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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
47,900 | 47,901 | I am a developer by profession | 18-24 years old | Associate degree (A.A., A.S., etc.) | Employed | Attending school (part-time) | 2 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps | 5 | Data engineer | 500 to 999 employees | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | No | Work | Reliability and low latency
NA | Prohibitive pricing
NA | Software Development | Competitive pay and benefits
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | Moldova | EUR European Euro | 20,000 | Yes | Python;SQL | Python;SQL | Python;SQL | NA
NA | Yes | Databricks SQL;Microsoft SQL Server | Databricks SQL;Snowflake;Clickhouse;Amazon Redshift | Databricks SQL | 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 | Windows | Azure Devops | Azure Devops;Confluence;GitLab;Jira | Azure Devops | NA
NA | Stack Overflow;Kaggle;YouTube;LinkedIn;Medium | Stack Overflow;Reddit;YouTube;LinkedIn;Medium | Stack Overflow;YouTube;LinkedIn;Medium | NA
NA | No | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools weekly | Indifferent | Somewhat trust | Good, but not great at handling complex tasks | Writing code;Search for answers;Learning new concepts or technologies | Deployment and monitoring | Learning about a codebase;Project planning;Debugging or fixing code;Generating content or synthetic data | Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation | null | I don’t use AI tools regularly | null | null | 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 | 23,203 | 8 |
47,901 | 47,902 | 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 | Caring for dependents (children, elderly, etc.);Attending school (part-time) | 8 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange | 12 | Architect, software or solutions | 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 | Autonomy and trust to manage your own tasks
NA | No | I have transitioned into a new career and/or industry voluntarily | 4 | 3 | South Africa | ZAR South African rand | 960,000 | Yes | C#;C++;MATLAB;Python | C#;C++;JavaScript;MicroPython;Python | C#;C++;Python | NA
NA | Yes | Cosmos DB;Databricks SQL;Supabase | Cassandra;Databricks SQL;DuckDB;PostgreSQL | Databricks SQL | NA
NA | Yes | Docker;Kubernetes;Microsoft Azure;npm;NuGet;Pip | Amazon Web Services (AWS);Datadog;Docker;Microsoft Azure;Poetry;Terraform | Docker;Microsoft Azure | NA
NA | Yes | ASP.NET Core;Blazor;Flask | null | null | NA
NA | Yes | IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code | IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code | IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code | NA
NA | Google Gemini | Polars;Google Gemini | Google Gemini | null | null | Windows | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Azure Devops;Coda;GitHub;Google Colab;Google Workspace;Jira;Notion | Azure Devops;Clickup;Coda;Doxygen;GitHub;Google Colab;Google Workspace;Notion | Azure Devops;Coda;GitHub;Google Colab;Google Workspace;Notion | NA
NA | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);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 | Daily or almost daily | Between 10 and 15 years | Infrequently, less than once per year | Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts | null | Yes, definitely | Rarely, almost never | Yes, I use AI tools daily | Favorable | Somewhat trust | Neither good or bad 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 | Testing code;Committing and reviewing code;Predictive analytics | Deployment and monitoring | Project planning | null | Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works | null | No, I use AI exclusively in copilot/autocomplete mode | Yes, somewhat | IT operations;Marketing | null | AI agents have increased my productivity.;AI agents have improved the quality of my code. | null | 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.;AI agents have improved collaboration within my team. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 54,124 | 7 |
47,902 | 47,903 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;School (i.e., University, College, etc) | 3 | Developer, full-stack | 10,000 or more employees | Individual contributor | In-person | No | Work | null | null | Internet, Telecomm or Information Services | null | No | I have strongly considered changing my career and/or the industry I work in | 3 | 3 | India | INR Indian rupee | 300,000 | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Very favorable | Somewhat trust | Very well at handling complex tasks | Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Other (write in): | Testing code | null | Deployment and monitoring | Debugging or fixing code;Learning new concepts or technologies | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving | null | Yes, I use AI agents at work daily | Yes, to a great extent | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 3,487 | null |
47,903 | 47,904 | I am a developer by profession | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Caring for dependents (children, elderly, etc.) | 31 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange | 44 | Developer, back-end | 10,000 or more employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,904 | 47,905 | I am learning to code | 18-24 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Student | Attending school (full-time) | 1 | Yes, I am new to coding or currently a student | Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;Coding Bootcamp;Games or coding challenges;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Games or coding challenges | 1 | Student | null | null | null | null | School | Easy-to-use API
NA | Availability of better alternatives
NA | null | null | Yes | I have strongly considered changing my career and/or the industry I work in | null | null | Germany | INR Indian rupee | 300,000 | Yes | Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi | Ada;Assembly;C++;Elixir;Erlang;F#;Fortran | C++ | 1
1 | Yes | BigQuery | Cloud Firestore;Datomic;Amazon Redshift | null | 1
1 | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | No | A few times per week | Less than one year | A few times per week | Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board | Upvote/Downvote Q&A posts
NA | Yes, somewhat | About half of the time | Yes, I use AI tools daily | Very favorable | Somewhat trust | Very well at handling complex tasks | Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data | null | null | Learning about a codebase;Project planning;Writing code;Documenting code;Predictive analytics;Other (write in): | Testing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works | vibing Ai | Yes, I use AI agents at work daily | Yes, to a great extent | Business process automation;Customer service support | Multi-platform search enablement | 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.;Write in the most significant benefit if not listed above. | 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 helped me automate repetitive tasks. | null | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above: | 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 | Fireproof;Letta;Qdrant | 1 | Amazon Bedrock Agents | 1 | Honeycomb | 1 | ChatGPT;GitHub Copilot;Amazon Codewhisperer | 1 | When I want to learn best practices;When I’m stuck and can’t explain the problem | i dont know what will i do | 3,487 | null |
47,905 | 47,906 | 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 | Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,906 | 47,907 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,907 | 47,908 | 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 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,908 | 47,909 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community) | 5 | Support engineer or analyst | 500 to 999 employees | Individual contributor | Remote | Yes, I endorsed a tool that was ultimately not purchased or used at my organization | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,909 | 47,910 | I am a developer by profession | 35-44 years old | Some college/university study without earning a degree | Employed | Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week) | 15 | Yes, I am not new to coding but am learning new coding techniques or programming language | Technical documentation (is generated for/by the tool or system);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);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Games or coding challenges | 20 | Developer, full-stack | 100 to 499 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,910 | 47,911 | I used to be a developer by profession, but no longer am | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Retired | Volunteering (regularly) | 40 | 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 | 40 | Retired | null | null | null | null | Personal Project | Easy-to-use API
NA | Prohibitive pricing
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,911 | 47,912 | 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 | 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);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);Online Courses or Certification (includes all media types) | 6 | Developer, full-stack | 1,000 to 4,999 employees | Individual contributor | Remote | No | Personal Project | Customizable and manageable codebase
NA | Prohibitive pricing
NA | Software Development | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | 10 | 9 | Costa Rica | USD United States dollar | 27,000 | Yes | Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript | Dart;Go;Rust;Scala | null | NA
NA | Yes | PostgreSQL;Snowflake | Databricks SQL;MongoDB | null | NA
NA | Yes | Amazon Web Services (AWS);Docker;Kubernetes;npm;NuGet;Vite;Webpack;Yarn | Cloudflare;Datadog;Digital Ocean | null | NA
NA | Yes | Angular;Node.js;React | Next.js;Ruby on Rails;Symfony;Vue.js | null | NA
NA | Yes | Android Studio;Notepad++;PyCharm;Visual Studio;Visual Studio Code | Cursor | null | NA
NA | .NET 8 or higher;Large Language Model;Google Gemini | null | null | null | null | Windows;Android | Windows;Windows Subsystem for Linux (WSL) | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools weekly | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies | null | Project planning;Deployment and monitoring | Learning about a codebase;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | null | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works | Somewhat, I don't fully trust AI code | No, I use AI exclusively in copilot/autocomplete mode | Yes, somewhat | Software engineering | 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 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 | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult. | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier. | 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 want to learn best practices;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting | Debugging | 27,000 | 8 |
47,912 | 47,913 | I am a developer by profession | 35-44 years old | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 15 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Books / Physical media | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | null | 25 | AI/ML engineer | Less than 20 employees | People manager | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,913 | 47,914 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,914 | 47,915 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Caring for dependents (children, elderly, etc.) | 20 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts | 6 | Data engineer | 10,000 or more employees | Individual contributor | In-person | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Customizable and manageable codebase
NA | Security or privacy concerns
NA | Banking/Financial Services | Solving real-world problems
NA | No | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 9 |
47,915 | 47,916 | 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.) | 20 | Yes, I am new to coding or currently a student | 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;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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training | 25 | Developer, full-stack | 10,000 or more employees | Individual contributor | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,916 | 47,917 | I am a developer by profession | 35-44 years old | Associate degree (A.A., A.S., 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system) | 7 | Developer, back-end | Less than 20 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,917 | 47,918 | 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 | 14 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification) | 14 | Founder, technology or otherwise | null | null | null | No | Work | Customizable and manageable codebase
NA | null | Internet, Telecomm or Information Services | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,918 | 47,919 | I am a developer by profession | 45-54 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 30 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community) | 40 | Developer, full-stack | 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 | 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 | null | null | Lithuania | EUR European Euro | null | Yes | PHP;SQL | PHP;SQL | PHP;SQL | 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 | Windows;Debian | Windows;Debian | Asana;GitHub | Asana;GitHub | Asana;GitHub | NA
NA | Stack Overflow;Stack Exchange;Reddit | Stack Overflow;Stack Exchange;Reddit | Stack Overflow;Stack Exchange;Reddit | NA
NA | Yes | openAI GPT (chatbot models);openAI Image generating models | openAI GPT (chatbot models);openAI Image generating models | openAI GPT (chatbot models);openAI Image generating models | NA
NA | Yes | A few times per month or weekly | Between 5 and 10 years | Less than once every 2 - 3 months | Chat (bot/AI) | null | No, not really | Less than half of the time | Yes, I use AI tools daily | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 10 |
47,919 | 47,920 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Independent contractor, freelancer, or self-employed | Attending school (full-time);Engaged in paid work (less than 10 hours per week) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification) | 6 | Developer, full-stack | I don’t know | Individual contributor | Remote | No | Work | Customizable and manageable codebase
NA | Security or privacy concerns
NA | Software Development | null | No | I have neither consider or transitioned into a new career or industry | 9 | 5 | Netherlands | EUR European Euro | null | Yes | Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript | Elixir;Go;HTML/CSS;JavaScript;Python;TypeScript;Zig | Go;HTML/CSS;JavaScript;Python;TypeScript | NA
NA | Yes | Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;SQLite | Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;SQLite | Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;SQLite | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Gradle;Homebrew;Maven (build tool);npm;Pip | Amazon Web Services (AWS);Cloudflare;Homebrew;npm;Pip | Amazon Web Services (AWS);Cloudflare;Homebrew;npm;Pip | NA
Zon | Yes | Angular;Django;FastAPI;Flask;jQuery;NestJS;Next.js;Node.js;Phoenix;React | Django;FastAPI;jQuery;Node.js;Phoenix | Django;FastAPI;jQuery;Node.js;Phoenix | NA
NA | Yes | Cursor;Eclipse;IntelliJ IDEA;PyCharm;Visual Studio | IntelliJ IDEA;Visual Studio | IntelliJ IDEA;Visual Studio | NA
NA | Large Language Model | .NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG;Google Gemini | Large Language Model | null | null | Windows;MacOS;Android;Windows Subsystem for Linux (WSL) | Windows | GitHub;GitLab;Jira;Markdown File;Trello | GitHub;Markdown File;Notion;Trello | GitHub;Markdown File;Trello | NA
NA | Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube | Stack Overflow;GitHub (public projects, not private repos);YouTube | Stack Overflow;GitHub (public projects, not private repos);YouTube | NA
NA | Yes | openAI GPT (chatbot models) | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);X Grok models | null | NA
NA | Yes | A few times per month or weekly | Between 3 and 5 years | Less than once every 2 - 3 months | Chat (people);Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | Answer a question
NA | Neutral | About half of the time | 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;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies | Project planning;Predictive analytics | Documenting code;Testing code;Committing and reviewing code | null | Generating content or synthetic data | 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 | I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively. | null | 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 | 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 | Finding new solutions, security, etc since AI can only write what already exists. | null | null |
47,920 | 47,921 | 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.) | 14 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange | 19 | Developer, front-end | 100 to 499 employees | Individual contributor | Remote | No | Personal Project | Robust and complete API
NA | null | Software Development | Innovation through solving challenging and complex problems
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | United States of America | USD United States dollar | 170,000 | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | 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 | Writing code;Creating or maintaining documentation;Learning new concepts or technologies | Search for answers | null | AI solutions that are almost right, but not quite | 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 | null | null | 170,000 | 8 |
47,921 | 47,922 | I am a developer by profession | 45-54 years old | Primary/elementary school | Employed | None of the above | 28 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts | 33 | Developer, full-stack | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,922 | 47,923 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 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);Technical documentation (is generated for/by the tool or system) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community) | 4 | Developer, full-stack | Less than 20 employees | Individual contributor | In-person | No | Work | null | null | Software Development | Solving real-world problems
NA | I'm not sure | I have neither consider or transitioned into a new career or industry | null | null | Algeria | DZD Algerian dinar | null | No | null | null | null | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 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 |
47,923 | 47,924 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Volunteering (regularly);Attending school (full-time) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Technical documentation (is generated for/by the tool or system);Stack Overflow or Stack Exchange;School (i.e., University, College, etc) | 8 | Student | null | null | null | null | School | Reputation for quality
NA | Availability of better alternatives
NA | null | null | No | I have neither consider or transitioned into a new career or industry | 4 | 2 | Austria | EUR European Euro | 2,500 | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Very favorable | Neither trust nor distrust | 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;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;I’ve become less confident in my own problem-solving | Yes | No, I use AI exclusively in copilot/autocomplete mode | Not at all or minimally | IT operations;Data and analytics | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 2,900 | null |
47,924 | 47,925 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Coding Bootcamp;School (i.e., University, College, etc) | 4 | Student | null | null | null | null | School | Good brand and public image
NA | Inefficient or time-costly
NA | null | null | I'm not sure | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,925 | 47,926 | I am a developer by profession | 25-34 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 13 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification) | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 16 | Architect, software or solutions | 20 to 99 employees | People manager | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,926 | 47,927 | I used to be a developer by profession, but no longer am | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Not employed | Engaged in paid work (less than 10 hours per week) | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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 | 1 | Student | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Remote | Yes, I endorsed a tool that was ultimately not purchased or used at my organization | School | AI integration or AI Agent capabilities
NA | Security or privacy concerns
NA | Higher Education | null | Yes | null | 55 | 66 | Palau | USD United States dollar | null | null | Bash/Shell (all shells);COBOL;Dart;Delphi;Elixir;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam | Ada;C;C#;C++;Erlang | null | NA
NA | null | Cloud Firestore;Databricks SQL;Datomic;DuckDB;Dynamodb;IBM DB2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey | BigQuery;Cassandra;Cosmos DB;Elasticsearch;H2;InfluxDB | null | NA
NA | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Not sure/can't remember | A few times per week | Between 1 and 3 years | Daily or almost daily | Job board | Use discussion or chat feature
NA | Yes, definitely | I don't use AI or AI-enabled tools | No, but I plan to soon | Unsure | Neither trust nor distrust | Good, but not great at handling complex tasks | Other (write in): | Committing and reviewing code;Creating or maintaining documentation | Learning about a codebase;Writing code;Testing code;Learning new concepts or technologies | Project planning;Predictive analytics;Generating content or synthetic data | Documenting code;Deployment and monitoring;Search for answers | I’ve become less confident in my own problem-solving | null | Yes, I use AI agents at work monthly or infrequently | No, but my development work has significantly changed due to non-AI factors | Marketing | null | AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above. | AI agents have improved the quality of my code. | null | AI agents have improved collaboration within my team. | AI agents have increased my productivity.;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.;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: | 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. | LangMem | null | IBM watsonx.ai | null | Honeycomb | null | Claude Code | null | When I need quick help troubleshooting | 3 | null | null |
47,927 | 47,928 | 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 new to coding or currently a student | School (i.e., University, College, etc) | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,928 | 47,929 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Student | Attending school (full-time);Engaged in paid work (less than 10 hours per week) | 1 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Games or coding challenges;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 | 4 | Developer, front-end | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,929 | 47,930 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.) | 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification) | 13 | Developer, mobile | null | null | null | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,930 | 47,931 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Not employed | None of the above | 30 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);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;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 | 22 | Other (please specify): | null | null | null | null | Work | Customizable and manageable codebase
NA | Security or privacy concerns
NA | null | Job stability and career growth with a single employer
NA | No | I have strongly considered changing my career and/or the industry I work in | 10 | 10 | United States of America | USD United States dollar | null | No | null | null | null | NA
NA | Yes | SQLite | Firebase Realtime Database;Microsoft Access;Microsoft SQL Server;SQLite | SQLite | NA
NA | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 5 |
47,931 | 47,932 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | null | 10 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | 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;Blogs or podcasts | 20 | Developer, full-stack | 20 to 99 employees | Individual contributor | Remote | null | null | null | null | Other: | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,932 | 47,933 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 35-44 years old | Associate degree (A.A., A.S., etc.) | Independent contractor, freelancer, or self-employed | Engaged in paid work (less than 10 hours per week) | 22 | 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;Coding Bootcamp | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Coding Bootcamp;Books / Physical media | 15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,933 | 47,934 | I am learning to code | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Student | None of the above | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,934 | 47,935 | I code primarily as a hobby | 18-24 years old | Associate degree (A.A., A.S., etc.) | Student | Attending school (full-time) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types) | 7 | Developer, game or graphics | null | null | null | null | Personal Project | Reputation for quality
NA | Poor usability
NA | null | null | No | I have neither consider or transitioned into a new career or industry | 4 | 2 | United States of America | USD United States dollar | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Unsure | Neither trust nor distrust | Bad at handling complex tasks | Project planning;Writing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies | Learning about a codebase;Testing code;Deployment and monitoring | Generating content or synthetic data | Creating or maintaining documentation | Documenting code;Debugging or fixing code;Search for answers | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in): | A little | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering | 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. | null | AI agents have helped me solve complex problems more effectively. | AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code. | AI agents have improved collaboration within my team. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,935 | 47,936 | I am a developer by profession | 25-34 years old | Primary/elementary school | Independent contractor, freelancer, or self-employed | Attending school (part-time) | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,936 | 47,937 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 4 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts | 7 | Developer, embedded applications or devices | 100 to 499 employees | Individual contributor | Remote | No | Personal Project | Reputation for quality
NA | Security or privacy concerns
NA | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,937 | 47,938 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | None of the above | 30 | Yes, I am not new to coding but am learning new coding techniques or programming language | Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts | 35 | Senior executive (C-suite, VP, etc.) | 100 to 499 employees | Individual contributor | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | AI integration or AI Agent capabilities
NA | Inefficient or time-costly
NA | Fintech | Solving real-world problems
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 5 | United States of America | USD United States dollar | null | Yes | C;C++;Python;Rust;Zig;Mojo | Python;Zig;Mojo | Python;Zig;Mojo | NA
NA | Yes | Databricks SQL;DuckDB;PostgreSQL;Redis;SQLite | null | null | NA
NA | Yes | Amazon Web Services (AWS);Cargo;Chocolatey;Datadog;Docker;Make;Ninja;Poetry | Amazon Web Services (AWS);Cargo;Chocolatey;Datadog;Docker;Make;Ninja;Poetry | Amazon Web Services (AWS);Cargo;Chocolatey;Datadog;Docker;Make;Ninja;Poetry | NA
NA | No | null | null | null | NA
NA | Yes | Claude Code;Vim;Visual Studio Code | Claude Code;Vim;Visual Studio Code | Claude Code;Vim;Visual Studio Code | NA
NA | null | null | null | null | null | Windows;MacOS;Ubuntu;iOS;Linux (non-WSL);Pop!_OS | MacOS;Ubuntu;Linux (non-WSL) | null | null | null | NA
NA | null | null | null | NA
NA | null | 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 | Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;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, somewhat | Less than half of the time | Yes, I use AI tools daily | Very favorable | Somewhat trust | Very well at handling complex tasks | Project planning;Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | null | null | Deployment and monitoring | Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies | AI solutions that are almost right, but not quite | yes, especially test generation, bug fixes and so on | Yes, I use AI agents at work daily | Yes, to a great extent | Software engineering;IT operations | Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs | null | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above. | null | 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 | Write in the most significant challenge if not listed above: | 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 | GitHub MCP Server | null | Ollama | null | Grafana + Prometheus | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity | null | When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions | null | null | 8 |
47,938 | 47,939 | 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.);None of the above | 15 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Other online resources (e.g. standard search, forum, online community) | 20 | Developer, full-stack | 100 to 499 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,939 | 47,940 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 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);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);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 | 10 | Developer, AI apps or physical AI | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a substantial addition to the tech stack | School | Costs are manageable
NA | Availability of better alternatives
NA | Software Development | null | No | I have somewhat considered changing my career and/or the industry I work in | 5 | 3 | Nigeria | NGN Nigerian naira | 5,865,000 | Yes | Python;R;SQL;Swift | C#;Rust;Mojo | null | NA
NA | Yes | Cloud Firestore;MariaDB;MySQL;PostgreSQL;Redis;SQLite;Supabase | BigQuery | null | NA
NA | Yes | Chocolatey;Docker;Firebase;Google Cloud;Kubernetes;Make | null | null | NA
NA | Yes | Django | null | null | NA
NA | Yes | Cline and/or Roo;Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code | null | null | NA
NA | Large Language Model;Pydantic;RAG;Google Gemini | null | null | null | null | Windows;MacOS | null | Google Workspace;Linear;Miro;Notion | null | null | NA
NA | Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn;Medium | null | null | NA
NA | Yes | null | null | null | NA
NA | Yes | A few times per week | Between 3 and 5 years | Infrequently, less than once per year | Long-form articles;Coding challenges;Logic games/puzzles;Chat (bot/AI) | null | Yes, definitely | Less than half of the time | Yes, I use AI tools daily | Very favorable | Neither trust nor distrust | Good, but not great at handling complex tasks | Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies | Committing and reviewing code | null | Testing code;Deployment and monitoring | Documenting code;Generating content or synthetic data;Creating or maintaining documentation | AI solutions that are almost right, but not quite | Yes. | No, I use AI exclusively in copilot/autocomplete mode | Yes, to a great extent | Software engineering;Business process automation;Data and analytics;Customer service support;Marketing;Robotics | Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation | null | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team. | null | null | Integrating AI agents with my existing tools and workflows can be difficult. | The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively. | 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 | Creativity and attention to detail. | 3,787 | 6 |
47,940 | 47,941 | I am a developer by profession | 35-44 years old | Some college/university study without earning a degree | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week) | 8 | Yes, I am not new to coding but am learning new coding techniques or programming language | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,941 | 47,942 | I am a developer by profession | 45-54 years old | Some college/university study without earning a degree | Independent contractor, freelancer, or self-employed | Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week) | 38 | 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 | 38 | Other (please specify): | 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) | Yes, I influenced the purchase of a substantial addition to the tech stack | Personal Project | Other (please specify):
SECURITY | Security or privacy concerns
NA | Software Development | null | No | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 10 |
47,942 | 47,943 | 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 | 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);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;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 | 8 | Developer, back-end | 100 to 499 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 | Easy-to-use API
NA | Security or privacy concerns
NA | Fintech | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,943 | 47,944 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 35-44 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,944 | 47,945 | I code primarily as a hobby | 25-34 years old | Associate degree (A.A., A.S., etc.) | Employed | Engaged in paid work (20-29 hours per week) | 11 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange | 15 | System administrator | 20 to 99 employees | Individual contributor | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,945 | 47,946 | I used to be a developer by profession, but no longer am | 45-54 years old | Primary/elementary school | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week) | 15 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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);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 | 15 | Other (please specify): | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,946 | 47,947 | I am learning to code | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Transitioning to retirement (gradually reducing work hours) | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | 8 | Data or business analyst | 5,000 to 9,999 employees | Individual contributor | In-person | No | Work | AI integration or AI Agent capabilities
NA | Poor usability
NA | Healthcare | null | Yes | I have somewhat considered changing my career and/or the industry I work in | 1 | 4 | Bangladesh | BDT Bangladeshi taka | 200,000 | Yes | Ada;HTML/CSS;PowerShell;Python;VBA | Python;SQL;VBA | Python;VBA | Python, VBA, C
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | null | null | null | NA
NA | No | null | null | null | NA
NA | null | null | null | Vba | null | Windows;Android;Linux (non-WSL) | null | Airtable;GitHub;Notion;Trello | GitHub;Notion;Trello | GitHub;Notion;Trello | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium | Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium | NA
NA | Yes | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models) | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models) | DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models) | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | Daily or almost daily | Chat (people);Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.) | Browse content related to Q&A posts I recently viewed
NA | Yes, somewhat | More than half the time | Yes, I use AI tools daily | Very favorable | Somewhat distrust | Bad at handling complex tasks | Predictive analytics | Learning about a codebase;Documenting code;Committing and reviewing code;Search for answers;Learning new concepts or technologies | Deployment and monitoring;Other (write in): | null | Project planning;Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation | Debugging AI-generated code is more time-consuming | Code 2d games | Yes, I use AI agents at work monthly or infrequently | Yes, somewhat | Data and analytics | null | AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above. | AI agents have improved the quality of my code. | 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 collaboration within my team. | AI agents have helped me solve complex problems more effectively. | Integrating AI agents with my existing tools and workflows can be difficult. | Write in the most significant challenge if not listed above: | null | null | I am concerned about the accuracy of the information provided by AI agents. | null | null | null | null | null | null | null | null | null | null | 1,636 | null |
47,947 | 47,948 | 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.) | 8 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Games or coding challenges | 12 | Developer, full-stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,948 | 47,949 | I am a developer by profession | 35-44 years old | Associate degree (A.A., A.S., etc.) | Employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly) | 20 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Books / Physical media;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);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media | 20 | Developer, full-stack | 20 to 99 employees | People manager | Remote | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | Work | Reputation for quality
NA | Security or privacy concerns
NA | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,949 | 47,950 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 8 | 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;Stack Overflow or Stack Exchange | 15 | Developer, mobile | 100 to 499 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,950 | 47,951 | 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.);Volunteering (regularly);Engaged in paid work (less than 10 hours per week) | 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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Blogs or podcasts | 28 | Architect, software or solutions | 20 to 99 employees | Individual contributor | Remote | No | Work | Reliability and low latency
NA | Security or privacy concerns
NA | Other: | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,951 | 47,952 | I code primarily as a hobby | 25-34 years old | Some college/university study without earning a degree | Employed | Caring for dependents (children, elderly, etc.);Volunteering (regularly);Transitioning to retirement (gradually reducing work hours) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | 3 | Developer, embedded applications or devices | 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) | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | Personal Project | null | null | Media & Advertising Services | null | No | I have somewhat considered changing my career and/or the industry I work in | 5 | 5 | United States of America | USD United States dollar | null | Yes | Assembly;Bash/Shell (all shells);C;C#;C++;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam | Delphi;TypeScript | TypeScript | NA
NA | No | null | null | null | NA
NA | Yes | Amazon Web Services (AWS);Ansible;APT;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;IBM Cloud;Kubernetes;Microsoft Azure;MSBuild;Ninja;npm;Pacman;Prometheus;Supabase;Terraform;Vercel;Vite;Webpack;Yandex Cloud;Yarn | null | null | NA
NA | Yes | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | A few times per week | Between 1 and 3 years | Less than once every 2 - 3 months | Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | null | Neutral | Less than half of the time | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,952 | 47,953 | 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.) | 27 | 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 | 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;Blogs or podcasts | 33 | Senior executive (C-suite, VP, etc.) | 20 to 99 employees | People manager | Hybrid (some in-person, leans heavy to flexibility) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reputation for quality
NA | Ethical concerns
NA | Media & Advertising Services | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,953 | 47,954 | I am a developer by profession | 45-54 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | null | 26 | 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 didn't spend time learning in the past year | null | 27 | Architect, software or solutions | 20 to 99 employees | null | null | No | Work | Costs are manageable
NA | Security or privacy concerns
NA | Healthcare | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,954 | 47,955 | I code primarily as a hobby | 45-54 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | null | 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 for my personal curiosity and/or hobbies | null | 40 | Other (please specify): | 1,000 to 4,999 employees | People manager | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,955 | 47,956 | 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) | 2 | Yes, I am new to coding or currently a student | Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Coding Bootcamp;Games or coding challenges | 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);School (i.e., University, College, etc) | 2 | Developer, back-end | Less than 20 employees | People manager | Remote | No | Personal Project | Reliability and low latency
NA | Prohibitive pricing
NA | Software Development | null | Yes | I have transitioned into a new career and/or industry voluntarily | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 9 |
47,956 | 47,957 | 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.);Engaged in paid work (10-19 hours per week) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | 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;Other (please specify): | 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);Stack Overflow or Stack Exchange;Other (please specify):;Books / Physical media | 5 | 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 | Lack of or sub-par API
NA | Insurance | 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 | 6 | United States of America | USD United States dollar | 84,500 | Yes | C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net) | C++;Go;Java;R;Swift | null | NA
NA | Yes | Cloud Firestore;Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;SQLite;Supabase;Cockroachdb | Redis;Cockroachdb | Cockroachdb | NA
NA | Yes | Amazon Web Services (AWS);Chocolatey;Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Homebrew;Kubernetes;Netlify;npm;NuGet;Pip;pnpm;Prometheus;Railway;Supabase;Terraform;Vercel;Vite;Webpack;Yarn | null | null | NA
NA | Yes | Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;FastAPI;jQuery;NestJS;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js;WordPress | Django | null | NA
NA | Yes | Cursor;PyCharm;Rider;Visual Studio;Visual Studio Code;WebStorm | Claude Code | null | NA
NA | .NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;Shadcn/ui | .NET 8 or higher;Large Language Model;RAG;Shadcn/ui | .NET 8 or higher;Large Language Model;Shadcn/ui | null | null | MacOS;iOS;ChromeOS | Windows | GitHub;GitLab;Jira;Lucid (includes Lucidchart);Notion | null | null | NA
NA | Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack;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 | Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools daily | Very favorable | Somewhat trust | Good, but not great at handling complex tasks | null | null | Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Testing code | 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 | Partially | 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 improved collaboration within my team. | null | AI agents have improved the quality of my code. | 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 reduced the time spent on specific development tasks. | 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.;I have concerns about the security and privacy of data when using AI agents. | The cost of using certain AI agent platforms is a barrier. | My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | null | Sentry | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini | 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 | 84,500 | 6 |
47,957 | 47,958 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | Attending school (part-time);Engaged in paid work (less than 10 hours per week) | 2 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Online Courses or Certification (includes all media types);Games or coding challenges;Coding Bootcamp | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,958 | 47,959 | I am a developer by profession | 45-54 years old | Some college/university study without earning a degree | Employed | Engaged in paid work (less than 10 hours per week) | 24 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Games or coding challenges | 24 | Developer, front-end | Less than 20 employees | Individual contributor | In-person | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,959 | 47,960 | I code primarily as a hobby | 18-24 years old | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,960 | 47,961 | 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 | 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);Stack Overflow or Stack Exchange | 13 | Developer, full-stack | 20 to 99 employees | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,961 | 47,962 | 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.) | 4 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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 | AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 8 | Developer, full-stack | 100 to 499 employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Good brand and public image
NA | Inefficient or time-costly
NA | Software Development | Solving real-world problems
NA | No | I have neither consider or transitioned into a new career or industry | 4 | 10 | Bangladesh | USD United States dollar | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | Daily or almost daily | Between 5 and 10 years | Infrequently, less than once per year | Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board | Upvote/Downvote Q&A posts
NA | Yes, definitely | Rarely, almost never | Yes, I use AI tools daily | Very favorable | Neither trust nor distrust | Neither good or bad at handling complex tasks | Documenting code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies | Testing code;Deployment and monitoring;Predictive analytics | null | null | Learning about a codebase;Project planning;Writing code;Search for answers | 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 daily | Yes, to a great extent | Software engineering | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 8 |
47,962 | 47,963 | 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 | Stack Overflow or Stack Exchange | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Games or coding challenges | 20 | Data engineer | 20 to 99 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,963 | 47,964 | I am a developer by profession | 18-24 years old | Some college/university study without earning a degree | Independent contractor, freelancer, or self-employed | Attending school (full-time);Engaged in paid work (less than 10 hours per week) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,964 | 47,965 | 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 | 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);Blogs or podcasts;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange;Coding Bootcamp;Books / Physical media;School (i.e., University, College, etc) | 1 | Developer, back-end | 1,000 to 4,999 employees | null | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | null | Poor usability
NA | Fintech | null | Yes | I have transitioned into a new career and/or industry voluntarily | null | null | Colombia | COP Colombian peso | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 10 |
47,965 | 47,966 | I work with developers or my work supports developers but am not 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) | 46 | 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 | Blogs or podcasts;Stack Overflow or Stack Exchange | 46 | Database administrator or engineer | null | null | null | null | Personal Project | Reliability and low latency
NA | Outdated or obsolete technology or features
NA | null | null | null | null | null | null | Switzerland | CHF Swiss franc | null | Yes | SQL | Python | null | NA
NA | Yes | Microsoft SQL Server | MariaDB;MySQL;PostgreSQL | null | NA
NA | No | null | null | null | NA
NA | Yes | Django;Flask | Django;jQuery;React | Django | NA
NA | null | Nano;Neovim;Notepad++ | Nano;Neovim;Notepad++ | Nano;Neovim;Notepad++ | NA
NA | null | null | null | null | null | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | Windows | GitHub | GitHub | GitHub | NA
NA | Stack Overflow;Stack Exchange;YouTube;Twitch;LinkedIn | Stack Overflow;Stack Exchange;YouTube;Twitch;LinkedIn | Stack Overflow;Stack Exchange;YouTube;Twitch;LinkedIn | NA
NA | null | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models | Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models | NA
NA | Yes | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | Infrequently, less than once per year | Message Boards;Videos;Job board | Ask a question
NA | Yes, somewhat | I don't use AI or AI-enabled tools | Yes, I use AI tools monthly or infrequently | Favorable | Somewhat trust | Neither good or bad at handling complex tasks | Learning about a codebase;Project planning;Writing code;Committing and reviewing code | null | Deployment and monitoring;Generating content or synthetic data | Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation | Search for answers;Learning new concepts or technologies | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;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 | 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.;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 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 | Creativity | null | null |
47,966 | 47,967 | I am a developer by profession | 55-64 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Independent contractor, freelancer, or self-employed | Engaged in paid work (20-29 hours per week) | 34 | Yes, I am not new to coding but am learning new coding techniques or programming language | AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;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) | 40 | Founder, technology or otherwise | Less than 20 employees | People manager | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,967 | 47,968 | I am a developer by profession | 35-44 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Not employed | Caring for dependents (children, elderly, etc.) | 7 | 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 | 3 | Developer, AI apps or physical AI | null | null | null | null | Personal Project | Connected to an open-source project
NA | Outdated or obsolete technology or features
NA | null | Innovation through solving challenging and complex problems
NA | No | I have strongly considered changing my career and/or the industry I work in | null | null | Canada | CAD Canadian dollar | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | A few times per week | More than 15 years, or since Stack Overflow started in 2008 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 7 |
47,968 | 47,969 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | Engaged in paid work (20-29 hours per week) | 10 | 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;Colleague or on-the-job training | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,969 | 47,970 | 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);Engaged in paid work (10-19 hours per week) | 23 | 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);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);Online Courses or Certification (includes all media types);Blogs or podcasts | 10 | Cybersecurity or InfoSec professional | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Your choice (very flexible, you can come in when you want or just as needed) | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,970 | 47,971 | I am a developer by profession | 18-24 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | I prefer not to say | null | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Blogs or podcasts | 4 | Developer, full-stack | null | null | null | null | Work | AI integration or AI Agent capabilities
NA | Poor usability
NA | null | Recognition from peers for your work
NA | No | I have transitioned into a new career and/or industry voluntarily | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 3 |
47,971 | 47,972 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Student | Attending school (full-time) | 2 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);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) | 8 | Developer, full-stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,972 | 47,973 | I am a developer by profession | 25-34 years old | Master’s degree (M.A., M.S., M.Eng., MBA, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 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);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 | Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Stack Overflow or Stack Exchange | 10 | Developer, back-end | 5,000 to 9,999 employees | Individual contributor | Remote | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | null | Easy-to-use API
NA | Security or privacy concerns
NA | Internet, Telecomm or Information Services | null | No | I have somewhat considered changing my career and/or the industry I work in | null | null | Canada | CAD Canadian dollar | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Not sure/can't remember | Daily or almost daily | Between 5 and 10 years | Infrequently, less than once per year | null | null | No, not really | Rarely, almost never | No, but I plan to soon | Favorable | Neither trust nor distrust | Bad at handling complex tasks | Learning about a codebase;Committing and reviewing code;Search for answers;Creating or maintaining documentation | 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 | null | Yes, I use AI agents at work monthly or infrequently | Yes, somewhat | Software engineering;Data and analytics | null | null | null | null | null | null | null | null | null | null | null | Redis;LanceDB;pgvector;Weaviate | null | Vertex AI;Llama Index;Ollama | null | null | null | null | null | null | null | null | 5 |
47,973 | 47,974 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 45-54 years old | Associate degree (A.A., A.S., etc.) | Independent contractor, freelancer, or self-employed | None of the above | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media | 4 | Other (please specify): | null | null | null | No | Personal Project | null | null | Other: | null | I'm not sure | I have strongly considered changing my career and/or the industry I work in | 5 | null | United States of America | USD United States dollar | 60,000 | Yes | HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript | HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript | HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript | NA
NA | Yes | MongoDB;MySQL;PostgreSQL;SQLite | PostgreSQL | PostgreSQL | NA
NA | Yes | Docker;Heroku;Homebrew;Kubernetes;npm;Pip;pnpm;Vercel;Vite;Webpack;Yarn | Amazon Web Services (AWS);Docker;Heroku;Homebrew;Kubernetes;npm;Pip;pnpm;Vercel;Vite;Yarn | Docker;Heroku;Homebrew;Kubernetes;npm;Pip;pnpm;Vercel;Vite;Yarn | NA
NA | Yes | Astro;Django;Express;Laravel;Node.js;React | Django;Express;Flask;Laravel;Node.js;React | Django;Express;Laravel;Node.js;React | NA
NA | Yes | PyCharm;Visual Studio Code | Visual Studio Code | Visual Studio Code | NA
NA | Tailwind CSS 4;Large Language Model;Google Gemini;Ollama | Tailwind CSS 4;Google Gemini | Tailwind CSS 4;Google Gemini | null | null | Windows;MacOS;iOS | Windows;MacOS;iOS | GitHub;GitLab;Jira;Markdown File;Notion;Trello | GitHub;GitLab;Jira;Markdown File;Notion | GitHub;GitLab;Jira;Markdown File;Notion | NA
NA | Discord;YouTube;LinkedIn;Medium | Discord;YouTube | Discord;YouTube | NA
NA | Yes | Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models | Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models | Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models | NA
NA | No | A few times per month or weekly | Less than one year | I have never participated in Q&A on Stack Overflow | Chat (people);Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI) | null | Not sure | More than half the time | Yes, I use AI tools daily | Very favorable | Somewhat distrust | Neither good or bad at handling complex tasks | Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation | null | Learning new concepts or technologies | null | Project planning;Writing code;Debugging or fixing code | It’s hard to understand how or why the code works | null | null | null | Software engineering;IT operations | null | AI agents have improved the quality of my code. | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 60,000 | null |
47,974 | 47,975 | I am a developer by profession | 18-24 years old | Associate degree (A.A., A.S., etc.) | Not employed | Transitioning to retirement (gradually reducing work hours) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | Games or coding challenges | No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,975 | 47,976 | 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.) | 11 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | 15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,976 | 47,977 | I used to be a developer by profession, but no longer am | 35-44 years old | Some college/university study without earning a degree | 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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system) | 20 | Engineering manager | 5,000 to 9,999 employees | People manager | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,977 | 47,978 | I am not primarily a developer, but I write code sometimes as part of my work/studies | 25-34 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 1 | 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;Coding Bootcamp;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 | Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Other (please specify): | 10 | Developer, QA or test | 10,000 or more employees | People manager | Your choice (very flexible, you can come in when you want or just as needed) | Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack | null | null | Lack of AI or AI agents
NA | Banking/Financial Services | null | Yes | I have neither consider or transitioned into a new career or industry | null | 1 | Cambodia | USD United States dollar | 1,500 | Yes | Ada;Assembly;Bash/Shell (all shells);C;C#;C++ | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1,500 | null |
47,978 | 47,979 | I am a developer by profession | 25-34 years old | Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) | Employed | Engaged in paid work (20-29 hours per week) | 8 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);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) | No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies | null | null | Developer, full-stack | 20 to 99 employees | People manager | In-person | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | null | null | Software Development | Job stability and career growth with a single employer
NA | null | null | null | null | Tunisia | TND Tunisian dinar | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | Yes, I use AI tools monthly or infrequently | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,979 | 47,980 | 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 | 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 | Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;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;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training | 20 | Cybersecurity or InfoSec professional | 1,000 to 4,999 employees | People manager | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Costs are manageable
NA | Security or privacy concerns
NA | Other: | null | No | I have strongly considered changing my career and/or the industry I work in | 15 | 30 | Germany | EUR European Euro | 53,000 | Yes | Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Lua;MicroPython;PowerShell;Python;R;SQL;Swift;TypeScript;VBA;Visual Basic (.Net) | Bash/Shell (all shells);C;C#;C++;Dart;Go;Java;JavaScript;Kotlin;Lua;MicroPython;PowerShell;Python;R;SQL;Swift;TypeScript;VBA;Visual Basic (.Net) | Bash/Shell (all shells);C;C#;C++;Java;JavaScript;Kotlin;Lua;MicroPython;PowerShell;Python;R;SQL;Swift;TypeScript;VBA;Visual Basic (.Net) | Rust
Rust | Yes | Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite | Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite | Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite | NA
NA | Yes | Ansible;APT;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pacman;Pip;Poetry;Prometheus;Splunk;Terraform;Vite;Yarn | Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pacman;Pip;Podman;Poetry;Prometheus;Splunk;Terraform;Vite;Yarn | Ansible;APT;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pacman;Pip;Poetry;Prometheus;Splunk;Terraform;Vite;Yarn | NA
NA | Yes | AngularJS;Django;FastAPI;Flask;Node.js;Vue.js | AngularJS;Django;FastAPI;Flask;jQuery;Node.js;React;Vue.js | AngularJS;Django;FastAPI;Flask;Node.js;Vue.js | NA
NA | Yes | Android Studio;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Visual Studio Code;Xcode | Android Studio;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Visual Studio Code | Android Studio;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Visual Studio Code | NA
NA | Large Language Model;Pydantic;Google Gemini;Ollama | Large Language Model;Pydantic;Google Gemini;Ollama | Large Language Model;Pydantic;Google Gemini;Ollama | null | null | Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Arch;iPadOS | Windows;Ubuntu;Windows Subsystem for Linux (WSL) | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | Infrequently, less than once per year | Long-form articles;Coding challenges;Logic games/puzzles;Direct messaging of users;Chat (bot/AI) | Read and/or vote on comments for a Question or Answer I am interested in
NA | No, not really | Less than half of the time | Yes, I use AI tools weekly | Very unfavorable | Somewhat distrust | Bad at handling complex tasks | Learning about a codebase;Writing code;Documenting code;Search for answers;Generating content or synthetic data | Debugging or fixing code;Testing code | Project planning;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies | Predictive analytics;Creating or maintaining documentation | null | Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving | Yep | Yes, I use AI agents at work weekly | Yes, somewhat | Decision intelligence;Data and analytics;Robotics;Cybersecurity | Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs | AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks. | null | AI agents have improved the quality of my code.;AI agents have improved collaboration within my team. | AI agents have helped me automate repetitive tasks. | null | 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. | 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 | Redis;Neo4j | null | AutoGen (Microsoft);Ollama;Zapier | null | Grafana + Prometheus | null | ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Devin AI;Replit;v0.dev;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 | Critical Thunfisch | 61,488 | null |
47,980 | 47,981 | I code primarily as a hobby | 65 years or older | Professional degree (JD, MD, Ph.D, Ed.D, etc.) | Independent contractor, freelancer, or self-employed | Volunteering (regularly);Transitioning to retirement (gradually reducing work hours);Engaged in paid work (less than 10 hours per week) | 55 | 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 | No, I didn't spend time learning in the past year | null | 55 | Other (please specify): | Just me - I am a freelancer, sole proprietor, etc. | Individual contributor | Remote | No | Personal Project | null | null | Other: | null | No | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,981 | 47,982 | 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.) | 18 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts | 20 | Developer, back-end | 100 to 499 employees | Individual contributor | Remote | No | Personal Project | Costs are manageable
NA | Prohibitive pricing
NA | Software Development | Solving real-world problems
NA | No | I have neither consider or transitioned into a new career or industry | 10 | 50 | Guatemala | USD United States dollar | 200,000 | Yes | Bash/Shell (all shells);Java;JavaScript;Kotlin;Lua;MATLAB;SQL;TypeScript | Python;Rust | null | NA
NA | Yes | Elasticsearch;InfluxDB;MySQL;PostgreSQL;Redis;SQLite | null | null | NA
NA | Yes | Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Maven (build tool);npm;Prometheus | null | null | NA
NA | Yes | Vue.js;WordPress | null | null | NA
NA | Yes | Cursor;IntelliJ IDEA;Lovable.dev;Nano;Visual Studio Code | null | null | NA
NA | LangGraph | null | null | null | null | MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);iPadOS | MacOS;Ubuntu;Debian;Linux (non-WSL) | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 200,000 | 9 |
47,982 | 47,983 | 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.) | 24 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;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 | Videos (not associated with specific online course or certification);Blogs or podcasts | 30 | Developer, full-stack | 20 to 99 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 | Ethical concerns
NA | Transportation, or Supply Chain | Innovation through solving challenging and complex problems
NA | Yes | I have strongly considered changing my career and/or the industry I work in | 8 | 8 | South Africa | ZAR South African rand | 1,680,000 | Yes | Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript | Elixir;F#;Zig;Gleam | null | NA
NA | Yes | Dynamodb;PostgreSQL;Redis;Snowflake;SQLite | Elasticsearch;Supabase | null | NA
NA | Yes | Amazon Web Services (AWS);Docker;Google Cloud;Make;New Relic;npm;Pip;pnpm;Poetry;Prometheus;Terraform;Vite;Webpack | Amazon Web Services (AWS);Docker;Google Cloud;Make;New Relic;npm;Pip;pnpm;Poetry;Prometheus;Supabase;Terraform;Vite;Webpack | Amazon Web Services (AWS);Docker;Google Cloud;Make;New Relic;npm;Pip;pnpm;Poetry;Prometheus;Terraform;Vite;Webpack | NA
NA | Yes | Django;Laravel;Next.js;React | Django;Laravel;Next.js;Phoenix;React;Spring Boot;Svelte | Django;Laravel;Next.js;React | NA
NA | Yes | Claude Code;IntelliJ IDEA;Neovim;PhpStorm;PyCharm;Visual Studio Code;WebStorm | Claude Code;IntelliJ IDEA;Neovim;PhpStorm;PyCharm;Visual Studio Code;WebStorm | Claude Code;IntelliJ IDEA;Neovim;PhpStorm;PyCharm;Visual Studio Code;WebStorm | NA
NA | null | null | null | null | null | Linux (non-WSL);NixOS | Linux (non-WSL) | Clickup;GitHub;Google Workspace;Linear;Markdown File;Miro;Obsidian | GitHub;Google Workspace;Linear;Markdown File;Miro;Obsidian | GitHub;Google Workspace;Linear;Markdown File;Miro;Obsidian | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 94,716 | 6 |
47,983 | 47,984 | 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) | 3 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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 | 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);Stack Overflow or Stack Exchange | 4 | Developer, front-end | Less than 20 employees | Individual contributor | In-person | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,984 | 47,985 | I code primarily as a hobby | 18-24 years old | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,985 | 47,986 | I am learning to code | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Not employed | Volunteering (regularly) | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;Blogs or podcasts;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 | AI CodeGen tools or AI-enabled apps | 4 | Developer, mobile | null | null | null | null | School | Good brand and public image
Yes It is. Why? .... The integrity and capabilities of such skilled models cannot be touched | Prohibitive pricing
NA | null | null | null | I have neither consider or transitioned into a new career or industry | 0 | 0 | Pakistan | PKR Pakistani rupee | 85,000 | Yes | Assembly;C;C#;C++;Dart;Groovy;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Swift;TypeScript | C++;Dart;Python | C++;Dart;Python | NA
NA | No | null | null | null | NA
NA | No | null | null | null | NA
NA | Yes | Angular;AngularJS;ASP.NET;Django;FastAPI;Flask;jQuery;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails | Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails | Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails | NA
NA | Yes | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 298 | null |
47,986 | 47,987 | 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.) | Student | Volunteering (regularly);Attending school (part-time) | 4 | Yes, I am new to coding or currently a student | Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Coding Bootcamp;School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc) | 8 | Academic researcher | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,987 | 47,988 | I am a developer by profession | 35-44 years old | Associate degree (A.A., A.S., etc.) | Employed | None of the above | 12 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Online Courses or Certification (includes all media types) | 13 | Developer, full-stack | 1,000 to 4,999 employees | Individual contributor | Remote | No | Personal Project | Reputation for quality
NA | Outdated or obsolete technology or features
NA | Software Development | Competitive pay and benefits
NA | No | I have somewhat considered changing my career and/or the industry I work in | 4 | 2 | Portugal | EUR European Euro | 90,000 | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | A few times per week | Between 5 and 10 years | Less than once per month or monthly | Chat (people);Chat (bot/AI) | Upvote/Downvote Q&A posts
NA | Yes, somewhat | Less than half of the time | Yes, I use AI tools daily | Very favorable | Somewhat trust | Bad at handling complex tasks | Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation | Project planning;Deployment and monitoring;Predictive analytics | Learning new concepts or technologies | Learning about a codebase | Testing code;Search for answers | AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming | No, I use mostly to generate the code I already have in mind or to suggest other approach. | Yes, I use AI agents at work weekly | Yes, to a great extent | Software engineering | null | AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team. | null | null | AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks. | null | Integrating AI agents with my existing tools and workflows can be difficult. | null | I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents. | It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms | null | null | null | Ollama | null | null | null | null | null | null | null | 104,413 | 9 |
47,988 | 47,989 | I work with developers or my work supports developers but am not a developer by profession | 25-34 years old | Some college/university study without earning a degree | Independent contractor, freelancer, or self-employed | Engaged in paid work (less than 10 hours per week) | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools 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) | 9 | System administrator | 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) | Yes, I influenced the purchase of a substantial addition to the tech stack | Personal Project | null | null | Software Development | null | I'm not sure | I have strongly considered changing my career and/or the industry I work in | null | null | Indonesia | IDR Indonesian rupiah | 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 | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | A few times per week | Between 3 and 5 years | Infrequently, less than once per year | Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI) | Use discussion or chat feature
NA | Neutral | More than half the time | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,989 | 47,990 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 5 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community) | No, I didn't spend time learning in the past year | null | 9 | Developer, back-end | 100 to 499 employees | Individual contributor | Remote | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,990 | 47,991 | I work with developers or my work supports developers but am not a developer by profession | 45-54 years old | Some college/university study without earning a degree | Employed | Engaged in paid work (20-29 hours per week) | 30 | Yes, I am not new to coding but am learning new coding techniques or programming language | Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc) | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange | 30 | Architect, software or solutions | 5,000 to 9,999 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 | null | Government | null | Yes | I have transitioned into a new career and/or industry involuntarily | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,991 | 47,992 | I am a developer by profession | 25-34 years old | Some college/university study without earning a degree | Employed | null | 8 | Yes, I am not new to coding but am learning new coding techniques or programming language | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,992 | 47,993 | 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) | null | Yes, I am not new to coding but am learning new coding techniques or programming language | AI CodeGen tools or AI-enabled apps | Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies | Videos (not associated with specific online course or certification) | 2 | Developer, back-end | 10,000 or more employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Easy-to-use API
NA | Ethical concerns
NA | Retail and Consumer Services | Autonomy and trust to manage your own tasks
NA | Yes | I have transitioned into a new career and/or industry involuntarily | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 4 |
47,993 | 47,994 | 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 | 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;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 | 35 | Architect, software or solutions | 10,000 or more employees | Individual contributor | Remote | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | Reliability and low latency
NA | Outdated or obsolete technology or features
NA | Retail and Consumer Services | Autonomy and trust to manage your own tasks
NA | No | I have neither consider or transitioned into a new career or industry | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 8 |
47,994 | 47,995 | 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) | 8 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,995 | 47,996 | 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.) | Independent contractor, freelancer, or self-employed | None of the above | 33 | 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 | 25 | Financial analyst or engineer | null | null | null | Yes, I influenced the purchase of a substantial addition to the tech stack | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,996 | 47,997 | 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 | 13 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts | 17 | Architect, software or solutions | 1,000 to 4,999 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 | Work | Good brand and public image
NA | Poor usability
NA | Retail and Consumer Services | Solving real-world problems
NA | No | I have somewhat considered changing my career and/or the industry I work in | 20 | 15 | United States of America | USD United States dollar | 257,000 | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | Yes | A few times per month or weekly | More than 15 years, or since Stack Overflow started in 2008 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 257,000 | 8 |
47,997 | 47,998 | 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 | 15 | Yes, I am not new to coding but am learning new coding techniques or programming language | Online Courses or Certification (includes all media types);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;Coding Bootcamp;Games or coding challenges | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types) | 4 | Developer, full-stack | null | null | null | Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,998 | 47,999 | 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 | None of the above | 10 | Yes, I am not new to coding but am learning new coding techniques or programming language | Other online resources (e.g. standard search, forum, online community);Blogs or podcasts | Yes, I learned how to use AI-enabled tools required for my job or to benefit my career | Blogs or podcasts | 16 | Developer, full-stack | null | null | null | Yes, I influenced the purchase of a substantial addition to the tech stack | Work | null | null | Software Development | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47,999 | 48,000 | I am a developer by profession | 25-34 years old | Bachelor’s degree (B.A., B.S., B.Eng., etc.) | Employed | None of the above | 6 | No, I am not new to coding and did not learn new coding techniques or programming languages | null | No, I didn't spend time learning in the past year | null | 11 | Developer, full-stack | 500 to 999 employees | Individual contributor | Hybrid (some remote, leans heavy to in-person) | No | Work | Reputation for quality
NA | Prohibitive pricing
NA | Retail and Consumer Services | null | null | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | NA
NA | null | null | null | NA
NA | null | null | null | null | NA
NA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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