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24,700
24,701
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
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
24,701
24,702
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Books / Physical media
30
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Banking/Financial Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
C#;HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Microsoft SQL Server;Redis
Redis
Redis
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;Node.js;React
Angular;ASP.NET;ASP.NET Core;Blazor;Next.js;Node.js;React
Angular;ASP.NET;ASP.NET Core;Blazor;Node.js;React
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Linux (non-WSL)
Windows;Linux (non-WSL)
GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat trust
null
null
null
null
null
null
null
No
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Debugging
null
9
24,702
24,703
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,703
24,704
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
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);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
15
Senior executive (C-suite, VP, etc.)
Less than 20 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
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
4
5
United States of America
USD United States dollar
220,000
Yes
Dart;Go;HTML/CSS;Kotlin;PHP;Python;SQL;Swift;TypeScript
Dart;Kotlin;Python;SQL;Swift;TypeScript
Dart;Kotlin;Python;SQL;Swift;TypeScript
NA NA
Yes
BigQuery;Cloud Firestore;Dynamodb;Firebase Realtime Database;PostgreSQL;Redis;Valkey
PostgreSQL;Valkey
PostgreSQL;Valkey
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Homebrew;npm;Pip;pnpm;Vercel;Vite
Amazon Web Services (AWS);Cloudflare;Datadog;Digital Ocean;Firebase;Google Cloud;Heroku;Homebrew;pnpm;Vercel;Vite
Amazon Web Services (AWS);Cloudflare;Datadog;Digital Ocean;Firebase;Google Cloud;Heroku;Homebrew;pnpm;Vercel;Vite
just just
Yes
Express;jQuery;Next.js;Node.js;React
Express;jQuery;Next.js;Node.js;React
Express;jQuery;Next.js;Node.js;React
NA NA
Yes
Android Studio;Cline and/or Roo;Cursor;IntelliJ IDEA;Nano;Visual Studio Code;Xcode
Android Studio;Cline and/or Roo;IntelliJ IDEA
Android Studio;Cline and/or Roo;IntelliJ IDEA
NA NA
Google Gemini
null
null
null
null
MacOS;iOS
MacOS;iOS
Airtable;Confluence;GitHub;Jira;Linear;Markdown File;Notion;Obsidian;Trello
GitHub;Jira;Linear;Markdown File;Notion;Trello
GitHub;Jira;Linear;Markdown File;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Project planning;Testing code;Committing and reviewing code
Deployment and monitoring;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
Yes, very much so. I use it at least partially in every new feature and app
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Marketing
Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
GitHub MCP Server
null
null
null
Sentry
null
ChatGPT;GitHub Copilot;Google Gemini;Auto-GPT;Roo code (Roo-Cline)
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Ideation and strategic execution
220,000
9
24,704
24,705
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Not employed
Caring for dependents (children, elderly, etc.)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
8
Developer, full-stack
null
null
null
null
Work
Robust and complete API NA
Ethical concerns NA
null
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
6
6
Mexico
MXN Mexican peso
null
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);C#;Go;Java;Kotlin;PowerShell;Python
null
NA NA
Yes
MariaDB;MySQL;SQLite
PostgreSQL
null
NA NA
No
null
null
null
NA NA
Yes
Angular;Laravel;React;Vue.js
ASP.NET Core;Django
null
NA NA
Yes
Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio
null
NA NA
Tailwind CSS 4;hostinger
null
null
null
null
Windows;Android;Linux (non-WSL)
Windows;Linux (non-WSL)
GitHub
null
null
NA NA
Discord;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
null
null
NA NA
No
A few times per month or weekly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Debugging or fixing code;Generating content or synthetic data
Project planning
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation
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 depends, I just ask most of the time of the code of the logic I have in mind, when I don't know the reserved words, syntax or a general guide/process to make something
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Data and analytics
Language processing
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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 h...
Understanding business process and the human factor (handle emotions and activities with others, make decisions according the cultural, social, economical context)
null
5
24,705
24,706
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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;Stack Overflow or Stack Exchange;Other (please specify):
21
Other (please specify):
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
null
Connected to an open-source project NA
Security or privacy concerns NA
Transportation, or Supply Chain
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
40
20
United States of America
USD United States dollar
238,000
Yes
Bash/Shell (all shells);C;C#;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;Scala;SQL;TypeScript
null
null
NA ollama
Yes
Cassandra;Dynamodb;Elasticsearch;H2;Microsoft SQL Server;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Docker;Firebase;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);npm;NuGet;pnpm;Prometheus;Splunk;Terraform;Vite;Webpack;Yarn
null
null
NA NA
Yes
AngularJS;Blazor;NestJS;Next.js;Node.js;React;Spring Boot;Svelte;Vue.js
null
null
tailwind NA
Yes
Android Studio;Claude Code;IntelliJ IDEA;Notepad++;PyCharm;Rider;Sublime Text;Vim;Visual Studio;Visual Studio Code;Windsurf;Xcode
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Amazon Bedrock;RAG;Google Gemini;Ollama;LangGraph
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL)
null
Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Job board
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Search for answers
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes it is very much with vscode agents
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Marketing;Robotics;Cybersecurity
Agent/multi-agent orchestration;Vector databases for AI applications;Personalized agent creation
AI agents have improved collaboration within my team.
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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the mo...
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
Redis;Neo4j;Pinecone
null
Vertex AI;Ollama;LangChain;Amazon Bedrock Agents;LangGraph
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
understand how similarity search works. Looking forward to the next data structures that will make training easier and cheaper.
238,000
8
24,706
24,707
I am learning to code
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
4
Other (please specify):
null
null
null
null
Personal Project
Good brand and public image NA
Ethical concerns NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
null
Yes
HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;Swift;TypeScript
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;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
HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;Swift;TypeScript
No, I think I got them all There are so many I don’t know yet
Yes
MongoDB;MySQL;PostgreSQL;SQLite
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
MongoDB;MySQL;PostgreSQL;SQLite
Don’t know Too many to think which one I should work on for next year
Yes
Amazon Web Services (AWS);Firebase;Google Cloud;Heroku;Homebrew;Netlify;npm;Pip;Railway;Vercel;Vite;Webpack
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase...
Amazon Web Services (AWS);Firebase;Google Cloud;Heroku;Homebrew;Netlify;npm;Pip;Railway;Vercel;Vite;Webpack
Can’t think of one I would have to do my research to find what I want to work with.
Yes
Django;Express;FastAPI;Flask;Next.js;Node.js;React
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Django;Express;FastAPI;Flask;Next.js;Node.js;React
Don’t know Would have to do my research first
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code;Xcode
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code;Xcode
Don’t know yet Would have to do my research
Tailwind CSS 4;Large Language Model;Google Gemini
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
Tailwind CSS 4;Large Language Model;Google Gemini
Don’t know any
I would have to do my research
Windows;MacOS;Android;iOS;iPadOS;Red Hat;ChromeOS
null
GitHub;GitLab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Notion;Stack Overflow for Teams;Trello
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
GitHub;GitLab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Notion;Stack Overflow for Teams;Trello
Don’t know Would have to do my research
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Search for answers
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing 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;It’s hard to understand how or why the code works
I wouldn’t know I would have to read it to understand if it’s part of my work.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I 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
I think each skills would be valuable for a developer even if AI improves. They shouldn’t rely on just AI but on their own coding skills.
null
null
24,707
24,708
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
32
Architect, software or solutions
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
New Zealand
NZD New Zealand dollar
230,000
Yes
TypeScript
TypeScript
TypeScript
NA NA
Yes
Dynamodb;Microsoft SQL Server;MySQL
Dynamodb;MySQL;PostgreSQL;Supabase
Dynamodb;MySQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Microsoft Azure;npm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;npm;Vercel;Vite;Webpack
Amazon Web Services (AWS);Cloudflare;npm;Vercel;Vite;Webpack
NA NA
Yes
Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor
Cursor
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Google Workspace;Jira;Notion;Stack Overflow for Teams
Confluence;GitHub;Google Workspace;Jira;Notion;Stack Overflow for Teams
Confluence;GitHub;Google Workspace;Jira;Notion;Stack Overflow for Teams
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code
Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Testing code;Search for answers
AI solutions that are almost right, but not quite;I haven’t encountered any problems
No.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
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
GitHub MCP Server
null
Amazon Bedrock Agents
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Replit;Bolt.new
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Working in teams, collaboration.
138,541
9
24,708
24,709
I am learning to code
55-64 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,709
24,710
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
10
Developer, back-end
null
null
null
null
Work
Reliability and low latency NA
Security or privacy concerns NA
null
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
4
4
Jordan
JOD Jordanian dinar
37,000
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
Infrequently, less than once per year
Long-form articles
null
No, not at all
null
No, and I don't plan to
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
52,187
6
24,710
24,711
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.)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
30
Architect, software or solutions
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Computer Systems Design and Services
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
0
United States of America
USD United States dollar
null
Yes
C#;JavaScript;PowerShell;SQL
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Microsoft Fabric
null
null
null
null
Windows
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
null
Infrequently, less than once per year
null
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Highly trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
24,711
24,712
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
24
Data engineer
1,000 to 4,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Poor usability NA
Banking/Financial Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
4
India
INR Indian rupee
5,000,000
Yes
JavaScript;TypeScript
Python;Rust;SQL;Zig
null
NA NA
Yes
Cosmos DB
null
null
NA NA
Yes
Kubernetes;Microsoft Azure;npm;Terraform
null
null
NA NA
Yes
Express
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
null
null
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
I don't use AI tools for complex tasks / I don't know
null
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;I don’t think I’ll need help from people anymore
Designing low level and high level architectures
58,120
6
24,712
24,713
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
20
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
4
2
France
EUR European Euro
32,000
Yes
C#;C++;Java;Lua;Rust;SQL
C#;C++
C#;C++
NA NA
Yes
InfluxDB;MariaDB;MySQL;Oracle;PostgreSQL;SQLite
InfluxDB;PostgreSQL
InfluxDB;PostgreSQL
NA NA
Yes
Cargo;Cloudflare;Docker;Gradle;Maven (build tool);MSBuild;Ninja;npm
Docker;Gradle;Prometheus
Docker;Gradle
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Spring Boot
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
NA NA
null
Eclipse;IntelliJ IDEA;Notepad++;Rider;RustRover;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
.NET 8 or higher;c++23
.NET 8 or higher
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS
MacOS
Confluence;GitHub;GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
Hell no.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Analysis
37,125
0
24,713
24,714
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.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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);Colleague or on-the-job training;Blogs or podcasts
12
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
12
12
Canada
CAD Canadian dollar
205,000
Yes
Bash/Shell (all shells);Go;JavaScript;Python
Go;Python;Rust
Go;Python
NA NA
Yes
Dynamodb;Redis
Dynamodb
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Kubernetes;Make;Maven (build tool);npm;Pip;Podman;Poetry;Terraform
Amazon Web Services (AWS);Cargo;Docker;Kubernetes;Railway
Amazon Web Services (AWS);Docker;Kubernetes
NA NA
Yes
Node.js
null
null
NA NA
Yes
Claude Code;Cursor;Visual Studio Code
Claude Code;Cline and/or Roo;Visual Studio Code
Claude Code;Visual Studio Code
Augment Augment
null
null
null
null
null
Windows;Debian;Linux (non-WSL);NixOS
MacOS;Red Hat;NixOS
Confluence;GitHub;Google Workspace;Jira;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Substack;Medium
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Yes, vibe coding can be invaluable for rapid prototyping. It also allows to "mutlitask" by setting the AI on well bounded but tedious tasks - like a dishwasher.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Design and architecture will become more important.
149,565
7
24,714
24,715
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
5
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
null
null
null
Software Development
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
24,715
24,716
I am not primarily a developer, but I write code sometimes as part of my work/studies
65 years or older
Some college/university study without earning a degree
Not 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
Other online resources (e.g. standard search, forum, online community)
No, I didn't spend time learning in the past year
null
null
DevOps engineer or professional
100 to 499 employees
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
null
null
Internet, Telecomm or Information Services
null
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
Bulgaria
BGN Bulgarian lev
null
Yes
Ada;Assembly;C;C#;C++;Dart;Delphi;Elixir;Erlang;F#
COBOL
null
NA NA
Yes
BigQuery
null
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,716
24,717
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)
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;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
7
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
Work
Good brand and public image NA
Poor usability NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
24,717
24,718
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
14
Developer, front-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Manufacturing
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
12
null
United States of America
USD United States dollar
164,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;npm;Terraform;Webpack
Docker;Google Cloud;Homebrew;npm;Vite
Docker;Google Cloud;Homebrew;npm
Tekton NA
Yes
Angular
Angular
Angular
NA NA
Yes
Visual Studio Code;WebStorm
Visual Studio Code;WebStorm
Visual Studio Code;WebStorm
NA NA
null
null
null
null
null
MacOS;Windows Subsystem for Linux (WSL)
Windows;MacOS;Windows Subsystem for Linux (WSL)
GitHub;Jira;Markdown File;Miro
GitHub;Markdown File;Miro
GitHub;Markdown File;Miro
NA NA
GitHub (public projects, not private repos);Company-sponsored forums
GitHub (public projects, not private repos);Company-sponsored forums
GitHub (public projects, not private repos);Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation
null
Testing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
164,000
7
24,718
24,719
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Data scientist
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Prohibitive pricing NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
4
2
Chile
CLP Chilean peso
null
Yes
Python;R;SQL
Python;R
Python;R
Julia NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;SQLite
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Shiny Shiny
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
RStudio, Positron NA
Odoo
Odoo
Odoo
null
null
Debian;Linux (non-WSL)
Debian;Linux (non-WSL)
Clickup;GitHub;Markdown File;Miro;Obsidian
Clickup;GitHub;Markdown File;Obsidian
Clickup;GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;YouTube;Medium;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Other (write in):
Writing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No, it's not.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Data and analytics
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Thinking. AI tools don't think.
null
null
24,719
24,720
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
24
Senior executive (C-suite, VP, etc.)
10,000 or more 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
Customizable and manageable codebase NA
Lack of AI or AI agents NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
10
4
United States of America
USD United States dollar
360,000
null
Python;SQL;TypeScript
C#;Elixir;TypeScript
TypeScript
Python SQL Typescript, SQL, Python
Yes
Snowflake
Snowflake
Snowflake
SNOWFLAKE SNOWFLAKE
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Amazon Web Services (AWS)
AWS AWS
Yes
Flask
FastAPI;Flask;Next.js;Node.js;Nuxt.js;Phoenix;React
Flask
NA NA
Yes
null
null
null
NA NA
Large Language Model;RAG;Google Gemini
Large Language Model;Amazon Bedrock;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
MacOS
MacOS
Confluence;Doxygen;GitLab;Google Workspace;Jira
Confluence;Doxygen;GitLab;Google Workspace;Jira;Linear
Confluence;Doxygen;GitLab;Google Workspace;Jira
NA NA
Reddit
Reddit
Reddit
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Not sure/can't remember
Infrequently, less than once per year
Less than one year
Infrequently, less than once per year
Chat (people);Coding challenges;Direct messaging of users;Chat (bot/AI)
Answer a question NA
No, not at all
Rarely, almost never
No, and I don't plan to
Unsure
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Writing code
Committing and reviewing code;Deployment and monitoring
null
null
Learning about a codebase;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
NO
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
360,000
null
24,720
24,721
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time)
30
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Coding Bootcamp
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
24,721
24,722
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,722
24,723
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.)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Games or coding challenges
25
Developer, desktop or enterprise applications
100 to 499 employees
People manager
Remote
No
null
null
null
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C++
Rust
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio
Sublime Text
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
Not sure
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agen...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
8
24,723
24,724
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
3
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,724
24,725
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
Attending school (full-time)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
20
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Robust and complete API Community
Prohibitive pricing NA
Government
Collaboration and support from a team NA
Yes
I have neither consider or transitioned into a new career or industry
1
1
Chile
CLP Chilean peso
null
Yes
HTML/CSS;JavaScript;MicroPython;PHP;Python;TypeScript
Kotlin
null
NA NA
No
null
null
null
NA NA
Yes
Bun;Cloudflare;Composer;Digital Ocean;Docker;npm
null
null
NA NA
Yes
Next.js;Node.js;React
null
null
NA NA
Yes
Sublime Text;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
null
GitHub
null
null
NA NA
null
null
null
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);openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Less than once every 2 - 3 months
Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Very poor at handling complex tasks
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Writing code;Committing and reviewing code;Predictive analytics;Search for answers
Learning about a codebase;Documenting code
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;IT operations;Cybersecurity
Language processing
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoS...
GitHub MCP Server
null
Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Auto-GPT;v0.dev;Bolt.new
null
When I don’t trust AI’s answers
null
null
8
24,725
24,726
I am learning to code
35-44 years old
Primary/elementary school
I prefer not to say
null
5
Yes, I am not new to coding but am learning new coding techniques or programming language
School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
School (i.e., University, College, etc)
5
Applied scientist
null
null
null
null
School
null
null
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
1
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
24,726
24,727
I am a developer by profession
25-34 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);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 didn't spend time learning in the past year
null
4
Student
null
null
null
null
School
Easy-to-use API No AI bullshit
Other (please specify): AI bullshit
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,727
24,728
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
20
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Easy-to-use API NA
Lack of AI or AI agents NA
Fintech
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
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
24,728
24,729
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours);Attending school (full-time);Attending school (part-time);Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours ...
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);...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
1
Other (please specify):
Just me - I am a freelancer, sole proprietor, etc.
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Inefficient or time-costly NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
5
5
Thailand
THB Thai baht
200
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
null
24,729
24,730
I am a developer by profession
35-44 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,730
24,731
I am learning to code
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
25
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
1
Project manager
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Customizable and manageable codebase NA
Inefficient or time-costly NA
Manufacturing
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
80,000
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
No, but I plan to soon
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
80,000
null
24,731
24,732
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,732
24,733
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;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);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
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,733
24,734
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
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
23
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Montenegro
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Cargo;Make;Netlify;npm;Pacman;pnpm;Vite
Cargo;Make;Netlify;npm;Pacman;pnpm;Vite
Cargo;Make;Netlify;npm;Pacman;pnpm;Vite
NA NA
Yes
Django;Nuxt.js;Vue.js
Astro;Nuxt.js;Vue.js
Nuxt.js;Vue.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Arch
Arch
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Predictive analytics
null
null
Search for answers
AI solutions that are almost right, but not quite
No. I can't call it vibe coding. It's more like having a virtual assistant who is always there and can reduce the time it takes to complete my task.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
pgvector
null
Ollama
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Perplexity
null
I don’t think I’ll need help from people anymore
null
null
7
24,734
24,735
I am a developer by profession
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
37
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
45
Data engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Ethical concerns NA
Fintech
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
7
7
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;JavaScript;Python;TypeScript
Python
Python
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA 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 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
clearly understanding AI's strengths and weakness
null
7
24,735
24,736
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.)
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);Books / Physical media;Videos (not associated with specific online course or certification)
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)
17
Founder, technology or otherwise
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
24,736
24,737
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
25
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);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
30
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Good brand and public image NA
Security or privacy concerns NA
Higher Education
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
7
3
Australia
AUD Australian dollar
110,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
NA NA
Yes
Chocolatey;Microsoft Azure;MSBuild;npm;NuGet
Chocolatey;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet
Chocolatey;Microsoft Azure;MSBuild;npm;NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Node.js
Angular;ASP.NET Core;Blazor;jQuery
Angular;ASP.NET Core;jQuery
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Android
Windows
Azure Devops;Confluence;GitHub;Jira
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Predictive analytics
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes for specific problems it can be faster than reading through several stack overflow pages on a specific problem.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code;Other (please specify):
Maintaining the ability to understand and verify code is 'correct'.
71,510
4
24,737
24,738
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange
5
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,738
24,739
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
12
Developer, desktop or enterprise applications
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
2
null
China
CNY Chinese Yuan Renminbi
400,000
Yes
Bash/Shell (all shells);C#;C++;F#
Bash/Shell (all shells);C#;C++;F#
Bash/Shell (all shells);C#;C++;F#
NA NA
No
null
null
null
NA NA
Yes
APT;Docker;MSBuild;Ninja;NuGet;Pip
APT;MSBuild;Ninja;NuGet;Pip
APT;MSBuild;Ninja;NuGet;Pip
NA NA
No
null
null
null
NA NA
Yes
Nano;Visual Studio;Visual Studio Code
Nano;Visual Studio;Visual Studio Code
Nano;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Delphi 12+ Athens
.NET 8 or higher;c++23;Delphi 12+ Athens
.NET 8 or higher;Delphi 12+ Athens
null
null
Windows;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows;MacOS;Linux (non-WSL)
Confluence;GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
Alibaba Cloud Qwen models;DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
Alibaba Cloud Qwen models;DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
Yes
Yes, I use AI agents at work weekly
Not at all or minimally
Data and analytics;Customer service support
Integration with external agents and APIs
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
AutoGen (Microsoft)
null
null
null
Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
55,714
7
24,739
24,740
I code primarily as a hobby
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
41
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;PowerShell;Python
null
null
NA NA
null
null
null
null
NA NA
null
Chocolatey;Firebase;NuGet
null
null
NA NA
null
null
null
null
NA NA
Yes
Notepad++
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Logic games/puzzles
Comment on Q&A posts NA
Neutral
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Creating or maintaining documentation
Writing code;Documenting code;Search for answers
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
null
null
null
24,740
24,741
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,741
24,742
I code primarily as a hobby
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;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);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Books / Physical media
10
Other (please specify):
null
null
null
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Costs are manageable NA
Ethical concerns NA
Retail and Consumer Services
null
No
I have transitioned into a new career and/or industry voluntarily
1
10
Greece
EUR European Euro
7,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Coding challenges;Logic games/puzzles
Browse content related to Q&A posts I recently viewed NA
Neutral
Less than half of the time
No, but I plan to soon
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8,121
null
24,742
24,743
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
null
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
24,743
24,744
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
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;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
22
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
25
12
Canada
CAD Canadian dollar
125,000
Yes
C;C#;C++;HTML/CSS;JavaScript;Python
C;C++;Go;Python;Rust;TypeScript;Zig
C;C++;Python
NA NA
No
null
null
null
NA NA
Yes
Cloudflare;Homebrew;Make;MSBuild;npm;NuGet;Pip;Webpack
MSBuild;npm;Webpack
MSBuild;npm;Webpack
NA NA
Yes
jQuery;Node.js;Vue.js
jQuery;Node.js;Vue.js
jQuery;Node.js;Vue.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;Xcode
Visual Studio;Visual Studio Code;Xcode
Visual Studio;Visual Studio Code;Xcode
NA NA
c++23
c++23;Tailwind CSS 4;Google Gemini
c++23
null
null
Windows;Ubuntu;Android
Windows;MacOS;iOS
GitHub;GitLab;Jira;Stack Overflow for Teams
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Documenting code;Generating content or synthetic data
Project planning;Predictive analytics
Writing code;Debugging or fixing code;Deployment and monitoring
Learning about a codebase;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
not ready.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
Multi-platform search enablement;Agent/multi-agent orchestration
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
null
AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Big logical approach and architecture
91,198
7
24,744
24,745
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I didn't spend time learning in the past year
null
14
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,745
24,746
I am learning to code
35-44 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,746
24,747
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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
19
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Availability of better alternatives NA
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
7
24,747
24,748
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
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
13
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
5
3
Viet Nam
VND Vietnamese dong
216,000,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);JavaScript;Lua;Python;SQL
JavaScript;Python;SQL
NA NA
Yes
MySQL
Elasticsearch;MySQL;PostgreSQL
MySQL
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Ubuntu
Markdown File;Notion;Obsidian;Redmine
GitHub;GitLab;Google Workspace;Markdown File;Obsidian
Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles
Bookmark posts to look at later NA
Neutral
About half of the time
No, and I don't plan to
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
nope
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
dunno
8,254
10
24,748
24,749
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I didn't spend time learning in the past year
null
14
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,749
24,750
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Blogs or podcasts
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Government
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,750
24,751
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
30
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,751
24,752
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
14
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
5
null
Canada
CAD Canadian dollar
118,740
Yes
HTML/CSS;Ruby;SQL;TypeScript
HTML/CSS;Ruby;SQL;TypeScript
HTML/CSS;Ruby;SQL;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;Heroku;Homebrew
Docker;Heroku;Homebrew
Docker;Heroku;Homebrew
NA NA
Yes
Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS
MacOS
GitHub;Linear;Notion
GitHub;Linear;Notion
GitHub;Linear;Notion
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Very poor 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;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I never use AI prompts to write code. I only ever use copilot as a more advanced autocomplete.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
I don't believe the premise that AI tools are getting more capable. I have seen the opposite recently. AI isn't going to replace developers to any large extent, though it might make some more efficient.
86,631
9
24,752
24,753
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Blogs or podcasts
30
Developer, full-stack
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
Reliability and low latency Good documentation
Ethical concerns Lack of documentation
Banking/Financial Services
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
30
10
United States of America
USD United States dollar
190,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
Yes
SQLite
Dynamodb;MySQL;SQLite
SQLite
NA Amazon RDS
Yes
Amazon Web Services (AWS);Docker;npm;Splunk;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Docker;Gradle;npm;Vite
Amazon Web Services (AWS);Docker;npm;Vite
NX NX
Yes
Angular;Express;Node.js;React;Svelte;Vue.js
Angular;Next.js;Node.js;React
Angular;Node.js;React
Storybook Storybook
Yes
Notepad++;Vim;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows;Android;Debian;Linux (non-WSL)
Airtable;Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
Storybook Storybook
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Message Boards;Long-form articles;Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Predictive analytics;Other (write in):
Documenting code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite;Other (write in):
No, because I typically review the code and make necessary changes, per the definition I use AI more as a typing assistant to generate boilerplate that I then modify.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have helped me automate repetitive tasks.;Write in the most significant benefit if not listed above.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding business logic, confirming hallucinations, understanding company standards.
190,000
8
24,753
24,754
I am learning to code
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Books / Physical media
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
1
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,754
24,755
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
24,755
24,756
I work with developers or my work supports developers but am not a developer by profession
Prefer not to say
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
None of the above
5
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
1
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
null
Fintech
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
GDScript;Go;HTML/CSS;JavaScript;MicroPython;PowerShell;SQL;Swift;TypeScript
GDScript;Go;HTML/CSS;Java;JavaScript;MicroPython;SQL;TypeScript;VBA
GDScript;Go;HTML/CSS;JavaScript;MicroPython;SQL;TypeScript
NA NA
Yes
BigQuery;Cassandra;Cloud Firestore;Databricks SQL;InfluxDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Supabase;Clickhouse
BigQuery;Cassandra;Cloud Firestore;Databricks SQL;InfluxDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Supabase
BigQuery;Cassandra;Cloud Firestore;Databricks SQL;InfluxDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Supabase
NA NA
Yes
Cargo;Cloudflare;Digital Ocean;Firebase;Google Cloud;IBM Cloud;Microsoft Azure;MSBuild;Netlify;Supabase;Vercel;Vite;Webpack
Cargo;Digital Ocean;Docker;Google Cloud;Homebrew;IBM Cloud;Microsoft Azure;MSBuild;Netlify;Supabase;Vercel;Vite;Webpack
Cargo;Digital Ocean;Google Cloud;IBM Cloud;Microsoft Azure;MSBuild;Netlify;Supabase;Vercel;Vite;Webpack
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
Yes, I use AI tools daily
Favorable
Highly trust
Very well at handling complex tasks
null
null
null
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Data and analytics;Customer service support;Marketing;Robotics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
null
null
AI agents have 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 spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
Redis;Fireproof;GitHub MCP Server;ChromaDB;supabase
null
Vertex AI;Agno;AutoGen (Microsoft);Ollama;OpenRouter;Zapier;Amazon Bedrock Agents
null
Honeycomb;Metero;opik;Grafana + Prometheus;Adversarial Robustness Toolbox (ART);Wiz;Protect AI;Vectra AI
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Devin AI;Glean (Enterprise Agents);Roo code (Roo-Cline);v0.dev
null
null
null
null
null
24,756
24,757
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
null
null
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
24,757
24,758
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.)
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);Stack Overflow or Stack Exchange;Blogs or podcasts;Other (please specify):
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
30
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
2
null
Australia
AUD Australian dollar
150,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;SQL
Bash/Shell (all shells);C#;Java;JavaScript;Python;SQL
Bash/Shell (all shells);C#;Java;JavaScript;SQL
NA NA
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker;Maven (build tool)
Docker;Maven (build tool)
Docker;Maven (build tool)
NA NA
Yes
ASP.NET Core;Spring Boot
ASP.NET Core;Spring Boot
ASP.NET Core;Spring Boot
NA NA
Yes
IntelliJ IDEA;Rider;Visual Studio Code
IntelliJ IDEA;Rider
IntelliJ IDEA;Rider
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
MacOS
MacOS
GitHub;GitLab;YouTrack
GitHub;GitLab;YouTrack
GitHub;GitLab;YouTrack
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I 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
Solving complex business requirements.
97,514
9
24,758
24,759
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);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
24,759
24,760
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Coding Bootcamp;Books / Physical media
10
Developer, back-end
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
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
24,760
24,761
I code primarily as a hobby
18-24 years old
Other (please specify):
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Other (please specify):
null
null
null
null
Personal Project
Costs are manageable NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Nano;Neovim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Linux (non-WSL)
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
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
null
null
null
24,761
24,762
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.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
null
8
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
null
No
I have transitioned into a new career and/or industry voluntarily
null
null
China
CNY Chinese Yuan Renminbi
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;R;Rust;TypeScript
Assembly;C;Rust
Rust
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Docker;npm;Vite
Cargo
Cargo
NA NA
Yes
Nuxt.js;Vue.js;Axum
Nuxt.js;Vue.js;Axum
Nuxt.js;Vue.js;Axum
NA NA
No
null
null
null
NA NA
Polars;Large Language Model
Polars
Polars
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Pop!_OS
Ubuntu;Windows Subsystem for Linux (WSL);Pop!_OS
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Reddit;GitHub (public projects, not private repos);X;YouTube
Reddit;GitHub (public projects, not private repos);X;YouTube
Reddit;GitHub (public projects, not private repos);X;YouTube
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Search for answers
Testing code;Committing and reviewing code
Learning about a codebase;Writing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
null
null
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,762
24,763
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
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 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)
15
Developer, full-stack
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
Reputation for quality NA
null
Retail and Consumer Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
1
Ecuador
USD United States dollar
80,000
Yes
HTML/CSS;JavaScript
HTML/CSS;JavaScript
HTML/CSS;JavaScript
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning
Learning about a codebase;Debugging or fixing code
Testing code;Search for answers
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
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.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
all
80,000
8
24,763
24,764
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am 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)
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)
4
Student
null
null
null
null
School
Reputation for quality NA
Ethical concerns NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
6
Argentina
ARS Argentine peso
null
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Nano;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab
null
NA NA
null
null
null
null
null
Windows;Arch
null
GitHub;Lucid (includes Lucidchart);Notion;Obsidian
GitHub;Notion;Obsidian
GitHub;Notion;Obsidian
NA NA
Discord;GitHub (public projects, not private repos);YouTube;Twitch
Discord
Discord
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
No, not really
About half of the time
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Generating content or synthetic data
Writing code;Deployment and monitoring;Search for answers
Project planning;Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation
null
I’ve become less confident in my own problem-solving
NO
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,764
24,765
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.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
7
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Inefficient or time-costly NA
Other:
Working with new technologies and tools NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
3
United States of America
USD United States dollar
148,000
Yes
C#;Dart;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
Java
null
NA NA
Yes
Microsoft SQL Server;SQLite
null
null
Azure NA
null
Microsoft Azure
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Django
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Cursor;Windsurf
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Windows
Windows
Azure Devops
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Testing code
Generating content or synthetic data
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
For new web applications I will pretty much prompt ai to create most of it. For existing applications or special complex logic I write the code myself.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
All models in GitHub Copilot enterprise in VS and VS code.
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
All agents in GitHub Copilot and grok
When I have ethical or security concerns about code;Other (please specify):;I don’t think I’ll need help from people anymore
Understanding your company and its business needs. Knowing what technologies are available and how to utilize them. Best practices and security protocols. Database management and cloud services. A developer will need to be more than just a programmer but a person who understands the ends and outs of your company and be...
148,000
9
24,765
24,766
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
24,766
24,767
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Developer, full-stack
20 to 99 employees
null
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
null
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
null
China
CNY Chinese Yuan Renminbi
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
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12,536
6
24,767
24,768
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
26
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);...
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;Coding Bootcamp
30
Architect, software or solutions
1,000 to 4,999 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
Costs are manageable NA
Availability of better alternatives NA
Media & Advertising Services
null
Yes
I have somewhat considered changing my career and/or the industry I work in
20
20
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);Java;Kotlin;Python;Swift
Bash/Shell (all shells);Kotlin;Python;Swift
Bash/Shell (all shells);Kotlin;Python;Swift
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Android Studio;Claude Code;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
NA NA
Large Language Model;Google Gemini;Ollama
Large Language Model;RAG;Google Gemini;Ollama;LangGraph;visionOS
Large Language Model;Google Gemini;Ollama
null
null
MacOS;Android
MacOS;Android;iOS;iPadOS
GitHub;Jira;Miro;Trello
GitHub;GitLab;Jira;Miro;Trello
GitHub;Jira;Miro;Trello
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Long-form articles;Coding challenges;Logic games/puzzles;Job board;Chat (bot/AI)
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
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;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
Not yet
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 se...
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Ability to use AI tools, logic thinking still important, and verifying what AI tools generate. We should be a master of it, than to be a servant to it.
null
null
24,768
24,769
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
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
4
Developer, back-end
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
24,769
24,770
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)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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);Colleague or on-the-job training;Stack Overflow or Stack Exchange
14
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have transitioned into a new career and/or industry voluntarily
5
1
United States of America
USD United States dollar
275,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;Swift
Python;Swift
Python;Swift
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Make;Pip;Poetry
Amazon Web Services (AWS);Docker;Homebrew;Pip;Poetry
Amazon Web Services (AWS);Docker;Homebrew;Pip;Poetry
NA NA
Yes
Flask
Flask
Flask
NA NA
Yes
Visual Studio Code;Xcode
Visual Studio Code;Xcode
Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;iOS
MacOS
Confluence;GitHub
Confluence;GitHub
Confluence;GitHub
Quip Quip
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers
null
Generating content or synthetic data
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
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Data and analytics
Language processing
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 spen...
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
In-depth understanding of how complex systems interact.
275,000
9
24,770
24,771
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,771
24,772
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,772
24,773
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 required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
12
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
2
United States of America
USD United States dollar
185,000
Yes
Bash/Shell (all shells);Java;JavaScript;Python;Rust;SQL;TypeScript
Go;Java;JavaScript;Python;Rust;SQL;TypeScript
Java;JavaScript;Python;Rust;SQL;TypeScript
NA NA
Yes
Dynamodb
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Google Cloud;Kubernetes;npm;Pip;Poetry;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Docker;Google Cloud;Kubernetes;npm;Pip;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Docker;Google Cloud;Kubernetes;npm;Pip;Prometheus;Terraform
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 month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
null
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have 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 improved collaboration within my team.
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
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.
Integrating AI agents with my existing tools and workflows can be difficult.
null
LanceDB
null
null
null
null
null
GitHub Copilot
CodeRabbit
When I want to fully understand something;When I want to compare different solutions
Understanding the problem you are trying to solve, and the broad context of the code base.
185,000
9
24,773
24,774
I am a developer by profession
25-34 years old
Primary/elementary school
Employed
Engaged in paid work (less than 10 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
12
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Poor usability NA
Manufacturing
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
China
CNY Chinese Yuan Renminbi
600,000
Yes
Bash/Shell (all shells);Go;JavaScript;Lua;Python;Ruby;Rust;Scala;SQL;Zig
Bash/Shell (all shells);Go;Lua;Python;Rust;Zig
Bash/Shell (all shells);Go;Lua;Python;Rust;Zig
NA NA
Yes
Cassandra;MySQL;PostgreSQL;Redis;Valkey
PostgreSQL;Valkey
PostgreSQL;Valkey
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Docker;Gradle;Homebrew;Kubernetes;npm;Pacman;Pip;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Homebrew;Kubernetes;Pacman;Terraform
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Homebrew;Kubernetes;Pacman;Terraform
aliyun NA
Yes
Express;NestJS;Next.js;Node.js
NestJS;Next.js;Node.js
NestJS;Next.js;Node.js
NA NA
Yes
Cursor;Neovim;Vim;VSCodium;Zed
Cursor;Neovim;Vim;VSCodium;Zed
Cursor;Neovim;Vim;VSCodium;Zed
NA NA
Google Gemini;uv
Google Gemini;uv
Google Gemini;uv
null
null
Windows;Android;Linux (non-WSL);Arch
Windows;MacOS;Android;iOS;Debian
GitHub;GitLab;Jira;Markdown File;Notion;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Chat (bot/AI)
Use discussion or chat feature NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Predictive analytics
Learning about a codebase;Committing and reviewing code;Deployment and monitoring
Documenting code;Learning new concepts or technologies
Search for answers
I’ve become less confident in my own problem-solving
no, it's just like a toy until now.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Decision intelligence;Cybersecurity
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 spen...
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.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I 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;I don’t think I’ll need help from people anymore
debug
83,571
4
24,774
24,775
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.)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
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
18
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
195,000
null
Elixir
Elixir
Elixir
NA NA
Yes
PostgreSQL;SQLite;Clickhouse
PostgreSQL;SQLite;Clickhouse
PostgreSQL;SQLite;Clickhouse
Typesense Typesense
Yes
Docker;Google Cloud
Docker;Google Cloud
Docker;Google Cloud
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Visual Studio Code;Zed
Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
null
null
null
null
null
MacOS;Debian
MacOS;Debian
GitHub;Jira
GitHub;Jira;Linear
GitHub;Jira
NA NA
Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
No
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Yes, somewhat
null
MCP servers
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
195,000
8
24,775
24,776
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
8
Developer, front-end
20 to 99 employees
Individual contributor
In-person
No
Work
Other (please specify): Free Open Source Software
Security or privacy concerns NA
Other:
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
6
6
Japan
JPY Japanese yen
null
Yes
HTML/CSS;JavaScript;Python
Assembly;C++
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel;Node.js;React;WordPress
null
null
Backendless, Three.js, D3, Leaflet Saltcorn
No
null
null
null
NA NA
hostinger;Large Language Model;Google Gemini
RAG;Ollama;visionOS
null
null
null
MacOS;iOS
MacOS
null
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Reddit;Hacker News;YouTube;LinkedIn
NA Mastadon
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Chat (people);Long-form articles;Direct messaging of users;Chat (bot/AI);Other (write in):
Directly open a Q&A post via search, documentation or a peer Review posts I had read or posted previously, to reference certain details again
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Documenting code;Deployment and monitoring;Creating or maintaining documentation
Project planning;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Search for answers
null
Other (write in):
No. I might consult the LLM about the best way to organize a project, or ask for recommendations on which technologies to use. Sometimes I have LLM break down the pros and cons of different technologies or different problem-solving approaches, so that I can make an informed decision about how to implement something. Th...
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Decision intelligence;IT operations
Language processing
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
It takes significant time and effort to learn how to use AI agents effectively.
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.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;Other (please specify):
Understanding the needs of humans can still best be done by humans - so coming up with good software product ideas will still be a valuable skill. Furthermore, there are many opportunities to bridge the gap between people with good ideas and AI agents. There is a need for more democratization in AI technologies. If a p...
null
null
24,776
24,777
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
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
11
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
15
8
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;Python;Scala;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;Python;Scala;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;Python;Scala;SQL;TypeScript
NA NA
Yes
Cassandra;Elasticsearch;MySQL;SQLite
Cassandra;Elasticsearch;MySQL;SQLite
Cassandra;Elasticsearch;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Maven (build tool);Splunk;Terraform
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Maven (build tool);Terraform
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Maven (build tool);Terraform
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;PyCharm;Visual Studio Code
IntelliJ IDEA;PyCharm;Visual Studio Code
IntelliJ IDEA;PyCharm;Visual Studio Code
NA NA
Large Language Model
Large Language Model;Amazon Bedrock;RAG;Google Gemini;Ollama
Large Language Model
null
null
Windows;MacOS;Ubuntu
MacOS
Azure Devops;Confluence;Markdown File
Azure Devops;Confluence;Google Colab;Google Workspace;Markdown File
Azure Devops;Confluence;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;X;Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Answer a question NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
Documenting code
Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;Data and analytics
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
8
24,777
24,778
I code primarily as a hobby
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Volunteering (regularly)
40
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
44
Retired
null
null
null
null
Personal Project
Reputation for quality NA
Availability of better alternatives NA
null
null
null
null
null
5
Canada
CAD Canadian dollar
0
Yes
Bash/Shell (all shells);Ruby;Rust;Swift
Rust;Swift
Rust;Swift
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Cargo;Homebrew
Homebrew
Homebrew
Bundler NA
Yes
Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Neovim;Xcode
Neovim;Xcode
Neovim;Xcode
NA NA
null
null
null
null
null
MacOS
null
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code
Committing and reviewing code
null
Documenting code;Testing code
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
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
Architecture
null
null
24,778
24,779
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
12
Founder, technology or otherwise
20 to 99 employees
People manager
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
null
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
India
USD United States dollar
null
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
Cosmos DB;Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cosmos DB;Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cosmos DB;Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
24,779
24,780
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
9
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
24,780
24,781
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
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
24,781
24,782
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-...
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)
13
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Ethical concerns NA
Software Development
Working with new technologies and tools NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
6
Malaysia
MYR Malaysian ringgit
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Dart;Fortran;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;PowerShell;Python;SQL;TypeScript
Dart;HTML/CSS;JavaScript;SQL;TypeScript
Dart;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Supabase
Elasticsearch;MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;Deno;Express;jQuery;NestJS;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js;WordPress
Nuxt.js;Svelte;Vue.js
Nuxt.js;Svelte;Vue.js
NA NA
Yes
Android Studio;Bolt;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Notepad++;PyCharm;Sublime Text;Trae;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui
Tailwind CSS 4;RAG;Google Gemini;Shadcn/ui;visionOS
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
MacOS;Android
MacOS;Android
Clickup;GitHub;GitLab;Google Workspace;Jira;Miro;Obsidian;Trello
Clickup;GitHub;Linear
Clickup;GitHub
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos
Upvote/Downvote Q&A posts NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations
Language processing;Agent/multi-agent orchestration;MCP servers
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 helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;Bolt.new;Lovable.dev
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
null
8
24,782
24,783
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
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
26
Cloud infrastructure engineer
10,000 or more employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,783
24,784
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
6
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
null
Costs are manageable NA
Availability of better alternatives NA
Software Development
Recognition from peers for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
6
null
New Zealand
NZD New Zealand dollar
58,000
Yes
Bash/Shell (all shells);C;Dart;MATLAB;PowerShell;Python
Bash/Shell (all shells);C;C#;Dart;Python;Rust
Bash/Shell (all shells);C;Dart;Python
NA NA
null
SQLite
SQLite
SQLite
NA NA
Yes
APT;Docker;Google Cloud;Make;Pip
APT;Docker;Google Cloud;Make;Webpack
APT;Docker;Google Cloud;Make
NA NA
Yes
FastAPI
FastAPI
FastAPI
Flutter NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Pydantic
Pydantic;Shadcn/ui
Pydantic
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Asana;Azure Devops;GitHub;GitLab;Google Colab;Markdown File;Obsidian
Asana;GitLab;Markdown File;Obsidian
Asana;GitLab;Markdown File;Obsidian
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No, I only use AI on some code generation tasks and will manually edit code as well
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Communicating with stakeholders who don't want to know what infrastructure is happening under the hood Unpacking problems across domains Enforcing rigorous methodologies
34,936
3
24,784
24,785
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);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
null
15
Data scientist
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Computer Systems Design and 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
24,785
24,786
I am a developer by profession
55-64 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
43
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
43
Data engineer
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Computer Systems Design and Services
Developing specialized expertise NA
Yes
I have neither consider or transitioned into a new career or industry
7
7
Japan
JPY Japanese yen
null
Yes
Bash/Shell (all shells);C;COBOL;Fortran;Go;HTML/CSS;Java;JavaScript;Perl;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Python;SQL;Swift;TypeScript
NA NA
Yes
Dynamodb;IBM DB2;Microsoft Access;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Amazon Redshift
BigQuery;Dynamodb;MySQL;Oracle;PostgreSQL;Snowflake;Cockroachdb
Dynamodb;MySQL;Oracle;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Homebrew;Make;npm;Pip;Terraform
Amazon Web Services (AWS);Ansible;Google Cloud;Homebrew;Make;npm;Pip;Terraform
Amazon Web Services (AWS);Ansible;Homebrew;Make;npm;Pip;Terraform
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code;Xcode
Vim;Visual Studio Code;Xcode
Vim;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;iOS;Linux (non-WSL);iPadOS;Red Hat
Windows;MacOS;Linux (non-WSL);Red Hat
GitHub;Markdown File
GitHub;Jira;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning
Predictive analytics
Documenting code;Debugging or fixing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
いいえ
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Business process automation;Data and analytics
Language processing;Vector databases for AI applications
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 spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
根本的な問題を見極める力
null
8
24,786
24,787
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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)
26
Developer, full-stack
1,000 to 4,999 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,787
24,788
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.)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;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;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
26
Developer, full-stack
1,000 to 4,999 employees
People manager
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Lack of AI or AI agents NA
Other:
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
China
CNY Chinese Yuan Renminbi
400,000
Yes
HTML/CSS;JavaScript;Python;Ruby
Go;HTML/CSS;JavaScript;Ruby
HTML/CSS;JavaScript;Ruby
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite
Elasticsearch;MySQL;PostgreSQL;Redis;SQLite;Clickhouse
Elasticsearch;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Homebrew;npm;Poetry;Webpack;Yarn
Amazon Web Services (AWS);Google Cloud;Homebrew;npm;Webpack;Yarn
Amazon Web Services (AWS);Google Cloud;Homebrew;npm;Webpack;Yarn
uv uv
Yes
Angular;Flask;Next.js;React;Ruby on Rails
Angular;Next.js;React;Ruby on Rails
Angular;Next.js;React;Ruby on Rails
stimulus stimulus
Yes
Cursor;Sublime Text;Vim
Cursor;Sublime Text;Vim
Cursor;Sublime Text;Vim
RubyMIne RubyMIne
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama;uv
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama;uv
dify
dify
MacOS
MacOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
OpenProject OpenProject
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Project planning;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Creating or maintaining documentation
Documenting code
Writing code
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, I do the vibe coding as long as I known how to write out the code I want AI generated.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
Language processing
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
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
Redis;Weaviate
null
Ollama;OpenRouter
Dify
opik
null
ChatGPT;GitHub Copilot;Google Gemini;Tabnine;Perplexity
Jules
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
common sense (not AI's) and taste
55,714
8
24,788
24,789
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
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)
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)
30
Architect, software or solutions
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,789
24,790
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
10
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,790
24,791
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 (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Student
null
null
null
null
School
Costs are manageable NA
Security or privacy concerns NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Viet Nam
VND Vietnamese dong
45,000,000
Yes
Assembly;Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;MATLAB;PowerShell;Python;SQL;VBA
Assembly;Bash/Shell (all shells);C;C++;Java;Python
Assembly;Bash/Shell (all shells);C;Java;Python
Markdown, LaTeX, XML LaTeX
Yes
Elasticsearch;MongoDB;MySQL
null
null
NA NA
null
Kubernetes
null
null
NA NA
null
Flask;Node.js;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;PyCharm;Visual Studio Code
IntelliJ IDEA;Nano;Neovim;PyCharm
IntelliJ IDEA;Nano;PyCharm
xed, CLion xed, CLion
null
null
null
null
null
Android;Debian
Windows;Android;Debian
Airtable;GitHub;Google Workspace;Jira;Notion;Wikis
GitHub;GitLab;Google Workspace;Wikis
GitHub;Google Workspace;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Neither good or bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Debugging or fixing code;Deployment and monitoring;Predictive analytics
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
null
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Verifying authenticity of generated information
1,720
null
24,791
24,792
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, front-end
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Good brand and public image NA
null
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Thailand
THB Thai baht
1,128,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;React
Next.js;React
Next.js;React
NA NA
Yes
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
null
null
null
null
null
NA NA
Stack Overflow;Dev.to;YouTube;Medium
Stack Overflow;Dev.to;YouTube;Medium
Stack Overflow;Dev.to;YouTube;Medium
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
null
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring
Committing and reviewing code;Learning new concepts or technologies
Writing code;Testing code
Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 se...
null
null
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code;When I need quick help troubleshooting
I don't know.
34,510
10
24,792
24,793
I am learning to code
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Not employed
Volunteering (regularly)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
1
Other (please specify):
null
null
null
null
Personal Project
Easy-to-use API NA
Lack of or sub-par API NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
7
15
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
24,793
24,794
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
null
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,794
24,795
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)
null
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);Blogs or podcasts;Coding Bootcamp
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)
1
Developer, front-end
I don’t know
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
24,795
24,796
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
10
Developer, full-stack
Less than 20 employees
Individual contributor
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
24,796
24,797
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
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);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
Other online resources (e.g. standard search, forum, online community)
5
Developer, full-stack
20 to 99 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
Software Development
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
21
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Node Gleam
Yes
MongoDB;Redis
MongoDB;Redis
MongoDB;Redis
NA NA
null
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Hetzer NA
Yes
Svelte
Svelte
Svelte
Solidjs NA
Yes
Aider;Visual Studio Code
Aider;Visual Studio Code
Aider;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Pop!_OS
null
null
null
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Infrequently, less than once per year
null
null
Yes, definitely
Less than half of the time
null
null
null
null
Testing code
null
null
null
null
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
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 spen...
AI agents have improved collaboration within my team.
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
9
24,797
24,798
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Senior executive (C-suite, VP, etc.)
1,000 to 4,999 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
Yes
C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
null
null
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Valkey
null
null
NA NA
Yes
Digital Ocean
Digital Ocean
Digital Ocean
NA NA
Yes
Express;Next.js;Node.js
null
null
NA NA
Yes
Claude Code;Cursor;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
null
null
null
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Learning new concepts or technologies
null
Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
not really
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
anything that can be automated will.
null
8
24,798
24,799
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
15
Data engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Government
null
No
I have neither consider or transitioned into a new career or industry
8
5
United States of America
USD United States dollar
120,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;R;SQL;VBA
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;PowerShell;Python;R;SQL;VBA
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;R;SQL;VBA
Julia Julia
Yes
BigQuery;Microsoft Access;Microsoft SQL Server;MySQL;Neo4J;Oracle;PostgreSQL;SQLite
Microsoft Access;Microsoft SQL Server;MySQL;Neo4J;PostgreSQL;SQLite
Microsoft Access;Microsoft SQL Server;MySQL;Neo4J;PostgreSQL;SQLite
Milvus, Solr Milvus, Solr, FAISS
Yes
Amazon Web Services (AWS);Docker;Google Cloud
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker
NA NA
Yes
Flask;jQuery
Flask;jQuery;Node.js
Flask;jQuery
R Shiny R Shiny, Genie
Yes
Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;Vim
Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim
Ubuntu Text Editor Ubuntu Text Editor
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Ubuntu
Windows;Ubuntu
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
GitLab GitLab
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro 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
A few times per week
Chat (people);Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Other (write in):
I haven’t encountered any problems
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;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 fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Abililty to review and optimize code to best practices
120,000
null
24,799
24,800
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
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
18
Developer, embedded applications or devices
Less than 20 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Prohibitive pricing NA
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
Japan
JPY Japanese yen
null
Yes
C;C++;Go;HTML/CSS;Java;JavaScript;Lua;PHP;PowerShell;Python;SQL
C;C++;HTML/CSS;JavaScript;Python
C;C++;HTML/CSS;JavaScript;Python
NA NA
Yes
MongoDB;MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
MPLAB X IDE, Microchip Studio MPLAB X IDE, Microchip Studio
null
null
null
null
null
Windows;Android
Windows;Ubuntu;Debian
Asana;GitHub;Google Workspace
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data
Learning about a codebase;Project planning;Deployment and monitoring
Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
Search for answers;Learning new concepts or technologies
I haven’t encountered any problems
Occasionally for making tools or other small projects using languages or libraries I am unfamiliar with.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;IT operations;Robotics
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have 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
I am concerned about the accuracy of the information provided by AI agents.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Higher level project planning and organization
null
8