | No, I didn't spend time learning in the past year | null | 8 | Cloud infrastructure engineer | 500 to 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 | Connected to an open-source project
NA | Ethical concerns
NA | Banking/Financial Services | Solving real-world problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | 10 | 8 | Canada | CAD Canadian dollar | 89,000 | Yes | C;C++;JavaScript;Perl;TypeScript | C;C++;Perl | C;C++;Perl | Raku
Raku | Yes | MariaDB;MySQL;Oracle;PostgreSQL | PostgreSQL | PostgreSQL | Memcached
Memcached | Yes | Amazon Web Services (AWS);Docker;Google Cloud;Make;npm;Podman;Yarn | Google Cloud;Make;Podman | Google Cloud;Make;Podman | Vultr
Vultr | Yes | null | null | null | Mojolicious, Plack
Mojolicious, Plack | No | null | null | null | NA
NA | null | null | null | null | null | Debian;Linux (non-WSL);Fedora | MacOS;Fedora | GitHub;Jira;Miro | GitHub;Miro | GitHub;Miro | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;LinkedIn | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | A few times per week | Message Boards | Answer a question
NA | Yes, somewhat | Rarely, almost never | 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;Other (write in): | null | null | null | I don’t use AI tools regularly | No. | No, and I don't plan to | No, but my development work has significantly changed due to non-AI factors | null | null | null | null | null | null | null | Integrating AI agents with my existing tools and workflows can be difficult. | null | I am concerned about the accuracy of the information provided by AI agents.;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 | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | null | null | null | null | null | null | null | Other (please specify): | Programming, reading, writing code. | 64,933 | 6 |
5,167 | 5,168 | I am a developer by profession | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 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 required for my job or to benefit my career | Videos (not associated with specific online course or certification);Colleague or on-the-job training | 13 | Developer, front-end | null | null | null | No | Work | Reputation for quality
NA | Availability of better alternatives
NA | Fintech | Competitive pay and benefits
More time WFH, shorter commutes | No | I have neither consider or transitioned into a new career or industry | 3 | null | United States of America | USD United States dollar | 167,000 | Yes | Java;JavaScript;SQL;TypeScript | JavaScript;SQL;TypeScript | JavaScript;SQL;TypeScript | NA
NA | Yes | Microsoft SQL Server | Microsoft SQL Server | Microsoft SQL Server | NA
NA | Yes | Ansible;Maven (build tool);Microsoft Azure;npm | npm | npm | NA
NA | Yes | Angular;React | React | React | NA
NA | Yes | Notepad++;Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | null | null | null | null | null | Windows;iOS | Windows | Jira;Wikis | null | null | NA
NA | Stack Overflow;Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium | null | null | NA
NA | Yes | openAI GPT (chatbot models) | null | null | Github Copilot ?
NA | Yes | A few times per week | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | null | Upvote/Downvote Q&A posts
NA | No, not really | null | Yes, I use AI tools weekly | Favorable | Somewhat distrust | Good, but not great at handling complex tasks | null | Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | null | null | null | null | 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.;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 am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | null | Communicating with product owners and others | 167,000 | 6 |
5,168 | 5,169 | I am a developer by profession | 55-64 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | None of the above | 35 | 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;Videos (not associated with specific online course or certification) | 37 | Founder, technology or otherwise | null | null | null | Yes, I influenced the purchase of a substantial addition to the tech stack | Personal Project | Costs are manageable
NA | Inefficient or time-costly
NA | Software Development | Developing specialized expertise
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 15 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 0 | Yes | Dart;Java | null | null | NA
NA | Yes | MongoDB | null | null | NA
NA | Yes | Amazon Web Services (AWS) | null | null | NA
NA | Yes | Spring Boot | null | null | NA
NA | Yes | Android Studio;Eclipse | null | null | NA
NA | null | null | null | null | null | MacOS | MacOS | Trello | null | null | NA
NA | Stack Overflow | null | null | NA
NA | Yes | null | 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 | null | Browse content related to Q&A posts I recently viewed
NA | Yes, somewhat | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Highly distrust | Good, but not great at handling complex tasks | Writing code;Debugging or fixing code;Deployment and monitoring | Project planning;Documenting code;Testing code;Committing and reviewing code | Creating or maintaining documentation | Predictive analytics | Learning about a codebase;Search for answers;Generating content or synthetic data;Learning new concepts or technologies | Other (write in): | Certainly. Great for creating examples to get the development started. | No, but I plan to | Yes, to a great extent | 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. | 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 | The ability to suggest a better solution when AI is going around in circles. | null | 10 |
5,169 | 5,170 | 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 | 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);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;Other online resources (e.g. standard search, forum, online community) | 30 | Developer, full-stack | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Customizable and manageable codebase
NA | Security or privacy concerns
NA | Software Development | Developing specialized expertise
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 5 | Latvia | EUR European Euro | 42,000 | Yes | C#;HTML/CSS;JavaScript;MicroPython;Python;SQL;TypeScript | C#;HTML/CSS;JavaScript;SQL;TypeScript | C#;HTML/CSS;JavaScript;SQL;TypeScript | NA
NA | Yes | Microsoft SQL Server;MySQL;SQLite | Microsoft SQL Server;MySQL;SQLite | Microsoft SQL Server;MySQL;SQLite | NA
NA | Yes | Microsoft Azure;MSBuild;NuGet | Microsoft Azure;MSBuild;NuGet | Microsoft Azure;MSBuild;NuGet | NA
NA | Yes | ASP.NET;ASP.NET Core;jQuery | ASP.NET Core;Blazor;jQuery | ASP.NET Core;jQuery | NA
NA | Yes | Notepad++;Visual Studio;Visual Studio Code | Notepad++;Visual Studio;Visual Studio Code | Notepad++;Visual Studio;Visual Studio Code | NA
NA | .NET 8 or higher;Large Language Model | .NET 8 or higher;Large Language Model | .NET 8 or higher;Large Language Model | null | null | Windows | Windows | Azure Devops;Jira;Redmine | Azure Devops;Jira;Redmine | Azure Devops;Jira;Redmine | NA
NA | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 3 and 5 years | Less than once every 2 - 3 months | Coding challenges;Logic games/puzzles;Day-in-the-life profiles/interviews with experts | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | 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 | Debugging or fixing code;Search for answers | null | Learning about a codebase;Writing code;Deployment and monitoring;Learning new concepts or technologies | Project planning;Documenting 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 | 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.;It takes significant time and effort to learn how to use AI agents effectively. | null | null | Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | 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 | null | 48,726 | 7 |
5,170 | 5,171 | 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 | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 35 | Developer, full-stack | 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 | Costs are manageable
NA | Other (please specify):
Presence of AI or AI agents | Manufacturing | Other (please specify):
Comfortable office environment (no open plan) | No | I have somewhat considered changing my career and/or the industry I work in | 54 | 7 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 60,000 | Yes | Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Perl;PowerShell;SQL;Visual Basic (.Net) | Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;SQL | Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;SQL | NA
NA | Yes | H2;Microsoft SQL Server;PostgreSQL | MongoDB;PostgreSQL;Cockroachdb | PostgreSQL | NA
NA | Yes | Cloudflare;Docker;Gradle;Kubernetes;MSBuild;npm;Vite | Ansible;Gradle | Gradle | NA
NA | Yes | jQuery;Node.js;React;Spring Boot | Spring Boot | Spring Boot | NA
NA | Yes | IntelliJ IDEA;Notepad++;Visual Studio | IntelliJ IDEA;Notepad++;WebStorm | IntelliJ IDEA;Notepad++ | NA
NA | null | null | null | null | null | Windows;Android;Red Hat | Windows;Ubuntu;Red Hat | GitHub;GitLab | GitLab | GitLab | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 10 and 15 years | A few times per week | Other (write in): | Other (write in):
Find answer to a question | No, not at all | I don't use AI or AI-enabled tools | No, and I don't plan to | Very unfavorable | Highly distrust | Very poor at handling complex tasks | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | null | null | Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in): | No | No, and I don't plan to | No, but my development work has significantly changed due to non-AI factors | null | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | I 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 | Other (please specify): | Fixing codebases that AI has mangled | 81,685 | 7 |
5,171 | 5,172 | 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 | 25 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);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 | 35 | Developer, full-stack | null | null | null | No | Personal Project | AI integration or AI Agent capabilities
NA | Lack of AI or AI agents
NA | Software Development | Working with new technologies and tools
NA | Yes | I have transitioned into a new career and/or industry voluntarily | 22 | null | Canada | CAD Canadian dollar | 75,000 | Yes | Java;Python | Python | Python | NA
NA | Yes | Elasticsearch;Microsoft SQL Server;Oracle;PostgreSQL | PostgreSQL | PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);Chocolatey;Docker;Kubernetes;Maven (build tool);Yarn | Chocolatey;Docker | Chocolatey;Docker | NA
NA | Yes | Angular;Flask;jQuery;React;Spring Boot | Flask | Flask | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Windows | Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL) | null | null | null | company's private one
NA | null | null | null | only AI is used for that
use only AI for all that purposes | Yes | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | Infrequently, less than once per year | More than 15 years, or since Stack Overflow started in 2008 | I have never participated in Q&A on Stack Overflow | Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Not sure | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Highly trust | Very well at handling complex tasks | Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring | null | null | null | Learning about a codebase;Project planning;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | I haven’t encountered any problems | definitely, but I personally later connect different parts manually or perform some updates | No, but I plan to | Yes, to a great extent | null | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | 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 | null | null | null | null | null | null | null | I don’t think I’ll need help from people anymore | AI prompting | 54,719 | 10 |
5,172 | 5,173 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Volunteering (regularly) | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Colleague or on-the-job training | 12 | AI/ML engineer | 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 | Robust and complete API
NA | Availability of better alternatives
NA | Software Development | Innovation through solving challenging and complex problems
NA | No | I have neither consider or transitioned into a new career or industry | 5 | 7 | United States of America | USD United States dollar | 140,000 | Yes | Bash/Shell (all shells);Dart;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript | Bash/Shell (all shells);Kotlin;Python;Rust;SQL | Bash/Shell (all shells);Kotlin;Python;Rust;SQL | NA
NA | Yes | PostgreSQL | PostgreSQL;SQLite;Supabase | PostgreSQL | NA
NA | Yes | Amazon Web Services (AWS);Bun;Cargo;Chocolatey;Docker;Google Cloud;Gradle;Homebrew;Maven (build tool);npm;Pip;Poetry;Vite | Docker;Google Cloud;Supabase;Terraform;Vite | Docker;Google Cloud;Vite | uv
uv | Yes | FastAPI;NestJS;Next.js;Node.js;React | FastAPI;React | FastAPI;React | NA
NA | Yes | Android Studio;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;RustRover;Vim;Visual Studio Code;Zed | Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;RustRover;Vim;WebStorm | Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;RustRover;Vim | NA
NA | Large Language Model;Pydantic;Google Gemini;uv | Large Language Model;Pydantic;Google Gemini;uv | Large Language Model;Pydantic;Google Gemini;uv | null | null | Windows;Android | MacOS | Clickup;GitHub;Lucid (includes Lucidchart);Markdown File;Miro;Notion | GitHub;Markdown File | GitHub;Markdown File | NA
NA | Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium | Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube | Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 5 and 10 years | A few times per month or weekly | Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.) | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools weekly | Favorable | Somewhat trust | I don't use AI tools for complex tasks / I don't know | null | Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing 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 | No. I am deliberate and skilled in my development. I sometimes use AI to augment my knowledge in unfamiliar areas, and to perform menial tasks that are hard to mess up. | Yes, I use AI agents at work monthly or infrequently | Not at all or minimally | Software engineering | null | AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks. | AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively. | AI agents have improved collaboration within my team. | 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 | GitHub Copilot, Cursor, JetBrains Junie | LangChain | null | LangSmith | null | ChatGPT | null | When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | Problem solving. Understanding code. Debugging with breakpoints. Discerning when a proposed answer actually answers the question at hand. | 140,000 | 6 |
5,173 | 5,174 | 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 | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training | 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) | 10 | Developer, front-end | 20 to 99 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | No | Personal Project | Costs are manageable
NA | Prohibitive pricing
NA | Software Development | Innovation through solving challenging and complex problems
NA | Yes | I have transitioned into a new career and/or industry involuntarily | null | null | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 42,000 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript | Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript | Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript | NA
NA | Yes | MySQL;SQLite | SQLite | SQLite | NA
NA | No | null | null | null | NA
NA | Yes | Astro;Next.js;React;Vue.js | Next.js;React | Next.js;React | NA
NA | Yes | Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | null | null | null | null | null | Windows;Ubuntu;Android | MacOS | Confluence;GitHub;GitLab;Jira | GitHub;GitLab | GitHub;GitLab | NA
NA | Discord;Reddit;GitHub (public projects, not private repos) | null | null | 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 | null | No, not really | Less than half of the time | Yes, I use AI tools daily | Unfavorable | Highly distrust | Bad at handling complex tasks | Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies | Documenting 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 | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in): | Not really. Only when a task is already solved in my head but arduous enough that I don't want to have to do it myself, e.g. rote refactoring. Even then the AI typically gets it wrong but it's still slightly easier to check what it wrote than write it myself. | No, and I don't plan to | Yes, somewhat | null | null | null | null | null | null | null | null | It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | I am concerned about the accuracy of the information provided by AI agents. | Integrating AI agents with my existing tools and workflows can be difficult. | I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | 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 | Let me put my head in the sand please | 57,179 | 7 |
5,174 | 5,175 | 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.) | 14 | 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 | 19 | Developer, back-end | 20 to 99 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reliability and low latency
NA | Lack of or sub-par API
NA | Software Development | Competitive pay and benefits
NA | No | I have neither consider or transitioned into a new career or industry | 4 | null | Canada | CAD Canadian dollar | 186,000 | Yes | Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript | Go;JavaScript;Python;SQL;TypeScript | JavaScript;Python;SQL;TypeScript | NA
NA | Yes | BigQuery;Elasticsearch;PostgreSQL;Redis | BigQuery;Elasticsearch;PostgreSQL;Redis | BigQuery;Elasticsearch;PostgreSQL;Redis | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Homebrew;Kubernetes;npm;Pip;Terraform | Amazon Web Services (AWS);Bun;Docker;Homebrew;Kubernetes;npm;Pip;Terraform | Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;npm;Pip;Terraform | NA
NA | Yes | Express;Next.js;Node.js;Vue.js | Express;Next.js;Node.js;Vue.js | Express;Next.js;Node.js;Vue.js | NA
NA | No | null | null | null | NA
NA | Amazon Bedrock;RAG | Amazon Bedrock | Amazon Bedrock | null | null | MacOS | MacOS | Coda;GitHub;Google Workspace;Linear | Coda;GitHub;Google Workspace;Linear | Coda;GitHub;Google Workspace;Linear | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit | Stack Overflow;Stack Exchange;Discord;Reddit | Stack Overflow;Stack Exchange;Discord;Reddit | NA
NA | Yes | null | null | null | NA
NA | Yes | Daily or almost daily | More than 15 years, or since Stack Overflow started in 2008 | Daily or almost daily | null | Upvote/Downvote Q&A posts
NA | Neutral | I don't use AI or AI-enabled tools | No, and I don't plan to | Indifferent | Somewhat distrust | I don't use AI tools for complex tasks / I don't know | null | null | Learning about a codebase;Documenting code;Generating content or synthetic data | null | null | AI solutions that are almost right, but not quite;I don’t use AI tools regularly | No | 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 | 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 | Understanding scalability, converting product ideas into development plans | 135,703 | 9 |
5,175 | 5,176 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools 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) | 14 | Architect, software or solutions | 100 to 499 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reliability and low latency
NA | Ethical concerns
NA | Software Development | Innovation through solving challenging and complex problems
NA | Yes | I have strongly considered changing my career and/or the industry I work in | 12 | 10 | India | INR Indian rupee | 4,000,000 | Yes | Bash/Shell (all shells);C++;Dart;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;Swift;TypeScript | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Next.js;Node.js;React;Svelte;Vue.js | null | null | NA
NA | Yes | Android Studio;Claude Code;Cursor;IntelliJ IDEA;Sublime Text;Trae;Visual Studio Code;Windsurf;Xcode | null | null | NA
NA | RAG;Google Gemini;Ollama | null | null | null | null | MacOS;Android | MacOS;Android;iOS | Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Notion | null | null | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Medium | null | null | NA
NA | Yes | Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | Less than once every 2 - 3 months | Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts | null | Yes, definitely | Less than half of the time | Yes, I use AI tools daily | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;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 | Project planning;Testing code;Committing and reviewing code;Predictive analytics | 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 | Yes | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering;Data and analytics;Marketing | Agent/multi-agent orchestration;MCP servers | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks. | null | AI agents have improved the quality of my code.;AI agents have improved collaboration within my team. | 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. | 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. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Redis;GitHub MCP Server | null | Ollama;Smol-AGI;Zapier | null | Sentry | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Auto-GPT;Replit;Perplexity;Amazon Codewhisperer | null | When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code | Communication creativity | 46,496 | 7 |
5,176 | 5,177 | 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 (10-19 hours per week) | 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);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 | 22 | Developer, embedded applications or devices | I don’t know | People manager | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Personal Project | Reputation for quality
NA | Poor usability
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 | Poland | PLN Polish zloty | 370,000 | Yes | Assembly;Bash/Shell (all shells);C;C++;JavaScript;Python | Rust | null | NA
NA | No | null | null | null | NA
NA | Yes | Docker;Ninja;Pip | null | null | NA
NA | Yes | null | null | null | NA
NA | Yes | IntelliJ IDEA;Notepad++;PyCharm | null | null | NA
NA | c++23 | null | null | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Doxygen;GitLab | null | null | NA
NA | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos) | null | null | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | I have never participated in Q&A on Stack Overflow | null | null | null | null | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | I don't use AI tools for complex tasks / I don't know | Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies | Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data | null | null | Writing 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 | null | 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;When I’m stuck and can’t explain the problem | null | 100,973 | 1 |
5,177 | 5,178 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Volunteering (regularly) | 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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts | 40 | Data engineer | 100 to 499 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Reputation for quality
NA | Security or privacy concerns
NA | Government | Solving real-world problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | 10 | 5 | United States of America | USD United States dollar | 125,000 | Yes | C#;Python;SQL | C#;Go;Rust;SQL;TypeScript | C#;SQL | NA
NA | Yes | Microsoft Access;Microsoft SQL Server;MySQL | Microsoft SQL Server | Microsoft SQL Server | NA
NA | Yes | Microsoft Azure;MSBuild;npm;NuGet | Microsoft Azure;NuGet | Microsoft Azure;NuGet | NA
NA | Yes | ASP.NET;ASP.NET Core;Blazor | ASP.NET Core;Blazor | ASP.NET Core;Blazor | NA
NA | Yes | Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code | Notepad++;Visual Studio | Notepad++;Visual Studio | NA
NA | .NET 8 or higher;Large Language Model | .NET 8 or higher;Large Language Model;RAG | .NET 8 or higher;Large Language Model | null | null | Windows;Ubuntu;Android;Linux (non-WSL) | Windows | Markdown File | Markdown File | Markdown File | NA
NA | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;Microsoft Phi-4 models | Anthropic: Claude Sonnet;Microsoft Phi-4 models | Anthropic: Claude Sonnet;Microsoft Phi-4 models | NA
NA | Yes | A few times per month or weekly | Between 3 and 5 years | Infrequently, less than once per year | Lists of recommendations (tools, frameworks, technologies, etc.) | Bookmark posts to look at later
NA | No, not really | Less than half of the time | Yes, I use AI tools daily | Favorable | Somewhat distrust | Bad at handling complex tasks | Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies | Project planning;Testing code;Deployment and monitoring | Learning about a codebase;Predictive analytics;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 | It's partially part of my development work, but only for existing projects, not new ones. | No, but I plan to | Yes, somewhat | 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.;I have concerns about the security and privacy of data when using AI agents. | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | Architecture, reasoning, secure design | 125,000 | 5 |
5,178 | 5,179 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week);Attending school (part-time) | 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;Stack Overflow or Stack Exchange;Blogs or podcasts;Other (please specify): | 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);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media | 12 | Other (please specify): | 1,000 to 4,999 employees | Individual contributor | In-person | Yes, I endorsed a tool that was ultimately not purchased or used at my organization | Work | Reputation for quality
NA | Outdated or obsolete technology or features
NA | Other: | You like your manager
NA | No | I have somewhat considered changing my career and/or the industry I work in | 12 | 7 | South Africa | ZAR South African rand | 1,208,402 | Yes | Java;JavaScript;Kotlin;PHP;Python;SQL;TypeScript | Dart;Go;Java;JavaScript;Kotlin;PHP;Python;Rust;SQL;TypeScript | Java;JavaScript;Kotlin;PHP;Python;SQL;TypeScript | NA
NA | Yes | Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite | Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite | Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite | NA
NA | Yes | Chocolatey;Composer;Docker;Firebase;Gradle;Heroku;Homebrew;Kubernetes;Microsoft Azure;npm;NuGet;Pip;pnpm | Amazon Web Services (AWS);Ansible;Composer;Docker;Gradle;Heroku;Homebrew;Kubernetes;Microsoft Azure;npm;NuGet;Pip;pnpm;Terraform | Composer;Docker;Gradle;Heroku;Homebrew;Kubernetes;Microsoft Azure;npm;NuGet;Pip;pnpm | NA
NA | Yes | ASP.NET;ASP.NET Core;Node.js;React;Spring Boot | Node.js;React;Spring Boot | Node.js;React;Spring Boot | NA
NA | Yes | Android Studio;IntelliJ IDEA;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code | Android Studio;IntelliJ IDEA;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio Code | Android Studio;IntelliJ IDEA;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio Code | NA
NA | Large Language Model;Google Gemini | Large Language Model;Google Gemini | Large Language Model;Google Gemini | null | null | MacOS;Android;iOS;Debian | MacOS;Android;Debian | GitHub;GitLab;Google Colab;Jira | GitHub;GitLab;Google Colab;Jira | GitHub;GitLab;Google Colab;Jira | NA
NA | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium | NA
NA | Yes | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models | Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models | NA
NA | Yes | A few times per week | Between 5 and 10 years | A few times per month or weekly | Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Yes, definitely | More than half the time | Yes, I use AI tools daily | Favorable | Highly distrust | Neither good or bad at handling complex tasks | Writing code | Documenting code | Debugging or fixing code;Testing code;Committing and reviewing code | Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Search for answers | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No it is, but I will try it | No, but I 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.;The cost of using certain AI agent platforms is a barrier. | 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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;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 | Learning and integrating AI tools into our workflow | 68,128 | 6 |
5,179 | 5,180 | 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.);Volunteering (regularly);Attending school (part-time) | 8 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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) | 13 | Developer, full-stack | null | null | null | No | Personal Project | Costs are manageable
NA | Prohibitive pricing
NA | Software Development | Job stability and career growth with a single employer
NA | Yes | I have neither consider or transitioned into a new career or industry | 5 | 3 | Poland | PLN Polish zloty | 430,000 | Yes | Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript;VBA | null | null | NA
NA | Yes | Cassandra;Cloud Firestore;Cosmos DB;Dynamodb;H2;MariaDB;MongoDB;MySQL;PostgreSQL;Redis | Neo4J | null | NA
NA | Yes | Amazon Web Services (AWS);Ansible;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;npm;Pip;pnpm;Prometheus;Terraform | null | null | NA
NA | Yes | Angular;Node.js;React;Spring Boot | null | null | NA
NA | Yes | IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++ | null | null | NA
NA | Tailwind CSS 4;Google Gemini | null | null | null | null | Windows;MacOS;Windows Subsystem for Linux (WSL);iOS | Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL) | Azure Devops;Confluence;GitHub;GitLab;Jira | null | null | NA
NA | Stack Overflow;YouTube;LinkedIn | null | null | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 5 and 10 years | Less than once every 2 - 3 months | Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Use discussion or chat feature
NA | No, not at all | More than half the time | Yes, I use AI tools daily | Very favorable | Somewhat distrust | Good, but not great at handling complex tasks | Learning new concepts or technologies | Project planning | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring | Predictive analytics | Search for answers;Generating content or synthetic data;Creating or maintaining documentation | I’ve become less confident in my own problem-solving | No, I like to do it on my own | 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.;It takes significant time and effort to learn how to use AI agents effectively. | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | The cost of using certain AI agent platforms is a barrier. | 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 | Communication with the client, reviewing the code | 117,347 | null |
5,180 | 5,181 | 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) | 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);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;School (i.e., University, College, etc);Other (please specify): | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 6 | Student | null | null | null | null | School | Reputation for quality
NA | Poor usability
NA | null | Recognition from peers for your work
NA | No | I have neither consider or transitioned into a new career or industry | 15 | 8 | Sweden | SEK Swedish krona | 132,000 | Yes | Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript | Assembly;Bash/Shell (all shells);C;C++;Python;Rust;SQL;Zig | Bash/Shell (all shells);Python;SQL | NA
NA | Yes | MySQL;PostgreSQL;SQLite | Elasticsearch;PostgreSQL;SQLite | PostgreSQL;SQLite | NA
NA | Yes | APT;Bun;Cloudflare;Docker;Make;Maven (build tool);npm;Vite | APT;Cargo;Cloudflare;Docker | APT;Cloudflare;Docker | NA
NA | Yes | Django;Node.js;Svelte;WordPress | Django | Django | NA
NA | Yes | Visual Studio Code | IntelliJ IDEA;Visual Studio Code | Visual Studio Code | NA
NA | null | null | null | null | Model Context Protocol | Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL) | Ubuntu;Debian;Linux (non-WSL) | GitHub;GitLab;Google Workspace;Markdown File;Trello | GitHub;GitLab;Google Workspace;Markdown File | GitHub;GitLab;Google Workspace;Markdown File | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium | NA
NA | Yes | DeepSeek (R- Reasoning models);DeepSeek (V- 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);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Less than once every 2 - 3 months | Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board | null | Neutral | Less than half of the time | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Creating or maintaining documentation | Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Documenting code;Generating content or synthetic data;Learning new concepts or technologies | Search for answers | null | AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works | To some extent | Yes, I use AI agents at work weekly | Yes, somewhat | Software engineering;IT operations;Cybersecurity | null | AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks. | AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team. | null | AI agents have helped me automate repetitive tasks. | 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 am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;Lovable.dev | null | 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 | Code reviewing skills. Architecture skills, planning software with regard to multiple soft and hard aspects | 13,836 | 6 |
5,181 | 5,182 | I am a developer by profession | 45-54 years old | Professional degree (JD, MD, Ph.D, Ed.D, 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 required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Games or coding challenges;Coding Bootcamp;Books / Physical media | 30 | Developer, back-end | 500 to 999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reputation for quality
NA | Prohibitive pricing
NA | Software Development | Innovation through solving challenging and complex problems
NA | No | I have strongly considered changing my career and/or the industry I work in | 12 | 17 | United States of America | USD United States dollar | null | Yes | Bash/Shell (all shells);Java;Python;Ruby;SQL | Go;Java;Python | Java;Python | NA
NA | Yes | MariaDB | MariaDB | MariaDB | NA
NA | Yes | APT;Composer;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);npm;Prometheus | APT;Docker;Homebrew;Kubernetes | APT;Docker;Homebrew;Kubernetes | NA
NA | Yes | Flask;Spring Boot | Flask;Spring Boot | Flask;Spring Boot | NA
NA | Yes | Eclipse;IntelliJ IDEA;Vim | Vim | Vim | NA
NA | RAG;Ollama;LangGraph | RAG;Ollama;LangGraph | RAG;Ollama;LangGraph | null | null | MacOS | MacOS;Debian | GitHub;GitLab;Jira | GitHub;GitLab | GitHub;GitLab | NA
NA | Stack Overflow;Stack Exchange;Reddit | Reddit | Reddit | NA
NA | Yes | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Less than once every 2 - 3 months | null | null | Yes, definitely | Rarely, almost never | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Neither good or bad at handling complex tasks | null | null | null | null | null | AI solutions that are almost right, but not quite | 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 | null | null | 3 |
5,182 | 5,183 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Volunteering (regularly);Attending school (part-time);Engaged in paid work (10-19 hours per week) | 6 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);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 | Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 10 | Developer, full-stack | 1,000 to 4,999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Robust and complete API
NA | Ethical concerns
NA | Transportation, or Supply Chain | null | No | I have somewhat considered changing my career and/or the industry I work in | null | null | Germany | EUR European Euro | 13,000 | Yes | Bash/Shell (all shells);HTML/CSS;Java;JavaScript;MATLAB;PHP;PowerShell;Python;SQL;TypeScript | Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript | Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;TypeScript | NA
NA | No | null | null | null | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Composer;Docker;Gradle;Make;Maven (build tool);npm;pnpm;Vite;Webpack;Yarn | Cloudflare;Docker;Gradle;pnpm;Vite | Cloudflare;Docker;Gradle;pnpm;Vite | NA
NA | Yes | AngularJS;Django;Express;Flask;jQuery;Node.js;Nuxt.js;Vue.js | Node.js;Nuxt.js;Svelte;Vue.js | Node.js;Nuxt.js;Vue.js | NA
NA | Yes | IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;PhpStorm;PyCharm;Visual Studio Code;WebStorm | IntelliJ IDEA;Nano;PyCharm;Visual Studio Code;WebStorm | IntelliJ IDEA;Nano;PyCharm;Visual Studio Code;WebStorm | NA
NA | Tailwind CSS 4 | Tailwind CSS 4 | Tailwind CSS 4 | null | null | Ubuntu;Android;Linux (non-WSL) | Windows;Windows Subsystem for Linux (WSL) | GitHub;GitLab;Obsidian | GitLab;Obsidian | GitLab;Obsidian | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating 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 every 2 - 3 months | Lists of recommendations (tools, frameworks, technologies, etc.) | Directly open a Q&A post via search, documentation or a peer
NA | No, not really | Less than 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 | Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Learning about a codebase;Writing code | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | 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 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 | null | 15,082 | null |
5,183 | 5,184 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | 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 required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Blogs or podcasts | 30 | Architect, software or solutions | 10,000 or more employees | People manager | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Other (please specify):
Quality of docs | Ethical concerns
Missing or incomplete docs | Computer Systems Design and Services | null | No | I have strongly considered changing my career and/or the industry I work in | 20 | 2 | United States of America | USD United States dollar | 360,000 | Yes | Python | Python | Python | NA
NA | No | null | null | null | NA
NA | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | Notepad++;Visual Studio Code | Notepad++;Visual Studio Code | Notepad++;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;MacOS;iOS;Linux (non-WSL) | null | null | null | null | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Twitch;LinkedIn;Company-sponsored forums | Stack Overflow;Stack Exchange;YouTube;Twitch;LinkedIn;Company-sponsored forums | Stack Overflow;Stack Exchange;YouTube;Twitch;LinkedIn;Company-sponsored forums | NA
NA | null | 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 | Browse content related to Q&A posts I recently viewed
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 | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation | null | null | Project planning;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies | null | AI solutions that are almost right, but not quite | No | No, but I plan to | Yes, to a great extent | null | null | null | null | null | null | null | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents. | null | null | null | null | null | null | null | null | null | When I 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 help fixing complex or unfamiliar code | executive thinking and directive coordination | 360,000 | null |
5,184 | 5,185 | I am learning to code | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time);Engaged in paid work (10-19 hours per week) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc) | 5 | Student | null | null | null | null | School | Robust and complete API
NA | Security or privacy concerns
NA | Higher Education | null | No | I have somewhat considered changing my career and/or the industry I work in | 4 | null | Israel | ILS Israeli new shekel | 12,000 | Yes | Assembly;Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Python;SQL;Gleam | null | null | NA
NA | null | MySQL;Oracle | MongoDB;PostgreSQL;SQLite | null | NA
NA | null | null | null | null | NA
NA | null | Node.js;React | null | null | NA
NA | null | Claude Code;IntelliJ IDEA;Notepad++;Visual Studio Code | null | null | NA
NA | null | null | null | null | null | Windows | Windows;Ubuntu | Azure Devops;GitHub | null | null | NA
NA | Stack Overflow;Stack Exchange;Discord;YouTube | null | null | NA
NA | null | openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models | null | null | NA
NA | No | null | null | null | null | null | null | null | Yes, I use AI tools weekly | Favorable | Somewhat trust | Good, but not great at handling complex tasks | Project planning;Predictive analytics | null | Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies | Testing code | Documenting code;Generating content or synthetic data;Creating or maintaining documentation | 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 monthly or infrequently | Yes, somewhat | Software engineering | null | AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks. | 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 automate repetitive tasks.;AI agents have improved the quality of my code. | 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 | 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 | null | null | null | null | null | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini | null | null | null | 3,530 | null |
5,185 | 5,186 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | None of the above | 24 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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);Blogs or podcasts;Stack Overflow or Stack Exchange | 31 | Founder, technology or otherwise | null | null | null | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reliability and low latency
NA | Security or privacy concerns
NA | Software Development | Solving real-world problems
NA | No | I have neither consider or transitioned into a new career or industry | 8 | 8 | United States of America | USD United States dollar | 120,000 | Yes | Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;Swift | null | null | CFML (Lucee)
NA | Yes | Microsoft SQL Server;MySQL;PostgreSQL;SQLite | null | null | Percona MySQL (You separated MariaDB, but not other vendors)
NA | Yes | APT;Cargo;Chocolatey;Cloudflare;Digital Ocean;Docker;Gradle;Homebrew;Pip;pnpm;Vite;Webpack | null | null | NA
NA | Yes | FastAPI;Vue.js | null | null | In-House Web Frameworks, Vanilla Web Components, Lit
NA | Yes | Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;RustRover;Sublime Text;Xcode;Zed | null | null | NA
NA | Large Language Model;Ollama | null | null | null | null | Ubuntu;iOS;Pop!_OS | Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Pop!_OS | Markdown File;Wikis | null | null | Gitea
NA | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;LinkedIn;Medium | null | null | NA
NA | Yes | DeepSeek (R- Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;X Grok models | null | null | Many other models from open repository in Ollama
NA | Yes | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | Less than once every 2 - 3 months | Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | About half of the time | Yes, I use AI tools daily | Favorable | Somewhat distrust | Very poor at handling complex tasks | Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Project planning | Learning about a codebase;Committing and reviewing code;Deployment and monitoring | null | Other (write in): | Debugging AI-generated code is more time-consuming;Other (write in): | No. The code generated this way is awful, even with highly detailed prompts. It typically performs as awful as it is written as well. | Yes, I use AI agents at work monthly or infrequently | Not at all or minimally | Software engineering;Data and analytics;Cybersecurity;Other Industry purpose (write in): | Language processing;Vector databases for AI applications;MCP servers | 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. | AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above. | 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 | 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.;Write in the most significant challenge if not listed above: | 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 | Neo4j;pgvector | null | Ollama;LangChain | Jetbrains SDks, DJL, and more | Snyk | Self Developed and Other Non-Commercial Tools | 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 | Reasoning and architectural skills are already becoming more valuable because the average developers' skills were getting weaker even prior to AI. I find myself getting contracted to fix more and more problems that are solved with good, real knowledge and experience. Especially regarding databases and performance issues for code that is often AI generated or a developer in over their head. | 120,000 | 10 |
5,186 | 5,187 | I am a developer by profession | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week) | 18 | 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;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 | Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange | 24 | Developer, full-stack | 1,000 to 4,999 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 | Outdated or obsolete technology or features
security | Other: | Recognition from peers for your work
NA | Yes | I have strongly considered changing my career and/or the industry I work in | 3 | 2 | Canada | CAD Canadian dollar | 140,000 | Yes | C#;HTML/CSS;JavaScript;PowerShell;SQL | C#;HTML/CSS;JavaScript;PowerShell;Python;SQL | C#;HTML/CSS;JavaScript;PowerShell;SQL | NA
NA | Yes | MariaDB;Microsoft SQL Server;MySQL;Redis;SQLite | Elasticsearch;MariaDB;Microsoft SQL Server;PostgreSQL;Redis;SQLite | MariaDB;Microsoft SQL Server;Redis;SQLite | NA
NA | No | null | null | null | NA
NA | Yes | ASP.NET;ASP.NET Core;FastAPI;jQuery | ASP.NET Core;Blazor;jQuery | ASP.NET Core;jQuery | Kendo
Kendo | Yes | Notepad++;Visual Studio;Visual Studio Code | Notepad++;Rider;Visual Studio;Visual Studio Code | Notepad++;Visual Studio;Visual Studio Code | NA
NA | .NET 8 or higher | .NET 8 or higher;Tailwind CSS 4 | .NET 8 or higher | null | null | Windows | Windows;Ubuntu | GitHub;GitLab;Jira | GitHub;GitLab;Jira | GitHub;GitLab;Jira | NA
NA | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube | NA
NA | No | null | null | null | NA
NA | Yes | Multiple times per day | Between 5 and 10 years | Less than once every 2 - 3 months | Long-form articles;Videos;Chat (bot/AI) | Browse content related to Q&A posts I recently viewed
NA | Yes, somewhat | Less than 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;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Project planning;Other (write in): | Debugging or fixing code;Predictive analytics | null | null | AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving | i am still learning this, so far i like it as a starting point to quickly bootstrap the initial setup, but will not be the end-all solution to development | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | The cost of using certain AI agent platforms is a barrier. | 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.;Write in the most significant challenge if not listed above: | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | 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 | complex integrations with various pieces of software | 102,142 | 7 |
5,187 | 5,188 | I am a developer by profession | 25-34 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 | 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;Games or coding challenges;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | 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) | 8 | Developer, full-stack | Less than 20 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Work | Robust and complete API
NA | Outdated or obsolete technology or features
NA | Software Development | Autonomy and trust to manage your own tasks
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 10 | 12 | France | EUR European Euro | 42,000 | Yes | TypeScript | Go;Rust;SQL;TypeScript;Zig;Gleam | TypeScript | NA
NA | Yes | MongoDB;PostgreSQL;Supabase | MongoDB;PostgreSQL;Redis;Supabase;Pocketbase | MongoDB;PostgreSQL;Supabase | neon
NA | Yes | Amazon Web Services (AWS);Digital Ocean;Homebrew;Supabase;Vercel;Vite;Yarn | Amazon Web Services (AWS);Bun;Homebrew;pnpm;Railway;Supabase;Vercel;Vite;Yarn | Amazon Web Services (AWS);Homebrew;Supabase;Vercel;Vite;Yarn | runpod
NA | Yes | Django;Next.js;Node.js;React | Deno;Next.js;Node.js;Phoenix;React | Next.js;Node.js;React | NA
NA | Yes | Cursor;Visual Studio Code | Cursor;Visual Studio Code;Xcode;Zed | Cursor;Visual Studio Code | NA
NA | Shadcn/ui | Tailwind CSS 4;RAG;Shadcn/ui | Shadcn/ui | null | null | MacOS | MacOS | GitHub;Google Workspace;Linear;Notion | GitHub;Linear;Notion | GitHub;Linear;Notion | NA
NA | Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube | NA
NA | No | null | null | null | NA
NA | Not sure/can't remember | A few times per week | Between 5 and 10 years | I have never participated in Q&A on Stack Overflow | null | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat trust | Neither good or bad 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;Other (write in): | 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 | No, but I plan to | Yes, to a great extent | 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 want to learn best practices;When I’m stuck and can’t explain the problem | Business/Product | 48,726 | 7 |
5,188 | 5,189 | I am a developer by profession | 35-44 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week) | 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system) | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 30 | Developer, QA or test | 20 to 99 employees | Individual contributor | Remote | No | Work | Robust and complete API
NA | Ethical concerns
NA | Higher Education | Autonomy and trust to manage your own tasks
NA | Yes | I have transitioned into a new career and/or industry involuntarily | 4 | 2 | United States of America | USD United States dollar | 90,000 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;SQL | Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;Lisp;OCaml;Python;Ruby;SQL | Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;SQL | NA
NA | Yes | MariaDB;MySQL;PostgreSQL;SQLite | Elasticsearch;MariaDB;MySQL;PostgreSQL;SQLite | MariaDB;MySQL;PostgreSQL;SQLite | NA
NA | null | Docker;Homebrew | Docker;Homebrew;Kubernetes | Docker;Homebrew | NA
NA | Yes | Ruby on Rails;Svelte;WordPress | Django;jQuery;Ruby on Rails;Svelte;WordPress | Ruby on Rails;Svelte;WordPress | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | MacOS;Ubuntu;Android | MacOS;Debian | GitHub;Jira | GitHub;Jira | GitHub;Jira | Bitbucket, Confluence
NA | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky | Lemmy, Mastodon
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | Less than once per month or monthly | null | Read and/or vote on comments for a Question or Answer I am interested in
NA | Neutral | I don't use AI or AI-enabled tools | No, and I don't plan to | Very unfavorable | 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 | Vibe coding is not software development, and it is irresponsible to treat it as such. I have no plans to ever use it. | No, and I don't plan to | No, but my development work has significantly changed due to non-AI factors | null | null | null | null | null | null | null | 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.;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.;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 | 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;Other (please specify):;I don’t think I’ll need help from people anymore | Ability to think about and and actually understand what is needed from a software development problem; keeping programming knowledge alive for when the AI bubble inevitably pops. | 90,000 | 3 |
5,189 | 5,190 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week) | 7 | 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);Other (please specify): | 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 | 10 | Founder, technology or otherwise | Less than 20 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Robust and complete API
NA | Outdated or obsolete technology or features
NA | Software Development | Innovation through solving challenging and complex problems
NA | Yes | I have somewhat considered changing my career and/or the industry I work in | 5 | 7 | United States of America | USD United States dollar | 100,000 | null | Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript | Bash/Shell (all shells);Go;JavaScript;Python;Rust;SQL;TypeScript | Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript | NA
NA | Yes | MySQL;PostgreSQL;Redis;Snowflake;SQLite | DuckDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite;Clickhouse | MySQL;PostgreSQL;Redis;SQLite | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Netlify;npm;Pip;Poetry;Terraform;Vite;Yarn | Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Netlify;npm;Pip;Terraform;Vite;Yarn | Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Netlify;npm;Pip;Terraform;Vite;Yarn | NA
NA | Yes | FastAPI;React;Svelte | FastAPI;Next.js;React;Svelte | FastAPI;React;Svelte | NA
NA | Yes | Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code;Windsurf | Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code | Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code | NA
NA | Tailwind CSS 4;Large Language Model;Pydantic;Shadcn/ui;uv | Tailwind CSS 4;Polars;Large Language Model;Pydantic;RAG;Shadcn/ui;Ollama;uv | Tailwind CSS 4;Large Language Model;Pydantic;Shadcn/ui;uv | null | null | MacOS;iOS | MacOS | GitHub;Linear;Notion;Obsidian | Linear;Obsidian | Linear;Obsidian | NA
NA | Reddit;Hacker News;GitHub (public projects, not private repos);YouTube | Reddit;Hacker News;GitHub (public projects, not private repos);YouTube | Reddit;Hacker News;GitHub (public projects, not private repos);YouTube | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models) | Anthropic: Claude Sonnet;openAI GPT (chatbot models) | Anthropic: Claude Sonnet;openAI GPT (chatbot models) | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | Chat (bot/AI) | Directly open a Q&A post via search, documentation or a peer
NA | Neutral | I don't use AI or AI-enabled tools | Yes, I use AI tools daily | Very favorable | Somewhat trust | Neither good or bad at handling complex tasks | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code | null | Deployment and monitoring;Predictive analytics | null | 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;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 | MCP servers | 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 | Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier. | It takes significant time and effort to learn how to use AI agents effectively. | I 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 | Ollama;Smolagents | null | null | null | ChatGPT;Claude Code;Replit | null | 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 | Architecture | 100,000 | 9 |
5,190 | 5,191 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 7 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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) | 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 | Developer, full-stack | 100 to 499 employees | Individual contributor | Remote | No | Work | Connected to an open-source project
NA | Security or privacy concerns
NA | Software Development | Control over the level of quality in projects
NA | No | I have neither consider or transitioned into a new career or industry | 7 | 7 | Brazil | BRL Brazilian real | 360,000 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;TypeScript | Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Lua;Rust;TypeScript | Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;TypeScript | NA
NA | Yes | PostgreSQL;Redis;SQLite | Dynamodb;MongoDB;PostgreSQL;Redis;SQLite;Supabase | PostgreSQL;Redis;SQLite | NA
NA | Yes | Datadog;Google Cloud | Bun;Microsoft Azure;Supabase | null | NA
NA | Yes | Angular;Express;NestJS;Next.js;Node.js | Angular;NestJS;Next.js;Node.js;React | Angular;NestJS;Next.js;Node.js | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Debian | Debian | Confluence;GitHub | GitHub;GitLab;Obsidian | GitHub | NA
NA | Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium | Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium | Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium | NA
NA | No | null | null | null | NA
NA | Yes | Daily or almost daily | Between 10 and 15 years | Infrequently, less than once per year | Chat (people);Long-form articles;Videos | 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 | No, and I don't plan to | Unfavorable | Somewhat distrust | Very poor 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;Search for answers;Learning new concepts or technologies | Documenting code;Predictive analytics;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;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 | 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. | null | 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 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 | writing code that is functional and readable | 65,533 | 6 |
5,191 | 5,192 | I am a developer by profession | 18-24 years old | null | Employed | Engaged in paid work (20-29 hours per week) | 2 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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 | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 8 | Developer, desktop or enterprise applications | Less than 20 employees | Individual contributor | In-person | No | Work | Costs are manageable
NA | Prohibitive pricing
NA | Transportation, or Supply Chain | Working with new technologies and tools
NA | No | I have somewhat considered changing my career and/or the industry I work in | 1 | 1 | Denmark | DKK Danish krone | 528,000 | Yes | C#;Delphi;Groovy;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript | C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript | C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript | NA
NA | Yes | Microsoft SQL Server | Microsoft SQL Server | Microsoft SQL Server | NA
NA | Yes | Docker;Microsoft Azure;MSBuild;npm;NuGet | Docker;Microsoft Azure;MSBuild;npm;NuGet | Docker;Microsoft Azure;MSBuild;npm;NuGet | NA
NA | Yes | ASP.NET Core;Blazor;jQuery;Next.js;Node.js;React | ASP.NET Core;Blazor;jQuery | ASP.NET Core;Blazor;jQuery | NA
NA | Yes | Notepad++;Visual Studio;Visual Studio Code | Notepad++;Visual Studio;Visual Studio Code | Notepad++;Visual Studio;Visual Studio Code | NA
NA | .NET 8 or higher;Tailwind CSS 4;Shadcn/ui | .NET 8 or higher;Tailwind CSS 4 | .NET 8 or higher;Tailwind CSS 4 | Delphi 10.3 | null | Windows;Android;Linux (non-WSL) | Windows | Azure Devops;GitHub | Azure Devops;GitHub | Azure Devops;GitHub | NA
NA | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium | Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium | NA
NA | Yes | openAI GPT (chatbot models) | openAI GPT (chatbot models) | openAI GPT (chatbot models) | NA
NA | Yes | Daily or almost daily | Between 3 and 5 years | A few times per week | Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.) | Directly open a Q&A post via search, documentation or a peer
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools weekly | Favorable | Neither trust nor distrust | Bad at handling complex tasks | Generating content or synthetic data | Project planning;Predictive analytics | Learning about a codebase;Testing code;Deployment and monitoring | Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies | Documenting code;Committing and reviewing code;Creating or maintaining documentation | AI solutions that are almost right, but not quite | No it is not. | 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. | 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.;The cost of using certain AI agent platforms is a barrier. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code | null | 82,115 | 6 |
5,192 | 5,193 | 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 | null | 11 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community) | 16 | Developer, full-stack | null | null | null | No | Work | Reputation for quality
NA | null | Software Development | Solving real-world problems
NA | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | 9 | 8 | United Kingdom of Great Britain and Northern Ireland | GBP Pound sterling | 64,800 | Yes | HTML/CSS;JavaScript;PHP;TypeScript | null | null | NA
NA | Yes | MySQL;SQLite | null | null | NA
NA | Yes | Digital Ocean;Docker;Microsoft Azure | null | null | NA
NA | Yes | Laravel;Nuxt.js;Vue.js;WordPress | null | null | NA
NA | Yes | Visual Studio Code;VSCodium | null | null | NA
NA | null | null | null | null | null | MacOS;Linux (non-WSL) | MacOS;Linux (non-WSL) | GitLab;Google Workspace;Markdown File;Trello | null | null | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium | null | null | NA
NA | Yes | openAI GPT (chatbot models) | null | null | NA
NA | Yes | Daily or almost daily | Between 10 and 15 years | Infrequently, less than once per year | Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | Browse content related to Q&A posts I recently viewed
NA | Neutral | Rarely, almost never | Yes, I use AI tools daily | Favorable | Highly distrust | Good, but not great at handling complex tasks | Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers | Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics | Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | null | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No | No, and I don't plan to | Not at all or minimally | null | null | null | null | null | null | null | 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 | 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 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 | 88,220 | 7 |
5,193 | 5,194 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week) | 10 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange | 10 | Academic researcher | I don’t know | null | Your choice (very flexible, you can come in when you want or just as needed) | No | School | null | Security or privacy concerns
NA | Higher Education | null | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | Australia | AUD Australian dollar | null | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | Stack Overflow | Stack Overflow | Stack Overflow | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | null | null | null | Upvote/Downvote Q&A posts
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools weekly | Favorable | Somewhat trust | Good, but not great at handling complex tasks | null | null | null | null | null | null | null | No, but I plan to | Yes, somewhat | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5,194 | 5,195 | I used to be a developer by profession, but no longer am | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Student | Caring for dependents (children, elderly, etc.) | 15 | Yes, I am not new to coding but am learning new coding techniques or programming language | Technical documentation (is generated for/by the tool or system);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 | 25 | Data scientist | null | null | null | null | null | null | Other (please specify):
This box is not large enough for me to explain how much I do not want AI or AI agents. | null | null | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 5 | 5 | United States of America | USD United States dollar | null | Yes | Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;PowerShell;Python;Ruby;Rust;SQL;TypeScript | null | null | NA
NA | Yes | BigQuery;Cassandra;Cloud Firestore;DuckDB;Dynamodb;Elasticsearch;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite;Cockroachdb;Amazon Redshift | null | null | NA
NA | Yes | Amazon Web Services (AWS);Cargo;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;npm;NuGet;Pip;pnpm;Poetry;Prometheus;Splunk;Terraform;Vercel;Vite;Webpack;Yarn | null | null | NA
NA | Yes | Deno;Django;Express;FastAPI;Fastify;Flask;jQuery;Next.js;Node.js;React;Ruby on Rails;Spring Boot;Svelte;Vue.js;WordPress;Axum | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | Ubuntu;Android;Debian;ChromeOS | null | GitHub;GitLab;Markdown File;Miro;Notion | null | null | NA
NA | GitHub (public projects, not private repos);Slack (public channels, not work) | null | null | Mastodon
NA | No | null | null | null | NA
NA | Yes | Less than once per month or monthly | More than 15 years, or since Stack Overflow started in 2008 | Infrequently, less than once per year | null | Directly open a Q&A post via search, documentation or a peer
Looking at Meta to see what you've fucked up in the past month | 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;Other (write in): | goodness me i can only imagine the vitriol that other, more eloquent individuals are filling this text box with. | No, and I don't plan to | No, but my development work has significantly changed due to non-AI factors | null | null | null | null | null | null | null | null | null | I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | null | null | null | null | null | null | Other (please specify): | copying and pasting the word "no" hundreds more times. here we go! no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no 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no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no 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no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no 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no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no no | null | null |
5,195 | 5,196 | 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.);Engaged in paid work (less than 10 hours per week) | 20 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;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);Other online resources (e.g. standard search, forum, online community) | 25 | Developer, full-stack | 20 to 99 employees | People manager | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reputation for quality
Good fit for the type of work we do (graphics-heavy) | Availability of better alternatives
NA | Media & Advertising Services | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | 25 | 5 | United States of America | USD United States dollar | 140,000 | Yes | HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript | Elixir;Go;Ruby;Rust;Swift | null | NA
NA | Yes | MySQL | null | null | NA
NA | Yes | Cloudflare;Composer;Digital Ocean;Docker;Homebrew;Microsoft Azure;Netlify;npm;pnpm;Vercel;Vite;Webpack;Yarn | Amazon Web Services (AWS);Bun | null | NA
NA | Yes | Astro;React;Svelte;WordPress | Ruby on Rails;Vue.js | null | NA
NA | Yes | Bolt;Cursor;Lovable.dev;Visual Studio Code;Xcode | null | null | NA
NA | Tailwind CSS 4 | Shadcn/ui | null | null | null | MacOS;iOS | Windows;MacOS;Ubuntu;iOS | Airtable;Asana;GitHub;Google Workspace | null | null | NA
NA | Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium | null | null | NA
NA | Yes | Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models | null | null | NA
NA | Yes | A few times per week | More than 15 years, or since Stack Overflow started in 2008 | Infrequently, less than once per year | Chat (bot/AI) | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | 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;Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies | Project planning;Deployment and monitoring;Predictive analytics | null | null | Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | Yes | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering | MCP servers | AI agents have increased my productivity.;AI agents have improved the quality of my code. | AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team. | null | AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases. | 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 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. | null | null | null | null | null | null | V0 | ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;v0.dev;Bolt.new;Lovable.dev | 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 | Ensure the design and accessibility requirements are met | 140,000 | 8 |
5,196 | 5,197 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Caring for dependents (children, elderly, etc.) | 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 for my personal curiosity and/or hobbies | Books / Physical media | 4 | DevOps engineer or professional | 5,000 to 9,999 employees | Individual contributor | Remote | No | Personal Project | Robust and complete API
NA | Security or privacy concerns
NA | Government | null | No | I have transitioned into a new career and/or industry voluntarily | 25 | null | Germany | EUR European Euro | null | Yes | Python | null | null | NA
NA | null | PostgreSQL | PostgreSQL | PostgreSQL | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Visual Studio Code | Vim;Visual Studio Code | Visual Studio Code | NA
NA | null | null | null | null | null | MacOS;Ubuntu;iOS;iPadOS | Windows | Confluence;GitLab;Jira | Confluence;GitLab;Jira | Confluence;GitLab;Jira | NA
NA | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | Stack Overflow;Stack Exchange | NA
NA | No | null | null | null | NA
NA | Yes | A few times per week | Between 3 and 5 years | Infrequently, less than once per year | Chat (bot/AI) | Upvote/Downvote Q&A posts
NA | Neutral | About half of the time | Yes, I use AI tools weekly | Favorable | Somewhat trust | Bad at handling complex tasks | Writing code;Learning new concepts or technologies | null | null | Committing and reviewing code;Creating or maintaining documentation | Learning about a codebase;Documenting code;Testing code;Search for answers | 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 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5,197 | 5,198 | I am a developer by profession | 55-64 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 33 | 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 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 | 42 | Project manager | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | null | null | null | Software Development | Job stability and career growth with a single employer
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | 3 | 2 | United States of America | USD United States dollar | null | Yes | C#;C++;HTML/CSS;Java;JavaScript;PowerShell;Swift | C#;C++;Rust;Swift | C#;C++;Swift | NA
NA | No | null | null | null | NA
NA | Yes | Docker;Firebase;Microsoft Azure;MSBuild;npm;NuGet | Microsoft Azure;MSBuild;npm;NuGet | Microsoft Azure;MSBuild;npm;NuGet | NA
NA | No | null | null | null | NA
NA | Yes | Android Studio;Notepad++;Visual Studio;Visual Studio Code;Xcode | 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 | MacOS;iOS | Windows;MacOS | Azure Devops;GitHub;Markdown File;Wikis | Azure Devops;GitHub;Markdown File;Wikis | Azure Devops;GitHub;Markdown File;Wikis | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Company-sponsored forums | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos) | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos) | NA
NA | Yes | Microsoft Phi-4 models;openAI GPT (chatbot models) | Microsoft Phi-4 models;openAI GPT (chatbot models) | Microsoft Phi-4 models;openAI GPT (chatbot models) | NA
NA | Yes | Daily or almost daily | Between 10 and 15 years | A few times per week | 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 weekly | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation | Project planning;Testing code;Deployment and monitoring;Learning new concepts or technologies | Predictive analytics | Generating content or synthetic data | null | AI solutions that are almost right, but not quite | null | Yes, I use AI agents at work daily | Yes, somewhat | Software engineering;Data and analytics;Customer service support | 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 improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team. | null | AI agents have reduced the time spent on specific development tasks. | null | The cost of using certain AI agent platforms is a barrier. | Integrating AI agents with my existing tools and workflows can be difficult. | I am concerned about the accuracy of the information provided by AI agents. | It takes significant time and effort to learn how to use AI agents effectively.;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 | Semantic Kernel | null | null | null | ChatGPT;GitHub Copilot;Microsoft Copilot | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting | null | null | 2 |
5,198 | 5,199 | I used to be a developer by profession, but no longer am | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | Attending school (part-time) | 31 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 30 | Student | null | null | null | No | Personal Project | Good brand and public image
NA | Lack of or sub-par API
NA | null | null | Yes | I have somewhat considered changing my career and/or the industry I work in | 3 | 3 | Denmark | DKK Danish krone | 560,000 | Yes | C#;F#;HTML/CSS;Java;Lisp;Prolog;Python | F#;HTML/CSS | F#;HTML/CSS | haskell
haskell | No | null | null | null | NA
NA | Yes | Microsoft Azure | null | null | NA
NA | Yes | ASP.NET Core | null | null | NA
NA | Yes | Visual Studio;Visual Studio Code | Visual Studio;Visual Studio Code | Visual Studio;Visual Studio Code | NA
NA | null | null | null | null | null | Windows | Windows | GitHub | GitHub | GitHub | NA
NA | Stack Overflow;Discord;Bluesky;X;LinkedIn | Stack Overflow;GitHub (public projects, not private repos) | Stack Overflow | NA
NA | null | null | null | null | NA
NA | Yes | A few times per week | Between 10 and 15 years | A few times per month or weekly | null | Answer a question
NA | Yes, definitely | Rarely, almost never | Yes, I use AI tools weekly | Indifferent | Highly distrust | Neither good or bad at handling complex tasks | Writing code | Learning about a codebase;Project planning;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 new concepts or technologies | Search for answers | null | null | AI solutions that are almost right, but not quite | null | 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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier. | null | I am concerned about the accuracy of the information provided by AI agents. | I have concerns about the security and privacy of data when using AI agents. | 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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem | Real programming | 87,091 | null |
5,199 | 5,200 | I am a developer by profession | 45-54 years old | Associate degree (A.A., A.S., etc.) | Employed | Caring for dependents (children, elderly, etc.) | 30 | Yes, I am not new to coding but am learning new coding techniques or programming language | AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system) | 35 | Architect, software or solutions | 20 to 99 employees | People manager | Remote | No | Work | Reputation for quality
NA | Prohibitive pricing
NA | Software Development | Competitive pay and benefits
NA | I'm not sure | I have somewhat considered changing my career and/or the industry I work in | 5 | null | Venezuela, Bolivarian Republic of... | USD United States dollar | 32,000 | Yes | Dart;Scala | Dart;Scala | Dart;Scala | NA
NA | Yes | PostgreSQL;Redis | BigQuery;Elasticsearch;PostgreSQL;Redis | PostgreSQL;Redis | NA
NA | Yes | Docker;Google Cloud;Kubernetes | Docker;Google Cloud;Kubernetes | Docker;Google Cloud;Kubernetes | NA
NA | Yes | null | null | null | flutter
flutter | Yes | Cursor;IntelliJ IDEA;Visual Studio Code | Cursor;IntelliJ IDEA;Visual Studio Code | Cursor;IntelliJ IDEA;Visual Studio Code | NA
NA | Google Gemini | Google Gemini | Google Gemini | null | null | Windows;MacOS | Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL) | GitHub;Jira | GitHub;Jira | GitHub;Jira | microsoft teams
microsoft teams | Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium | Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium | Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium | NA
NA | No | null | null | null | NA
NA | Yes | A few times per month or weekly | Between 10 and 15 years | Infrequently, less than once per year | Message Boards | Comment on Q&A posts
NA | No, not really | Rarely, almost never | Yes, I use AI tools weekly | Very favorable | Highly trust | Good, but not great at handling complex tasks | Learning about a codebase;Writing code;Debugging or fixing code | null | Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data | Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation | Search for answers;Learning new concepts or technologies | AI solutions that are almost right, but not quite | although it is a small part and over time it increases | Yes, I use AI agents at work weekly | Yes, somewhat | Business process automation | null | AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks. | 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. | 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. | null | The cost of using certain AI agent platforms is a barrier. | It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents. | 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;Google Gemini | null | When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem | Critical thinking: ensuring that what is done meets expectations. Ethical and safety issues | 32,000 | 6 |
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