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36,300
36,301
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
25
Engineering manager
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Turkey
TRY Turkish lira
2,500,000
Yes
Bash/Shell (all shells);HTML/CSS;PHP;Python;SQL;Swift;VBA
Bash/Shell (all shells);HTML/CSS;Python;SQL;Swift
Bash/Shell (all shells);HTML/CSS;Python;SQL;Swift
Awk Awk
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis
BigQuery;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis
Solr NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;npm
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;npm
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;npm
NA NA
Yes
FastAPI;Flask
FastAPI;Flask
FastAPI;Flask
NA NA
Yes
PyCharm;Sublime Text;WebStorm;Xcode
Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;WebStorm;Xcode
PyCharm;Sublime Text;WebStorm;Xcode
NA NA
Google Gemini
SwiftData;Pydantic;Google Gemini
Google Gemini
null
null
MacOS;Debian
MacOS
Confluence;Google Workspace;Jira;Markdown File
Confluence;Google Workspace;Jira;Markdown File
Confluence;Google Workspace;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Search for answers;Learning new concepts or technologies
Predictive analytics
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Testing code
Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
No. I don't believe in "vibe coding" yet. I use AI as an assistant.
Yes, I use AI agents at work daily
Not at all or minimally
Other Industry purpose (write in):
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Personalized agent creation
null
AI agents have increased my productivity.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
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.
Redis;Pinecone
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
Analysis, project development, optimization, security.
63,120
9
36,301
36,302
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
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
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
8
Developer, full-stack
500 to 999 employees
Individual contributor
Remote
No
Personal Project
null
null
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Hungary
HUF Hungarian forint
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Indifferent
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
null
5
36,302
36,303
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
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);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Other (please specify): Presence of AI agents
Healthcare
Solving real-world problems No push for AI in the company
No
I have transitioned into a new career and/or industry voluntarily
6
4
Belgium
EUR European Euro
110,000
Yes
C#;Groovy;HTML/CSS;JavaScript;PHP;PowerShell;SQL
C#;HTML/CSS;JavaScript;PowerShell;SQL
C#;HTML/CSS;JavaScript;PowerShell;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;Microsoft SQL Server;MongoDB;MySQL;SQLite
MariaDB;Microsoft SQL Server;MongoDB;MySQL;SQLite
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet;Yarn
Bun;Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;MSBuild;npm;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;React
Angular;ASP.NET;ASP.NET Core;React
ASP.NET;ASP.NET Core;React
DurandalJS NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android;Debian
Windows
Confluence;Jira;Trello
Confluence
Confluence
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Search for answers
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
Project planning;Learning new concepts or technologies
null
null
Other (write in):
Vibe coding in healthcare development could potentially kill a patient, so no, never.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
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
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
Imagination, capacity to understand user requirements, reasoning and problem-solving, being a human being.
127,616
8
36,303
36,304
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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)
5
Academic researcher
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
School
Connected to an open-source project NA
Availability of better alternatives NA
Higher Education
null
Yes
I have neither consider or transitioned into a new career or industry
9
1
United States of America
USD United States dollar
35,000
Yes
Bash/Shell (all shells);MATLAB;PowerShell;Python;R
C++;HTML/CSS;Java;JavaScript;TypeScript
null
NA NA
No
null
null
null
NA NA
Yes
Docker;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Linux (non-WSL)
GitHub;Monday.com
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code
null
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Other (write in):
Yes it is part of my work, but for simple tasks where it is easy to verify what the LLM produces. For example, creating docstrings for functions I write, how to change the font for a figure I'm creating using a specific python package, figure creation in general, creating getters and setters for python classes, etc. I think vibe coding is sufficient for a large array of menial coding problems currently and I think its role will increase as LLMs get better and become more fluent with complex ideas. As an academic researcher however, my work inherently involves some things for which there is little to no information online which often limits the utility of vibe coding.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
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.
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.;Write in the most significant benefit if not listed above.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;I don’t think I’ll need help from people anymore
Software that programs how physical things in the world work (e.g., robotics). In general, anything that relies on interacting things in the physical world like humans do with their hands.
35,000
null
36,304
36,305
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Not employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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
12
Developer, back-end
null
null
null
null
Work
Good brand and public image NA
null
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Brazil
USD United States dollar
80,000
Yes
C#;Delphi;PHP
C#;Delphi;PHP
C#;Delphi;PHP
NA NA
Yes
SQLite
SQLite
SQLite
firebird firebird
Yes
Docker
Docker
Docker
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;Express;Node.js
ASP.NET;ASP.NET Core;Blazor;Node.js
ASP.NET;ASP.NET Core;Blazor;Node.js
NA NA
Yes
Trae;Visual Studio Code
Trae;Visual Studio Code
Trae;Visual Studio Code
NA NA
.NET 8 or higher;Delphi 12+ Athens
.NET 8 or higher;Delphi 12+ Athens
.NET 8 or higher;Delphi 12+ Athens
null
null
Windows;Ubuntu;Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;LinkedIn;Medium
Stack Overflow;Discord;Reddit;LinkedIn;Medium
Stack Overflow;Discord;Reddit;LinkedIn;Medium
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once per month or monthly
null
null
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
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
Automatização completa e integração autônoma.
80,000
6
36,305
36,306
I am a developer by profession
18-24 years old
Other (please specify):
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
9
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
12
4
Italy
EUR European Euro
25,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL
Dart;Elixir;Go;Rust
null
ABAP NA
Yes
Microsoft SQL Server;MySQL;Oracle
null
null
NA NA
Yes
Docker
Kubernetes
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;WebStorm
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Confluence;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
null
null
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
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,004
9
36,306
36,307
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 for my personal curiosity and/or hobbies
null
3
Developer, back-end
null
null
null
null
School
Robust and complete API NA
Availability of better alternatives NA
null
Expert mentors NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
4
Spain
EUR European Euro
20,000
Yes
Assembly;Bash/Shell (all shells);C;GDScript;Go;HTML/CSS;JavaScript;Lua;PHP;Python;TypeScript
C;C++;Elixir;GDScript;Go;HTML/CSS;JavaScript;Lua;PHP;Rust;TypeScript;Zig
C;GDScript;Go;HTML/CSS;JavaScript;Lua;PHP;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
MariaDB
MariaDB
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Docker;Make;npm;Pacman;Pip;Railway;Supabase;Vite
Bun;Cargo;Docker;Make;npm;Pacman;Railway;Supabase;Vite
Bun;Cargo;Docker;Make;npm;Pacman;Railway;Supabase;Vite
NA NA
Yes
Laravel;Next.js;Node.js;Nuxt.js
Astro;Laravel;NestJS;Nuxt.js;Svelte;Vue.js
Laravel;Nuxt.js
NA NA
Yes
Neovim;PhpStorm;WebStorm
Neovim;PhpStorm;WebStorm
Neovim;PhpStorm;WebStorm
NA NA
Tailwind CSS 4;Ollama
Tailwind CSS 4;Ollama
Tailwind CSS 4;Ollama
null
null
MacOS;Ubuntu;Android;Linux (non-WSL);Arch;Pop!_OS;NixOS
null
GitHub;GitLab;Markdown File;Obsidian;Trello
GitLab;Markdown File;Obsidian;Trello
GitLab;Markdown File;Obsidian;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
No, not really
More than half the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
23,203
8
36,307
36,308
I am learning to code
25-34 years old
Other (please specify):
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 didn't spend time learning in the past year
null
10
Other (please specify):
I don’t know
Individual contributor
In-person
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Retail and Consumer Services
null
Yes
I have neither consider or transitioned into a new career or industry
10
10
United Arab Emirates
USD United States dollar
1,650
null
null
null
null
10 10
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1,650
null
36,308
36,309
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
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
15
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
null
Brazil
EUR European Euro
60,000
Yes
Python;TypeScript
Python;TypeScript
Python;TypeScript
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite
DuckDB;PostgreSQL;Redis;SQLite;Clickhouse
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Heroku;Netlify;npm;Pip;Vite
Ansible;Cargo;Cloudflare;Digital Ocean;Docker;Heroku;Kubernetes;npm;Pip;Terraform;Vite
Cloudflare;Digital Ocean;Docker;Heroku;npm;Pip;Vite
NA NA
Yes
Django;FastAPI;Flask;jQuery;Vue.js
Django;FastAPI;Flask;Vue.js
Django;FastAPI;Flask;Vue.js
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;Zed
Claude Code;Visual Studio Code;Zed
Claude Code;Visual Studio Code;Zed
NA NA
Polars;Large Language Model;Pydantic;RAG;Ollama;LangGraph;uv
null
null
null
null
Fedora
Fedora
Asana;Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Notion;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges
Upvote/Downvote Q&A posts NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
null
Predictive analytics;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring
Creating or maintaining documentation
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation
MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.;AI agents have helped me solve complex problems more effectively.
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
GitHub MCP Server
null
Ollama
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
null
69,609
8
36,309
36,310
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)
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
1
Developer, back-end
null
null
null
null
Personal Project
Easy-to-use API NA
Poor usability NA
null
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Nepal
INR Indian rupee
45,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
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
523
7
36,310
36,311
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
null
null
null
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
36,311
36,312
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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)
33
Architect, software or solutions
5,000 to 9,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Healthcare
null
I'm not sure
I have neither consider or transitioned into a new career or industry
15
20
Australia
AUD Australian dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
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
36,312
36,313
I used to be a developer by profession, but no longer am
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Retired
Volunteering (regularly)
41
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
50
Retired
null
null
null
null
Personal Project
Connected to an open-source project Functionality
Availability of better alternatives NA
null
null
null
null
null
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Assembly;C;C++;Fortran;HTML/CSS;VBA
null
null
Julia Julia
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
A few times per week
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
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;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Testing code;Committing and reviewing code;Search for answers
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something
Fixing the nearly working slightly broken code that AI's churn out.
null
null
36,313
36,314
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
10
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
16
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Inefficient or time-costly 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
Brazil
BRL Brazilian real
10,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, and I don't plan to
Unsure
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Committing and reviewing code;Learning new concepts or technologies
Writing code;Debugging or fixing code
Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1,820
null
36,314
36,315
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
26
Developer, back-end
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Other (please specify): Documentation
Outdated or obsolete technology or features Costs
Healthcare
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Finland
EUR European Euro
66,000
Yes
Bash/Shell (all shells);Python
Python
Python
ObjectScript Ballerina
Yes
PostgreSQL
PostgreSQL
PostgreSQL
InterSystems IRIS NA
Yes
Ansible;Docker
Ansible;Docker
Ansible;Docker
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Hacker News;LinkedIn;Company-sponsored forums
Hacker News
Hacker News
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles
null
No, not really
null
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
76,570
8
36,315
36,316
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
15
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
20
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Good brand and public image NA
Availability of better alternatives NA
Fintech
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Sweden
SEK Swedish krona
600,000
Yes
Bash/Shell (all shells);C;COBOL;HTML/CSS;Java;JavaScript;PowerShell;SQL
Java
Java
NA NA
Yes
Elasticsearch;H2;IBM DB2;PostgreSQL
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Internal NA
Yes
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
NA NA
null
null
null
null
null
Arch
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira;Miro
Jira
Jira
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
Yes
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
Less than once every 2 - 3 months
Chat (bot/AI);Other (write in):
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding product owners
62,893
6
36,316
36,317
I code primarily as a hobby
18-24 years old
Primary/elementary school
Student
Volunteering (regularly)
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
10
10
France
EUR European Euro
0
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;Rust;SQL
Assembly;Go;Rust;TypeScript
Rust
NA V
Yes
Oracle;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Cargo;Pacman;Pip
Cargo;Pacman;Vite
Cargo;Pacman
NA NA
Yes
Django
Deno;Svelte;Vue.js
null
Dioxus Dioxus, Rocket
Yes
Nano;Vim;Visual Studio Code;Zed
Nano;Zed
Nano;Zed
NA NA
null
null
null
null
null
Arch;NixOS
Arch;Red Hat
GitHub;Markdown File;Obsidian
Markdown File;Obsidian
Markdown File;Obsidian
Radicle, Zed Radicle, Zed
GitHub (public projects, not private repos)
null
null
Signal, Radicle Signal, Radicle
Yes
Anthropic: Claude Sonnet;Perplexity Sonar models
Anthropic: Claude Sonnet;Mistral AI models;Perplexity Sonar models
Anthropic: Claude Sonnet;Perplexity Sonar models
Zeta Zeta
No
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Highly distrust
Very well at handling complex tasks
Writing code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
It’s not and will never be, I consider every line of code as critical and can’t afford to leave anyone else writing it without fully understanding it myself.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have reduced the time spent on specific development tasks.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
All skills will continue to become valuable. I don’t believe in AI, I only think it can help for minimal and basic tasks (for example, search assistants to parse a website faster and extract useful information)
null
null
36,317
36,318
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
21
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
24
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
2
Italy
EUR European Euro
63,000
Yes
JavaScript;Python;Scala
null
null
NA NA
Yes
MongoDB
null
null
NA NA
Yes
Ansible;APT;Docker;Homebrew;Kubernetes;npm;Pip;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
MacOS;Ubuntu
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
NA NA
null
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Good, but not great at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Documenting code;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;It’s hard to understand how or why the code works
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
AI agents have accelerated my learning about new technologies or codebases.
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.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Being able to cover corner cases in tests. Write code that can be easily understood maintained.
73,089
7
36,318
36,319
I code primarily as a hobby
25-34 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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
AI/ML engineer
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
3
3
Thailand
THB Thai baht
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;Lua;Python;R;Rust;TypeScript
Assembly;Bash/Shell (all shells);C;C++;GDScript;Go;Kotlin;Python;SQL
Assembly;Bash/Shell (all shells);C;C++;Kotlin;Python
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React;Vue.js
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);NixOS
Linux (non-WSL);Arch
Doxygen;GitHub;Markdown File
Doxygen;GitHub;Markdown File
Doxygen;GitHub;Markdown File
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
Predictive analytics;Generating content or synthetic data
null
I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Fixing C memory bugs
null
null
36,319
36,320
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
27
Developer, back-end
1,000 to 4,999 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
null
null
Transportation, or Supply Chain
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
6
10
Israel
ILS Israeli new shekel
650,000
Yes
C;C++;Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Gradle;Kubernetes;Make;Ninja;npm;Pip;Podman;Prometheus
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Bolt;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
.NET 8 or higher;c++23;Large Language Model
c++23
c++23
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Markdown File
Markdown File
Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow
Stack Overflow
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
null
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Decision intelligence
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
GitHub Copilot;Bolt.new
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Code review
191,192
6
36,320
36,321
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
33
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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
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
36,321
36,322
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
Volunteering (regularly)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
5
Developer, back-end
null
null
null
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
2
2
Sri Lanka
LKR Sri Lankan rupee
0
Yes
Dart;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
C#;Go;HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL;SQLite
MongoDB;Oracle;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Docker;Homebrew;Maven (build tool);npm;Pip;Vite
Amazon Web Services (AWS);Docker;Firebase;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;Netlify;npm;Pip;Vercel;Vite
Docker;Homebrew;Maven (build tool);npm;Pip;Vite
NA NA
Yes
Next.js;React;Spring Boot
ASP.NET;ASP.NET Core;Next.js;Node.js;Spring Boot
Next.js;Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Tailwind CSS 4;RAG
null
null
null
null
MacOS;iOS
MacOS
GitHub;Lucid (includes Lucidchart)
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very unfavorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code
Committing and reviewing code
Deployment and monitoring
Predictive analytics
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
yes, but I'm not happy about it.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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
I believe software or product specific knowledge will be valuable with the size and context of complex and large projects being more difficult for AI to process and more likely to be vulnerable to hallucinations. Also architectural knowledge that depends on project dynamic and changes. Where it will be harder to present the whole picture to an AI tool to get instructions. Knowledge on AI will also come in handy as we might need to be aware of the capabilities and limitations of the tools we use so frequently to optimally use them.
null
3
36,322
36,323
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
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);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
14
Developer, QA or test
null
null
null
null
Work
Costs are manageable Maturity
Availability of better alternatives NA
null
Job stability and career growth with a single employer NA
No
I have transitioned into a new career and/or industry involuntarily
10
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);C#;C++;Groovy;JavaScript;Lua;Python
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
Bash/Shell (all shells);C#;C++;Groovy;JavaScript;Lua;Python
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
PyCharm;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira
null
null
NA NA
YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
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
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.
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
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
AI will not fundamentally change over a timescale that short, all existing developer skills will remain valuable
null
9
36,323
36,324
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
6
Student
null
null
null
null
Personal Project
Reputation for quality NA
Prohibitive pricing NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
5
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript
Elixir;F#;GDScript;Kotlin;Zig
null
NA NA
Yes
Cloud Firestore;Cosmos DB;DuckDB;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;npm;NuGet;Pip;pnpm;Poetry;Terraform;Vercel;Vite;Webpack;Yarn
null
null
pixi uv
Yes
Deno;Express;FastAPI;Next.js;Node.js;React;Vue.js
AngularJS;Astro;Blazor;Svelte
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
c++23;Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama
.NET 8 or higher;Shadcn/ui;LangGraph;uv
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;iPadOS
null
Confluence;GitHub;Google Colab;Google Workspace;Jira;Markdown File;Notion;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring
Writing code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
I would say yes and no. Vibe coding is great for PoC but a disaster for large-scale deployment projects.
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering;Decision intelligence
Multi-platform search enablement
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
ChromaDB
null
Vertex AI;Ollama;LangChain
null
LangSmith;Vectra AI
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I need help fixing complex or unfamiliar code
Any low-level hardware and firmware design.
null
null
36,324
36,325
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
10
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
AI integration or AI Agent capabilities NA
null
Healthcare
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
2,000,000
Yes
Java;JavaScript;SQL;TypeScript
Python
null
NA NA
Yes
Microsoft SQL Server;MySQL
Cosmos DB;MongoDB;Redis
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS
FastAPI;React;Spring Boot
null
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
No
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Predictive analytics
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning new concepts or technologies
Debugging or fixing code;Search for answers;Generating content or synthetic data
null
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
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,248
0
36,325
36,326
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Ethical concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
4
Poland
PLN Polish zloty
null
Yes
Assembly;Bash/Shell (all shells);C;C++;GDScript;Go;HTML/CSS;PowerShell;Python;Rust
Assembly;Bash/Shell (all shells);C;GDScript;Go;HTML/CSS;Python;Rust
Assembly;Bash/Shell (all shells);C;GDScript;Go;HTML/CSS;Python;Rust
NA haskell
No
null
null
null
NA NA
Yes
APT;Cargo;Digital Ocean;Docker;Make;Pacman
Cargo;Make;Pacman
Cargo;Make;Pacman
NA NA
No
null
null
null
NA NA
Yes
Vim
null
null
helix helix
null
null
null
null
null
Arch
Arch
GitHub;GitLab;Markdown File
GitLab;Markdown File
GitLab;Markdown File
matrix, mailing list matrix, mailing list
Discord;Reddit
null
null
matrix, mailing list matrix, mailing list
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges;Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no, it is not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
36,326
36,327
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
30
Developer, full-stack
null
null
null
null
Work
Other (please specify): Availability of Talent
Security or privacy concerns NA
null
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
4
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Elixir;Java;JavaScript;PHP;Python;Ruby;TypeScript
Kotlin;Swift
null
Clojure NA
Yes
MySQL;PostgreSQL;Redis;SQLite;Supabase
Snowflake
null
NA XTDB
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;Supabase
null
null
NA NA
Yes
FastAPI;Flask;Laravel;Phoenix;WordPress
null
null
NA Quarkus
Yes
IntelliJ IDEA;Neovim;PyCharm;Vim;Visual Studio Code;Xcode
null
null
NA NA
Pydantic
null
null
null
null
MacOS;Arch
MacOS;Arch
GitHub;GitLab;Notion
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Long-form articles;Day-in-the-life profiles/interviews with experts
Answer a question NA
No, not really
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;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Predictive analytics
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Deep understanding of their language / stack so that they can clean up AI Slop
null
10
36,327
36,328
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.)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
18
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
2
United States of America
USD United States dollar
125,000
Yes
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
No
null
null
null
NA NA
Yes
jQuery
jQuery
jQuery
NA NA
Yes
Notepad++
Notepad++;Visual Studio Code
Notepad++
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitLab;Jira
Confluence;GitLab
Confluence;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Reddit
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
No, but I plan to soon
Very unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
no
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Proper debugging abilities
125,000
5
36,328
36,329
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, full-stack
null
null
null
No
Work
AI integration or AI Agent capabilities NA
Poor usability NA
Software Development
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
5
2
India
INR Indian rupee
2,400,000
Yes
HTML/CSS;JavaScript;PHP;TypeScript
null
null
0 0
Yes
MariaDB;MySQL
null
null
0 0
Yes
Digital Ocean;Docker;Firebase;Heroku;Netlify;Vercel
null
null
0 0
Yes
Express;jQuery;Next.js;Node.js;React;WordPress
null
null
NA NA
Yes
Notepad++;Sublime Text;Visual Studio;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;hostinger
null
null
null
null
MacOS
MacOS
GitHub;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;Stack Exchange;Dev.to;LinkedIn;Medium
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data
null
Writing code
Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;It’s hard to understand how or why the code works;I haven’t encountered any problems
no
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
yes
27,898
10
36,329
36,330
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
39
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;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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Other (please specify):
40
Other (please specify):
5,000 to 9,999 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Healthcare
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
20
0
United States of America
USD United States dollar
220,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;SQL
JavaScript;Python;Rust;TypeScript
JavaScript;Python
NA NA
Yes
BigQuery;PostgreSQL
BigQuery;Elasticsearch
BigQuery
NA Spanner
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;Pip;Prometheus;Splunk
Composer;Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip;Prometheus
Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip;Prometheus
NA GCP Workflow, Apache Beam
Yes
FastAPI;Spring Boot
Angular;FastAPI;jQuery
FastAPI
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;PyCharm;Vim
Cursor;Jupyter Notebook/JupyterLab;Vim
Vim
Codeium, Copilot NA
null
null
null
null
null
Windows
MacOS;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Sharepoint, MS Teams Sharepoint, MS Teams
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
NA BlueSky
Yes
Meta Llama (all models);openAI Reasoning models
openAI Reasoning models
openAI Reasoning models
NA AllenAI
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Debugging or fixing code;Committing and reviewing code;Search for answers
null
null
null
Other (write in):
Not really. I see examples where it works great. But my personal results have been only fair. When I ask for unit tests on a specific method, there's generally too much garbage. I'm a fast coder. So it's really not faster for me to use the LLM. Occasionally, it comes up with something I wouldn't have thought of. This is useful. But the intrusive auto-complete UI is a negative wrt productivity and, especially, maintaining a train of thought.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Other Industry purpose (write in):
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Generative and agentic AI is still in its infancy. There are companies using AI models with very low hallucination rates (e.g. Lexus/Nexus legal search, so paralegals are already losing their jobs). In the systems and software space, hallucination rates are still very high. So we have a few years (5 at most) to look for other lines of work. Meanwhile, be ready to exploit LLMs to make yourself valuable.
220,000
8
36,330
36,331
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
null
null
30
Other (please specify):
I don’t know
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Other:
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
10
United States of America
USD United States dollar
145,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
YAML, Markdown NA
Yes
Databricks SQL;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Microsoft Azure;MSBuild;npm
null
null
Vultr, TensorDock, Oracle NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Node.js
null
null
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
Azure Devops;GitHub;GitLab;Markdown File;Wikis
null
null
NA NA
Stack Overflow;Discord
null
null
Microsoft Teams NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;Other (write in):
no, why is this a free-form field?
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have 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 improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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.;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
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
145,000
3
36,331
36,332
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
6
Developer, embedded applications or devices
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Other:
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
10
null
Canada
CAD Canadian dollar
74,000
Yes
Bash/Shell (all shells);C;C++;Java;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;Rust
Bash/Shell (all shells);C;C++;Rust
NA NA
Yes
PostgreSQL;Cockroachdb
SQLite
null
NA NA
Yes
APT;Cargo;Chocolatey;Docker;Make;Maven (build tool);Ninja;npm;NuGet;Pacman;Pip;Prometheus
APT;Cargo;Docker;Make;Ninja
APT;Cargo;Docker;Make;Ninja
NA NA
Yes
Node.js;React;Axum
Axum
Axum
Expo Expo
Yes
Eclipse;IntelliJ IDEA;Nano;Notepad++;Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Odoo
Odoo
Odoo
null
null
Linux (non-WSL);Pop!_OS
Ubuntu;Linux (non-WSL);Pop!_OS;NixOS
Confluence;Jira;Markdown File;Miro
Confluence;Jira;Markdown File;Miro
Confluence;Jira;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Substack;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Substack;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Substack;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Very poor at handling complex tasks
Generating content or synthetic data
Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Search for answers
Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
null
53,989
9
36,332
36,333
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
null
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)
No, I didn't spend time learning in the past year
null
7
System administrator
20 to 99 employees
Individual contributor
In-person
No
Work
Costs are manageable European
Prohibitive pricing NA
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
7
null
France
EUR European Euro
32,000
Yes
Bash/Shell (all shells);GDScript;Lua;Python
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Chocolatey;Docker;Pip
null
null
Salt NA
No
null
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio Code
null
null
Emacs NA
null
null
null
null
null
Ubuntu
null
null
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
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 at all
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
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
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.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
null
null
37,125
null
36,333
36,334
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
3
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Colleague or on-the-job training;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
Colleague or on-the-job training
1
Data scientist
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
School
Reputation for quality NA
Security or privacy concerns NA
Insurance
null
No
I have neither consider or transitioned into a new career or industry
3
3
United States of America
USD United States dollar
43,680
Yes
Java;PowerShell;Python
Java;PowerShell;Python;R;SQL
Java;PowerShell;Python
NA NA
Yes
Databricks SQL
Databricks SQL
Databricks SQL
Domino NA
Yes
Amazon Web Services (AWS);Microsoft Azure;Pip
Microsoft Azure;Pip
Microsoft Azure;Pip
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm
NA NA
Google Gemini
null
null
null
null
Windows;Android
Windows;MacOS;Android
Confluence;GitLab;Jira;Trello
Confluence;GitLab;Google Colab;Google Workspace;Jira
Confluence;GitLab;Jira
NA NA
Stack Overflow;Discord;Reddit;Slack (public channels, not work);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Slack (public channels, not work);Kaggle;Company-sponsored forums
Stack Overflow;Discord;Reddit;Slack (public channels, not work);Company-sponsored forums
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
No
Daily or almost daily
Less than one year
I have never participated in Q&A on Stack Overflow
Message Boards
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 monthly or infrequently
Indifferent
Somewhat trust
Very poor at handling complex tasks
Deployment and monitoring;Search for answers;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
null
Predictive analytics
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Data and analytics
Language processing
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Analytical skills, especially in regards to context of the data.
43,680
null
36,334
36,335
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
8
DevOps engineer or professional
Less than 20 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,335
36,336
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.)
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
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
21
DevOps engineer or professional
1,000 to 4,999 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Media & Advertising Services
null
No
I have neither consider or transitioned into a new career or industry
5
3
France
EUR European Euro
105,000
Yes
C#;Go;Groovy;Java;Kotlin;Lua;Python;Ruby;Scala;SQL
Go;Java;Kotlin;Rust
Go;Java;Kotlin
NA NA
Yes
Microsoft SQL Server;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);npm;NuGet;Pip;Podman;Prometheus;Webpack
Cargo;Docker;Gradle;Homebrew;Kubernetes;Podman;Prometheus
Cargo;Docker;Gradle;Homebrew;Kubernetes;Podman;Prometheus
NA NA
Yes
AngularJS;ASP.NET Core
Axum
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Rider
IntelliJ IDEA;Neovim
IntelliJ IDEA;Neovim
NA NA
null
null
null
null
null
Linux (non-WSL);Fedora
Windows;MacOS;Ubuntu
Confluence;GitHub;GitLab;Jira;Obsidian
Confluence;Jira;Obsidian
Confluence;Jira;Obsidian
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
null
Upvote/Downvote Q&A posts NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
no
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
121,815
8
36,336
36,337
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 (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
8
Developer, embedded applications or devices
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Robust and complete API NA
Security or privacy concerns NA
Manufacturing
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
7
3
Germany
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Perl;PowerShell;Python;Rust;TypeScript;Zig;Gleam
Assembly;Bash/Shell (all shells);C++;Elixir;Go;HTML/CSS;JavaScript;Perl;Python;Zig;Mojo
Assembly;Bash/Shell (all shells);C++;Go;HTML/CSS;JavaScript;Perl;Python;Zig
NA NA
Yes
PostgreSQL;SQLite;Pocketbase
PostgreSQL;SQLite;Supabase
PostgreSQL;SQLite
NA NA
Yes
Cargo;Docker;Homebrew;Make;Ninja;npm;Pip;pnpm;Podman;Vite
Docker;Homebrew;Make;pnpm;Supabase;Vite
Docker;Homebrew;Make;pnpm;Vite
uv uv
Yes
Next.js;React;Svelte
Phoenix;Svelte
Svelte
Ash Ash
Yes
Eclipse;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Visual Studio Code;Zed
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code;Zed
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code;Zed
STMCubeIDE NA
c++23;Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama;uv
c++23;Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama;uv
c++23;Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama;uv
null
null
MacOS;iOS;NixOS
Windows
Doxygen;GitHub;GitLab;Markdown File
GitHub;Markdown File;Obsidian
GitHub;Markdown File
NA NA
Hacker News;YouTube
Hacker News;YouTube
Hacker News;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
NA NA
No
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code
null
null
No
No, but I plan to
Not at all or minimally
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.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
null
7
36,337
36,338
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
10
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)
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
36,338
36,339
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
20
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Transportation, or Supply Chain
Autonomy and trust to manage your own tasks NA
Yes
I have neither consider or transitioned into a new career or industry
5
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
55,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL
MariaDB;MySQL;PostgreSQL
MariaDB;MySQL;PostgreSQL
NA NA
Yes
Cloudflare;Composer;Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;Make;npm;Terraform;Vercel;Vite;Webpack
Cloudflare;Composer;Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;npm
Cloudflare;Composer;Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;npm
NA NA
Yes
Angular;ASP.NET Core;Blazor;Express;jQuery;Laravel;NestJS;Next.js;Node.js;React
Angular;Laravel;NestJS;Node.js;React
Angular;Laravel;NestJS;Node.js;React
NA NA
Yes
Android Studio;Cursor;Nano;Notepad++;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;Large Language Model
Tailwind CSS 4
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
MacOS
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
NA NA
Discord;Dev.to;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos)
Discord;Dev.to;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Infrequently, less than once per year
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
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Testing code;Predictive analytics;Generating content or synthetic data
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
The ability to understand the code it is writing for you,
74,878
9
36,339
36,340
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.)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
7
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Retail and Consumer Services
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
2
null
Philippines
PHP Philippine peso
1,300,000
Yes
HTML/CSS;JavaScript;Python;SQL
null
null
NA NA
Yes
Dynamodb;Elasticsearch
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;Pip
null
null
NA NA
Yes
Node.js;React
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
MacOS
GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Trello
null
null
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Job board
Ask a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Predictive analytics
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Sometimes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have 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
AI agents have increased my productivity.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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 compare different solutions;When I have ethical or security concerns about code
Understand real world scenario
22,826
8
36,340
36,341
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
13
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Government
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
6
United States of America
USD United States dollar
120,000
Yes
HTML/CSS;JavaScript;PowerShell;Python;SQL
HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL;Snowflake
PostgreSQL;SQLite
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS)
null
null
OpenShift NA
Yes
Django;jQuery;Node.js;React
Django;React;Vue.js
Django;React
NA NA
No
null
null
null
NA NA
Large Language Model;Pydantic
Pydantic
Pydantic
null
null
Linux (non-WSL)
Linux (non-WSL)
GitHub;GitLab;Jira;Obsidian
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Substack
Hacker News;Substack
Hacker News;Substack
NA NA
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
null
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers
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
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
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
120,000
7
36,341
36,342
I code primarily as a hobby
45-54 years old
Associate degree (A.A., A.S., etc.)
Retired
Transitioning to retirement (gradually reducing work hours)
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
3
Cloud infrastructure engineer
null
null
null
null
School
Reliability and low latency NA
Lack of or sub-par API NA
null
null
null
null
null
3
Argentina
USD United States dollar
null
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
uv
null
null
null
null
null
Linux (non-WSL)
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,342
36,343
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
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
13
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
School
Easy-to-use API NA
Poor usability NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
3
1
Sweden
SEK Swedish krona
792,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Lua;TypeScript
Bash/Shell (all shells);Erlang;Go;HTML/CSS;Lua;TypeScript;Zig;Gleam
Bash/Shell (all shells);Go;HTML/CSS;Lua;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL;SQLite
DuckDB;Dynamodb;InfluxDB;PostgreSQL;SQLite;Clickhouse;Valkey
Dynamodb;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Make;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Prometheus;Terraform
NA NA
Yes
React;Svelte
Deno;Svelte
Svelte
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL);NixOS
MacOS;Linux (non-WSL)
GitHub;GitLab;Jira;Notion
GitHub
GitHub
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
No, but I plan to soon
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
83,019
null
36,343
36,344
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
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);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
8
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,344
36,345
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
School (i.e., University, College, etc)
5
Applied scientist
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Banking/Financial Services
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
2
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C++;Python
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio Code
Claude Code
null
NA NA
Polars;Large Language Model;Google Gemini
null
null
null
null
MacOS;Android;iPadOS
Windows;Ubuntu
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
No
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
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;Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Generating content or synthetic data
Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.
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
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
Llama Index
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Sanity checking, overall architecture design,
null
null
36,345
36,346
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;Attending school (part-time)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
3
Other (please specify):
null
null
null
null
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
4
Germany
EUR European Euro
null
Yes
HTML/CSS;Python
HTML/CSS;Python
HTML/CSS;Python
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
Vue.js
Django
null
NA NA
No
null
null
null
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;MacOS;Android;iPadOS
Windows;MacOS
GitHub;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;LinkedIn;Substack;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase
Project planning;Documenting code;Creating or maintaining documentation
Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Debugging or fixing code;Testing code;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
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;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
Communication and flexibility.
null
null
36,346
36,347
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
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
37
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Healthcare
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
5
3
United States of America
USD United States dollar
130,000
Yes
C#;Java;JavaScript;Kotlin;PowerShell;Python;Ruby;SQL;TypeScript
C#;Kotlin
C#;Kotlin
NA NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;Redis
Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis
Elasticsearch;Microsoft SQL Server;Redis
RavenDB RavenDB
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Kubernetes;Maven (build tool);MSBuild;New Relic;Prometheus;Terraform
Amazon Web Services (AWS);Chocolatey;Docker;MSBuild;New Relic;Prometheus;Terraform
Amazon Web Services (AWS);Chocolatey;Docker;MSBuild;New Relic;Prometheus;Terraform
cake cake
Yes
ASP.NET;ASP.NET Core;Django;Ruby on Rails;Spring Boot
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Debian
Windows;MacOS;Windows Subsystem for Linux (WSL)
Asana;Confluence;GitHub;Jira;Lucid (includes Lucidchart)
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Bluesky;X
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per week
null
Upvote/Downvote Q&A posts NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers
Learning about a codebase;Documenting code;Testing code;Deployment and monitoring;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;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
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 don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
All of their current skills
130,000
7
36,347
36,348
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., 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
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 for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
14
Architect, software or solutions
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
15
25
Netherlands
EUR European Euro
47,500
Yes
Bash/Shell (all shells);Dart;GDScript;Go;HTML/CSS;JavaScript;Kotlin;PHP;Python;SQL;Swift;TypeScript
C;Rust;Zig;Gleam
null
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite;Pocketbase
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Gradle;Homebrew;Kubernetes;Make;npm;Pip;Prometheus;Vercel;Vite;Yarn
null
null
NA NA
Yes
Astro;Express;Laravel;Next.js;Node.js;React
null
null
NA NA
Yes
Android Studio;Nano;PhpStorm;Visual Studio Code;Xcode
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL)
null
GitHub;Obsidian
null
null
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
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
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
Search for answers;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
No I don't use AI for writing any code.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
Problem solving and architecting large complex systems from scratch
55,107
9
36,348
36,349
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
13
Architect, software or solutions
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
3
3
Canada
CAD Canadian dollar
126,000
Yes
C#;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Elixir
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);npm;Vercel;Yarn
null
null
NA NA
Yes
Express;NestJS;Next.js;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu
null
Asana;GitHub
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Creating or maintaining documentation
Writing code;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
IT operations
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
Redis
null
Vertex AI
null
null
null
ChatGPT;GitHub Copilot
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
solving problems, client's needs comprehension, managing logics in project
91,928
10
36,349
36,350
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training
5
Architect, software or solutions
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,350
36,351
I am a developer by profession
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
30
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
null
null
Netherlands
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
36,351
36,352
I am a developer by profession
55-64 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
35
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);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
35
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Good brand and public image NA
Availability of better alternatives NA
Insurance
Expert mentors NA
No
I have transitioned into a new career and/or industry voluntarily
15
15
Belgium
EUR European Euro
null
Yes
C#;F#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
C#;F#;PowerShell;SQL;TypeScript
C#;F#;PowerShell;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Microsoft Azure;NuGet
Microsoft Azure;NuGet
Microsoft Azure;NuGet
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Microsoft Fabric
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Markdown File
Azure Devops;Confluence;GitHub;Markdown File
Azure Devops;Confluence;GitHub;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges
Browse content related to Q&A posts I recently viewed NA
No, not really
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
Project planning;Writing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
6
36,352
36,353
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
17
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Computer Systems Design and Services
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
15
5
Brazil
BRL Brazilian real
204,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;Python;SQL
Go;HTML/CSS;Java;Kotlin;Python;SQL
HTML/CSS;Java;Kotlin;Python;SQL
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;MongoDB;MySQL;Redis
MariaDB;Redis
MariaDB;Redis
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);New Relic;Pip;Terraform;Yarn
Ansible;APT;Cloudflare;Docker;Homebrew;New Relic;Terraform
Ansible;APT;Cloudflare;Docker;Homebrew;New Relic;Terraform
NA NA
No
null
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Notepad++;PyCharm;Sublime Text;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
MacOS
Asana;Confluence;GitHub;GitLab;Jira;Miro;Notion
GitHub;Obsidian;Stack Overflow for Teams
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Chat (people)
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
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code;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;I’ve become less confident in my own problem-solving;Other (write in):
No at all.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Obviously. ""AI"" is a hype. It can be useful, but it's nowhere near what the malicious CEOs of some companies are selling to gullible CEOs and managers of other companies and general public. It's disgusting to have to hear 'AI' in each and everything and every product even if it doesn't need it and a lot of times there isn't even any AI there, but they market it anyway because they need to surf the hype.
37,135
6
36,353
36,354
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
29
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
36
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
7
6
Taiwan
TWD New Taiwan dollar
1,900,000
Yes
Bash/Shell (all shells);C;C++;Delphi;HTML/CSS;JavaScript;MicroPython;PHP;Python;SQL;Swift
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;MicroPython;PHP;Python;SQL;Swift
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;MicroPython;PHP;Python;SQL;Swift
NA NA
Yes
Firebase Realtime Database;MariaDB;Microsoft SQL Server;MySQL
Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
Firebase Realtime Database;MariaDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Gradle;Homebrew;Ninja;Pip
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Firebase;Homebrew;Ninja;Pip
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Homebrew;Ninja;Pip
NA NA
Yes
Laravel;Vue.js
Laravel
Laravel
NA NA
Yes
Claude Code;IntelliJ IDEA;PhpStorm;Vim;Visual Studio Code;Windsurf;Xcode
Claude Code;PhpStorm;Visual Studio Code;Windsurf;Xcode
Claude Code;PhpStorm;Visual Studio Code;Windsurf;Xcode
NA NA
Google Gemini;Delphi 12+ Athens
Google Gemini;Delphi 12+ Athens
Google Gemini;Delphi 12+ Athens
null
null
MacOS;iOS;iPadOS
Windows;MacOS;Ubuntu;iOS;Debian;iPadOS;Red Hat;Fedora
GitHub;GitLab;Google Workspace;Notion
GitHub;GitLab;Google Workspace;Notion
GitHub;GitLab;Google Workspace;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning
null
null
Debugging AI-generated code is more time-consuming
yes
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;IT operations;Data and analytics
Language processing
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
None of above
null
None of above
null
None of above
ChatGPT;Claude Code;Google Gemini;Perplexity
null
When I don’t trust AI’s answers;When I want to compare different solutions;I don’t think I’ll need help from people anymore
Identifying the error of code,logic.
64,384
8
36,354
36,355
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
null
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
null
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Canada
CAD Canadian dollar
260,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
189,692
8
36,355
36,356
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
9
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
9
Developer, back-end
I don’t know
People manager
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,356
36,357
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Other (please specify):
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Availability of better alternatives NA
Energy
null
No
I have somewhat considered changing my career and/or the industry I work in
12
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
36,400
Yes
C++;HTML/CSS;JavaScript;PowerShell;Python;Rust
C;C++;HTML/CSS;JavaScript;Rust;Zig
C++;HTML/CSS;JavaScript;Rust
NA Factor
Yes
PostgreSQL
PostgreSQL
PostgreSQL
TimescaleDB TimescaleDB
No
null
null
null
NA NA
Yes
null
null
null
Rocket.rs, Tera template engine Rocket.rs, Tera template engine
Yes
Neovim;Sublime Text;Visual Studio;Visual Studio Code
Android Studio;Neovim;Sublime Text;Visual Studio;Visual Studio Code
Neovim;Sublime Text;Visual Studio;Visual Studio Code
NA Lapce
null
null
null
null
null
Arch
Windows
GitHub;Markdown File;Notion;Obsidian
Doxygen;GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
Bitbucket NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;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
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No, and I think "vibe coding" is damaging to the software development & engineering industry, as well as damaging to those engaging in it.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving, systems & software engineering practices, software design, reviewing & testing code, optimisation, debugging, analysis - Most skills that are valuable today, with perhaps less emphasis on generation (writing code) & rough comprehension of content (reading code)
49,555
null
36,357
36,358
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
2
Developer, mobile
null
null
null
null
Personal Project
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Pakistan
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,358
36,359
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
9
DevOps engineer or professional
100 to 499 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
null
Customizable and manageable codebase NA
Other (please specify): AI focused tool
Retail and Consumer Services
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
5
3
France
EUR European Euro
30,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Dart;Zig;Gleam
null
NA NA
Yes
Elasticsearch;MariaDB;PostgreSQL;Redis;SQLite;Clickhouse;Pocketbase;Valkey
Cloud Firestore
null
NA NA
Yes
Ansible;APT;Bun;Cloudflare;Docker;Kubernetes;Make;New Relic;npm;Pip;Poetry;Prometheus;Terraform;Vite
Firebase
null
NA NA
Yes
FastAPI;Node.js;Svelte
null
null
Lit NA
Yes
Visual Studio Code
null
null
NA NA
Tailwind CSS 4
null
null
null
null
NixOS
NixOS
GitHub
null
null
Outline NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming
no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
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 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
Coding because LLM can't become AGI by design
34,804
8
36,359
36,360
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
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
Other online resources (e.g. standard search, forum, online community)
40
Developer, desktop or enterprise applications
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Brazil
BRL Brazilian real
null
Yes
Delphi;HTML/CSS;JavaScript;PHP;SQL
Delphi;HTML/CSS;JavaScript;PHP;SQL
Delphi;HTML/CSS;JavaScript;PHP;SQL
NA NA
null
null
null
null
Firebird Firebird
No
null
null
null
NA NA
Yes
jQuery
jQuery
jQuery
NA NA
No
null
null
null
NA NA
Google Gemini;Delphi 12+ Athens
Google Gemini;Delphi 12+ Athens
Google Gemini;Delphi 12+ Athens
null
null
Windows
Windows
null
null
null
NA NA
null
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- 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
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Direct messaging of users
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Writing code
null
null
null
Search for answers
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Needs to know how to get the best from AI
null
9
36,360
36,361
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
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
1
Student
null
null
null
null
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
7
5
India
INR Indian rupee
null
null
HTML/CSS;Java;JavaScript
SQL
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
Express
Angular;AngularJS;Next.js;Node.js;React;WordPress
null
NA NA
Yes
Visual Studio Code
Android Studio
null
NA NA
Google Gemini
Tailwind CSS 4
null
null
null
Windows;Android
null
GitHub
null
null
NA NA
Stack Overflow;Discord;Reddit;X;YouTube;LinkedIn
null
null
NA NA
null
null
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
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Direct messaging of users
Comment on Q&A posts NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Learning new concepts or technologies
null
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Testing code
Search for answers
I’ve become less confident in my own problem-solving
Definitely yes! I often use ChatGPT or similar tools to generate or review code for my personal projects. It helps me learn faster and get things done more efficiently — vibe coding is real and helpful!
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Customer service support
Multi-platform search enablement;Language processing
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Vectra AI
0
ChatGPT;Microsoft Copilot
3
When I want to fully understand something;When I want to compare different solutions
As a learner, I believe basic coding knowledge, logical thinking, and understanding how software works will remain important even if AI tools improve. AI can generate code, but knowing how to review, test, and apply that code correctly will still require developer skills. Also, communication, problem-solving, and learning to work with AI tools wisely will be valuable.
null
null
36,361
36,362
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
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);Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Coding Bootcamp
5
Developer, full-stack
20 to 99 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
2
6
Nigeria
USD United States dollar
40,000
Yes
Bash/Shell (all shells);Fortran;HTML/CSS;JavaScript;PHP;SQL;Swift;TypeScript
Go;Java;Kotlin;Python;Rust
null
NA NA
Yes
Dynamodb;Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Digital Ocean;Docker;Firebase;Homebrew;Netlify;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
Express;Laravel;Next.js;Node.js;React;Symfony
FastAPI;NestJS;Vue.js;WordPress
null
NA NA
Yes
Claude Code;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;Xcode
Cursor;IntelliJ IDEA
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);ChromeOS
Android;Debian
Airtable;Asana;Clickup;GitHub;Jira;Linear;Lucid (includes Lucidchart);Notion;Trello
Azure Devops;Confluence;GitLab
null
NA NA
Stack Overflow;Stack Exchange;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Deployment and monitoring;Creating or maintaining documentation
null
null
Writing code;Documenting code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Project planning;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
Yes, i vibe code
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
null
AI agents have helped me solve complex problems more effectively.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis
null
null
null
New Relic
null
ChatGPT;Claude Code;GitHub Copilot
null
When I’m stuck and can’t explain the problem
Debugging
40,000
10
36,362
36,363
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;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
36,363
36,364
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
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);Coding Bootcamp
No, I didn't spend time learning in the past year
null
18
Academic researcher
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project Repeatability and Replicability
Prohibitive pricing Enterprise solutions that don't marry well in academic HPCs
Other:
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
France
EUR European Euro
25,000
Yes
Bash/Shell (all shells);Groovy;Python;R
Bash/Shell (all shells);Python;R;Rust;SQL
Bash/Shell (all shells);Python;R
Nextflow Nextflow
null
null
null
null
NA NA
null
Docker
Docker
Docker
singularity, apptainer singularity, apptainer
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Debian;Linux (non-WSL)
MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;GitLab;Wikis
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Message Boards
Upvote/Downvote Q&A posts NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify):
Knowing how to program to understand when the proposed code is not convenient for the task in sight. Algorithmics to make the software be more efficient and not to cause a semantic error.
29,004
null
36,364
36,365
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.)
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Blogs or podcasts
40
Senior executive (C-suite, VP, etc.)
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
5
6
Thailand
THB Thai baht
2,600,000
Yes
Dart;Go;JavaScript;SQL;Swift;TypeScript
Dart;Go;Rust;TypeScript
Dart;Go;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;SQLite
BigQuery;Elasticsearch;MySQL;Redis;SQLite
Elasticsearch;MySQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;npm
Amazon Web Services (AWS);Docker;Firebase;npm;Terraform
Amazon Web Services (AWS);Docker;Firebase;npm
NA NA
Yes
ASP.NET;ASP.NET Core;Express;NestJS;Node.js;React
NestJS;Next.js;Node.js
NestJS;Node.js
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio;Visual Studio Code;Windsurf;Xcode
Windsurf
Windsurf
NA NA
null
null
null
null
null
Windows;MacOS
MacOS
Confluence;GitHub;Google Workspace;Jira;Miro;Notion;Trello
Confluence;GitHub;Google Workspace;Jira;Monday.com;Trello
Confluence;GitHub;Google Workspace;Jira;Trello
NA NA
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
Answer a question NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code
Generating content or synthetic data
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Experience, reasoning, directing the work, fixing AI bad programming and over-engineering.
79,544
10
36,365
36,366
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
1
Yes, I am 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;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Student
null
null
null
null
School
Costs are manageable NA
Availability of better alternatives NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
1
Bolivia
BOB Bolivian boliviano
null
Yes
C#;C++;HTML/CSS;Java;JavaScript;PHP;Prolog;Python;SQL
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;SQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;PyCharm;Rider;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Rider;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Android
Ubuntu;Android
GitHub;GitLab;Jira;Miro
GitHub;GitLab
GitHub;GitLab
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;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
Testing code
Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, mostly for learning new things like what properties have c# with strings for example
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation
null
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 improved the quality of my code.
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
null
null
36,366
36,367
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
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;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
3
AI/ML engineer
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
8
Pakistan
PKR Pakistani rupee
1,800,000
Yes
Python;SQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Large Language Model;RAG;Ollama;LangGraph;Ultralytics
null
null
null
null
Windows
Windows;Ubuntu
GitHub;Google Colab
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Meta Llama (all models)
DeepSeek (R- Reasoning models);Meta Llama (all models)
DeepSeek (R- Reasoning models);Meta Llama (all models)
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
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
6,321
7
36,367
36,368
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
12
Yes, I am not new to coding but am learning new coding techniques or programming language
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 required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
16
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
null
null
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
null
Java;JavaScript;TypeScript
Java;JavaScript;TypeScript
Java;JavaScript;TypeScript
NA NA
null
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
React
Spring Boot
null
NA NA
Yes
Eclipse;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
MacOS
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
null
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
null
null
null
null
null
null
null
Not at all
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
problem solving, know the approach
null
5
36,368
36,369
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
2
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);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Student
null
null
null
null
School
Easy-to-use API NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
10
10
Hungary
EUR European Euro
null
Yes
Assembly;C;C#;C++
null
null
NA NA
No
null
null
null
NA NA
Yes
npm;NuGet;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Rider;Vim;Visual Studio;Visual Studio Code
null
null
CLion NA
null
null
null
null
null
Windows
Windows
GitHub;Miro
GitHub;Miro
GitHub;Miro
Perforce Perforce
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Videos;Coding challenges;Logic games/puzzles;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Search for answers
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
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
critical thinking, creativity
null
null
36,369
36,370
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Not employed
None of the above
17
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 didn't spend time learning in the past year
null
22
Developer, front-end
null
null
null
null
Personal Project
Robust and complete API NA
null
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Greece
EUR European Euro
4,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL
null
null
NA NA
null
null
null
null
NA NA
null
Angular;Django;Express;Node.js;Vue.js
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
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
4,641
null
36,370
36,371
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
7
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,371
36,372
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Coding Bootcamp;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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Coding Bootcamp;Books / Physical media
2
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
36,372
36,373
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
23
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;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
25
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
Reliability and low latency NA
Security or privacy concerns NA
Insurance
null
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
36,373
36,374
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
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);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
45
Architect, software or solutions
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project Support contract, security
Security or privacy concerns Lack of support
Fintech
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
10
99
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
150,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Rust
Bash/Shell (all shells);Go;HTML/CSS;JavaScript
PlantUml PlantUml
Yes
Cosmos DB;Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Cockroachdb
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Chocolatey;Docker;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pacman;Prometheus;Terraform;Yarn
Amazon Web Services (AWS);Bun;Kubernetes;Microsoft Azure;Pacman
Amazon Web Services (AWS);Bun;Kubernetes;Microsoft Azure;Pacman
Cluster API, pulumi Cluster API, pulumi
Yes
Express;Node.js;React
Express;Node.js;React
Express;Node.js;React
React native, bun React native, bun
Yes
Neovim;Visual Studio Code
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
Tailwind CSS 4;Ollama;LangGraph
Ollama
Ollama
null
null
Arch
Windows;MacOS;Arch
Azure Devops;Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
Canva NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
Project planning;Generating content or synthetic data
null
null
Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
AI solutions that are almost right, but not quite
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Decision intelligence;IT operations;Data and analytics;Customer service support
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have 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
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.
GitHub MCP Server;ChromaDB;pgvector
null
CrewAI;Llama Index;Ollama;LangChain;LangGraph
null
Snyk;Grafana + Prometheus;LangSmith;Langfuse
null
ChatGPT;GitHub Copilot
Warp Terminal
I don’t think I’ll need help from people anymore
Becoming a musician or poet
204,212
8
36,374
36,375
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Engaged in paid work (20-29 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other (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
3
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Easy-to-use API NA
Poor usability NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
2
2
Nigeria
NGN Nigerian naira
77,000
Yes
Python
HTML/CSS;Python;SQL
Python
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Django
Django
Django
NA NA
Yes
Visual Studio Code
PyCharm;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
null
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Slack (public channels, not work)
Stack Overflow;Discord;X;Substack
Stack Overflow;Discord
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Not sure/can't remember
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Not exactly
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
Problem solving
50
null
36,375
36,376
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
1
Student
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Inefficient or time-costly NA
Government
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
3
South Africa
ZAR South African rand
144,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Bookmark posts to look at later NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Neither trust nor distrust
Very well at handling complex tasks
Project planning;Documenting code;Search for answers;Generating content or synthetic data;Other (write in):
null
Learning about a codebase;Writing code;Debugging or fixing code;Testing code
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
I’ve become less confident in my own problem-solving
No I am just working with developers I am not a developer
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
supabase;Pinecone
null
AutoGen (Microsoft)
null
null
null
null
null
null
null
8,119
null
36,376
36,377
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
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
3
Developer, full-stack
Less than 20 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
AI integration or AI Agent capabilities NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Bangladesh
BDT Bangladeshi taka
null
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
36,377
36,378
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
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
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
15
Developer, back-end
null
null
null
null
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
null
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
15
10
Norway
NOK Norwegian krone
null
Yes
JavaScript;Rust;SQL
JavaScript;Rust;SQL;TypeScript
JavaScript;Rust;SQL
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Vercel
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Vercel
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Vercel
NA NA
Yes
Axum
Axum
Axum
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Ubuntu
null
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Debugging or fixing code
Writing code;Testing code
Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
Yes, when using languages/frameworks I'm not familiar with
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
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
null
null
3
36,378
36,379
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
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);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
25
Architect, software or solutions
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
20
Sweden
SEK Swedish krona
1,500,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
Cypher Cypher
Yes
MariaDB;MySQL;Neo4J;SQLite;Supabase
MariaDB;MySQL;Neo4J;SQLite
MariaDB;MySQL;Neo4J;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Docker;Google Cloud;npm;Pip;pnpm;Poetry;Vite
Amazon Web Services (AWS);Bun;Docker;Google Cloud;npm;Pip;pnpm;Poetry;Vite
Amazon Web Services (AWS);Bun;Docker;Google Cloud;npm;Pip;pnpm;Poetry;Vite
UV UV
Yes
Astro;Deno;FastAPI;Node.js;React;Svelte
Node.js;Svelte
Node.js;Svelte
NA NA
Yes
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;Windsurf
Claude Code;Jupyter Notebook/JupyterLab;Visual Studio Code;Windsurf
Claude Code;Jupyter Notebook/JupyterLab;Visual Studio Code;Windsurf
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
null
null
MacOS
MacOS
Confluence;GitHub;Markdown File;Miro;Obsidian;Trello
GitHub;Markdown File;Miro;Obsidian;Trello
GitHub;Markdown File;Miro;Obsidian;Trello
Granola Granola
Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles;Job board
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Testing code
Predictive analytics
Deployment and monitoring
Writing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
Not really, but I try it out from time to time.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence;IT operations
Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Neo4j
null
Vertex AI;Ollama
mastra
Sentry
null
Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to learn best practices
taste
157,232
8
36,379
36,380
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
7
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
Manufacturing
Recognition from peers for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
3
Germany
EUR European Euro
38,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Python
Bash/Shell (all shells);C#;C++;Python
Bash/Shell (all shells);C#;Python
NA NA
Yes
Microsoft Access;Microsoft SQL Server;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;c++23
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows
Azure Devops;Jira
Azure Devops;Jira
Azure Devops;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;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
Less than half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers
Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Data and analytics;Customer service support
Language processing
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I 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
Being able to follow obtuse, planing ahead, understanding the scope of the solution
44,086
8
36,380
36,381
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
6
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Java;MATLAB;Python
Assembly;Bash/Shell (all shells);C;C++;Fortran
Assembly;Bash/Shell (all shells);C;C++
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu
MacOS;Ubuntu
Doxygen;Stack Overflow for Teams
Stack Overflow for Teams
Stack Overflow for Teams
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
null
null
null
9
36,381
36,382
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
45
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
45
Engineering manager
null
null
null
No
Work
Robust and complete API NA
Poor usability NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
3
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Rust
null
null
NA NA
No
null
null
null
NA NA
Yes
Cargo;Google Cloud
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Claude Code;Cline and/or Roo;Cursor;Visual Studio Code;VSCodium;Windsurf;Zed
null
null
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;Ubuntu;Debian;Linux (non-WSL)
Debian;Linux (non-WSL)
Asana;Confluence;GitHub;Google Workspace;Jira;Markdown File
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Substack;Medium
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 week
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data
Deployment and monitoring
Learning about a codebase;Project planning;Committing and reviewing code
Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Vibe coding is great for tasks where code quality/security is not an issue (fun coding), but for production work, vibe coding is extremely dangerous.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
36,382
36,383
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
36,383
36,384
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Other (please specify):
null
null
null
Data engineer
20 to 99 employees
null
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
null
null
Manufacturing
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,384
36,385
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
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);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
25
Developer, back-end
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,385
36,386
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
21
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);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;Colleague or on-the-job training
25
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Fintech
Expert mentors NA
No
I have transitioned into a new career and/or industry voluntarily
8
2
France
EUR European Euro
96,000
Yes
Bash/Shell (all shells);C;C#;C++;Go;Java;JavaScript;Kotlin;SQL;TypeScript
Java;Kotlin;Rust
Java;Kotlin
NA NA
Yes
BigQuery;Elasticsearch;H2;MongoDB;Oracle;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Datadog;Kubernetes;Maven (build tool);New Relic;npm
Datadog;Kubernetes;Maven (build tool)
Datadog;Kubernetes;Maven (build tool)
NA NA
Yes
Angular;AngularJS;jQuery;Node.js;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Vim;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Arch
Ubuntu;Arch
Confluence;GitHub;GitLab;Jira;Markdown File;Notion;Trello
GitHub;Markdown File;Notion
GitHub;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Bluesky;YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Substack
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet
null
Amazon Q NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Search for answers
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Committing and reviewing code
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No. I believe LLM can help write "dumb" code like plumbing code. But complex, domain-specific code needs to be strictly defined and the randomness of LLM would make me very uncomfortable delivering AI-generated code.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
Amazon Q
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
The challenge will be to keep AI generated code maintainable. So the skill will focus on good practices to help agents generate readable and evolvable code
111,374
9
36,386
36,387
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
11
Developer, front-end
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Prohibitive pricing NA
Retail and Consumer Services
Control over the level of quality in projects NA
Yes
I have somewhat considered changing my career and/or the industry I work in
6
4
France
EUR European Euro
60,000
Yes
HTML/CSS;JavaScript;PHP;TypeScript
Go;HTML/CSS;JavaScript;PHP;TypeScript;Zig
HTML/CSS;JavaScript;PHP;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Nuxt.js
Deno;Nuxt.js
Nuxt.js
NA NA
Yes
Cursor;Visual Studio Code
Neovim;Vim;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL)
MacOS
GitHub;Jira;Linear
GitHub;Linear
GitHub;Linear
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch
Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot 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
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Generating content or synthetic data
Project planning;Committing and reviewing code;Learning new concepts or technologies
Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
Testing code;Search for answers
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
Not at all
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
Vector databases for AI applications
AI agents have helped me automate repetitive tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;pgvector
null
null
null
Sentry;New Relic
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers
null
69,609
6
36,387
36,388
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
null
5
Yes, I am new to coding or currently a student
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
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
36,388
36,389
I work with developers or my work supports developers but am not 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
36,389
36,390
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
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);Colleague or on-the-job training;Blogs or podcasts
26
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Other:
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
7
4
Germany
EUR European Euro
null
Yes
C#;HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL;TypeScript;VBA
null
null
NA NA
Yes
Dynamodb;Elasticsearch;Firebase Realtime Database;H2;MySQL;PostgreSQL;Redis;Supabase
null
null
S3 NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Kubernetes;Supabase;Terraform;Vite
null
null
NA NA
Yes
jQuery;Node.js;React;Spring Boot;Vue.js
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Lovable.dev;Notepad++;Vim;Visual Studio Code;Windsurf
null
null
NA NA
Amazon Bedrock;Google Gemini
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
null
Confluence;GitHub;GitLab;Jira;Trello;Wikis
null
null
NA NA
Stack Overflow;Discord;Reddit;Hacker News;Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
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 spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
reading code, fully understanding the ai written code and concepts, bugfixing and debugging AI code
null
7
36,390
36,391
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
15
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
8
6
United States of America
USD United States dollar
148,000
Yes
C#;HTML/CSS;Rust;SQL
C#;F#;Go;HTML/CSS;Rust
C#;HTML/CSS;Rust
NA NA
Yes
Microsoft SQL Server;PostgreSQL
PostgreSQL
PostgreSQL
Surrealdb Surrealdb
Yes
Cargo;Docker;Firebase;Vite
Cargo;Docker;Firebase
Cargo;Docker;Firebase
NA NA
Yes
ASP.NET Core;Deno;Django;FastAPI;Node.js;React;Svelte
ASP.NET Core;Deno;Svelte
ASP.NET Core;Deno;Svelte
NA NA
Yes
Nano;Visual Studio Code
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;hostinger
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
null
null
Linux (non-WSL)
Windows;Linux (non-WSL)
GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Company-sponsored forums
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Bad at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Debugging
148,000
7
36,391
36,392
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
28
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
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);Stack Overflow or Stack Exchange
30
Developer, back-end
5,000 to 9,999 employees
People manager
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
3
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
81,600
Yes
C#;PowerShell;SQL
C#;JavaScript;PHP;PowerShell;SQL;TypeScript
C#;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;Redis
Cosmos DB;Microsoft SQL Server;MongoDB;Redis
Microsoft SQL Server;Redis
NA NA
Yes
Microsoft Azure;NuGet;Podman
Microsoft Azure;NuGet;Podman;Terraform
Microsoft Azure;NuGet;Podman
NA NA
Yes
ASP.NET;ASP.NET Core
Next.js;React
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Google Gemini
.NET 8 or higher;Large Language Model;Google Gemini
.NET 8 or higher;Google Gemini
null
null
Windows
Windows
Azure Devops;Confluence
Azure Devops;Confluence;GitHub;GitLab;Google Workspace
Azure Devops;Confluence
NA NA
Stack Overflow;Stack Exchange;LinkedIn
Stack Overflow;Stack Exchange;LinkedIn
Stack Overflow;Stack Exchange;LinkedIn
NA NA
Yes
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
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
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Use discussion or chat feature NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Testing code
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
Documenting code;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Other (write in):
No I don't vibe code, I use AI to assist but I write code too.
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 the quality of my code.
null
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem solving/debuggin will still be required in cases where AI codegen is garbage and you need to work out why.
111,091
8
36,392
36,393
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Games or coding challenges
21
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry voluntarily
12
5
Netherlands
EUR European Euro
67,000
Yes
Bash/Shell (all shells);C#;Delphi;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
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
Cosmos DB;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;Redis;SQLite
Elasticsearch;Microsoft SQL Server
Elasticsearch;Microsoft SQL Server
NA NA
Yes
Chocolatey;Cloudflare;Docker;Gradle;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Prometheus;Terraform;Vite;Webpack;Yarn
Chocolatey;Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Prometheus;Terraform
Chocolatey;Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Prometheus;Terraform
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;Node.js;Vue.js
Angular;ASP.NET Core;Node.js;Vue.js
Angular;ASP.NET Core;Node.js;Vue.js
NA NA
Yes
Android Studio;Claude Code;Eclipse;Notepad++;Visual Studio;Visual Studio Code
Cursor;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Google Gemini;Delphi 12+ Athens
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
null
null
Windows;Android
Windows;Windows Subsystem for Linux (WSL);iOS
Azure Devops;Confluence;GitHub;Jira;Markdown File;Microsoft Planner;Miro;Notion;Trello
Azure Devops;Confluence
Azure Devops;Confluence
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
null
null
Search for answers
AI solutions that are almost right, but not quite
Partially
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations
Language processing;Integration with external agents and APIs
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 helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;GitHub MCP Server
n8n
AutoGen (Microsoft);LangChain;Zapier;LangGraph
null
Sentry;Snyk;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity
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
Critical thinking, common sense, security and performance optimization
77,730
8
36,393
36,394
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
6
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
3
Greece
EUR European Euro
16,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Java;Kotlin;Scala
Java;Kotlin
NA NA
Yes
PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
PostgreSQL;Redis
NA NA
No
null
null
null
NA NA
Yes
Django;NestJS;Next.js;Node.js;React;Spring Boot
Spring Boot;Svelte
Spring Boot
NA Solidjs
Yes
Android Studio;IntelliJ IDEA;PyCharm;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;PyCharm;WebStorm
Android Studio;IntelliJ IDEA;PyCharm;WebStorm
NA NA
null
null
null
null
null
Fedora
Debian
GitHub;Notion
GitHub
GitHub
NA NA
YouTube
YouTube
YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Image generating models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Image generating models
NA NA
No
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)
Comment on Q&A posts NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
No, I only use AI for specific issues or features and thoroughly review before applying any changes.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Low level understanding of systems
18,562
9
36,394
36,395
I am learning to code
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
17
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;Coding Bootcamp
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Coding Bootcamp
1
Other (please specify):
10,000 or more employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
36,395
36,396
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)
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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
8
Developer, full-stack
null
null
null
null
Personal Project
Reliability and low latency NA
Poor usability NA
null
null
No
I have neither consider or transitioned into a new career or industry
1
1
Ghana
GHS Ghanaian cedi
null
Yes
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);C;C++;Go;Python;Rust;TypeScript;Zig
Bash/Shell (all shells);C++;Python;Rust;TypeScript
NA NA
Yes
MySQL;PostgreSQL;SQLite;Supabase
PostgreSQL;Redis;Supabase
PostgreSQL;Supabase
NA NA
Yes
Cargo;Cloudflare;Docker;Heroku;npm;Pip;Railway;Supabase;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;npm;Pip;Railway;Supabase;Terraform;Vercel;Webpack;Yarn
Cargo;Cloudflare;Docker;npm;Pip;Railway;Supabase;Vercel;Webpack;Yarn
NA NA
Yes
Express;FastAPI;Next.js;Node.js;React;Axum
Express;Next.js;Node.js;React;Svelte;Vue.js;Axum
Express;Next.js;Node.js;React;Axum
NA NA
Yes
Claude Code;Lovable.dev;Visual Studio Code
Visual Studio;Visual Studio Code;Zed
Visual Studio Code
NA NA
Google Gemini;Shadcn/ui
Google Gemini;Shadcn/ui
Google Gemini;Shadcn/ui
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Markdown File
Azure Devops;GitHub;GitLab;Google Workspace;Markdown File;Obsidian
GitHub;Markdown File
NA NA
GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);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);Meta Llama (all models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase
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 monthly or infrequently
Yes, somewhat
Customer service support
Agent/multi-agent orchestration;Integration with external agents and APIs
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Lovable.dev
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
System Design
null
null
36,396
36,397
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
35
Senior executive (C-suite, VP, etc.)
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Higher Education
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
10
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
170,000
Yes
Bash/Shell (all shells);JavaScript;TypeScript
Bash/Shell (all shells);JavaScript;TypeScript
Bash/Shell (all shells);JavaScript;TypeScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Valkey
MariaDB;MySQL;PostgreSQL;Valkey
MariaDB;MySQL;PostgreSQL;Valkey
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;New Relic;npm;Terraform
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;npm;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;npm;Terraform
harness harness
Yes
Drupal;Express;NestJS;Next.js;Node.js;React
Drupal;Express;NestJS;Next.js;Node.js;React
Drupal;Express;NestJS;Next.js;Node.js;React
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS;Ubuntu
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Bluesky;YouTube;LinkedIn;Substack
Bluesky;YouTube;LinkedIn;Substack
Bluesky;YouTube;LinkedIn;Substack
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 10 and 15 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
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Documenting code;Debugging or fixing code
Learning about a codebase;Testing code;Learning new concepts or technologies
Search for answers
I don’t use AI tools regularly
no
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.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
working as a team, talking to others problem solving together understanding requirements
231,441
7
36,397
36,398
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools 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)
16
Data scientist
Less than 20 employees
Individual contributor
In-person
No
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Media & Advertising Services
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
1
2
Taiwan
TWD New Taiwan dollar
1,300,000
Yes
Python
Python
Python
NA NA
Yes
BigQuery;Elasticsearch;MongoDB;MySQL;Redis;SQLite
MongoDB;MySQL
MongoDB;MySQL
NA NA
Yes
Google Cloud
Google Cloud;Microsoft Azure
Google Cloud
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Large Language Model;RAG;Google Gemini;Ollama
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Google Colab;Google Workspace;Jira
GitHub;Google Colab
GitHub;Google Colab
NA NA
Stack Overflow;Reddit;Kaggle;YouTube
Stack Overflow;Kaggle;YouTube
Stack Overflow;Kaggle;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI 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
Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Generating content or synthetic data;Creating or maintaining documentation
Predictive analytics
Documenting code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code
Testing code
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
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 the quality of my code.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
Redis;ChromaDB;Milvus
null
Vertex AI;Llama Index;Ollama;LangChain
null
null
null
ChatGPT;GitHub Copilot
null
When I need quick help troubleshooting
null
44,052
8
36,398
36,399
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
7
Engineering manager
20 to 99 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
8
null
Hong Kong (S.A.R.)
HKD Hong Kong dollar
600,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Direct messaging of users
null
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring
null
Testing code
Project planning;Predictive analytics
Learning about a codebase;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Customer service support
Agent/multi-agent orchestration
null
Write in the most significant benefit if not listed above.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
76,433
6
36,399
36,400
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Colleague or on-the-job training;Blogs or podcasts
No, I didn't spend time learning in the past year
null
10
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Prohibitive pricing NA
Other:
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
7
10
Guatemala
GTQ Guatemalan quetzal
null
Yes
Bash/Shell (all shells);C;C#;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;Lisp;PHP;Python;SQL;TypeScript
Dart;Groovy;Java;JavaScript;Kotlin;Lisp;Rust;Scala;SQL
Dart;Java;JavaScript;Kotlin;Lisp;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
Cloud Firestore;Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite;Valkey
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Gradle;Kubernetes;Make;Maven (build tool);npm;NuGet;Pacman;Pip;Podman;Terraform
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Make;Maven (build tool);Microsoft Azure;npm;Pacman;Podman;Terraform;Vercel
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Digital Ocean;Docker;Google Cloud;Gradle;Make;Maven (build tool);npm;Pacman;Podman;Terraform
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Django;Flask;Node.js;React;Spring Boot
Angular;ASP.NET;ASP.NET Core;Django;Flask;Spring Boot
Angular;ASP.NET;ASP.NET Core;Django;Flask;Spring Boot
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android;Debian;Linux (non-WSL)
Windows;Android;Debian;Linux (non-WSL)
GitHub;GitLab;Jira;Wikis
GitHub;GitLab;Wikis
GitHub;GitLab;Wikis
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
No
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
Neutral
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
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
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I don’t use AI tools regularly
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No, and I don't plan to
Not at all or minimally
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Integrating AI agents with my existing tools and workflows can be difficult.
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I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
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When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Software design techniques, Deep understanding of technologies, Tool usage
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