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13,701
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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);Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
2
Data or business analyst
null
null
null
null
Personal Project
Robust and complete API NA
Security or privacy concerns NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
2
null
Ukraine
UAH Ukrainian hryvnia
null
Yes
C;Java;Python;Scala;SQL
C++;Lua;Python;R;Rust;SQL
Python;SQL
NA NA
Yes
PostgreSQL
MySQL;PostgreSQL;SQLite
PostgreSQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Sublime Text;Visual Studio Code;Windsurf
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu
GitHub;GitLab;Google Colab;Google Workspace;Miro;Notion;Obsidian
GitHub;GitLab;Google Workspace;Miro;Notion
GitHub;GitLab;Google Workspace;Miro;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;LinkedIn
NA NA
null
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
NA NA
Not sure/can't remember
A few times per week
Less than one year
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Unsure
Neither trust nor distrust
Bad at handling complex tasks
Documenting code;Debugging or fixing code;Predictive analytics;Search for answers
null
null
Learning about a codebase;Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, it isn't
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
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.
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
I believe, that managing complex databases will still remain valuable in 3-5 years
null
null
13,701
13,702
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
35
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
45
Other (please specify):
null
null
null
No
Personal Project
Other (please specify): is open source, non-profit
Ethical concerns not FOSS
Other:
null
No
I have neither consider or transitioned into a new career or industry
4
4
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
WebStorm
WebStorm
WebStorm
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Markdown File
Markdown File
Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I don’t use AI tools regularly
no, i do creative work.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
null
ethics. values. principles.
null
null
13,702
13,703
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange;Books / Physical media
8
Developer, full-stack
I don’t know
Individual contributor
Remote
No
null
null
null
Transportation, or Supply Chain
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
95,000
Yes
Groovy;HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);Groovy;HTML/CSS;JavaScript;Python;SQL
Groovy;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Cosmos DB;MongoDB;MySQL;PostgreSQL
Cosmos DB;MongoDB;MySQL;PostgreSQL
Cosmos DB;MongoDB;MySQL;PostgreSQL
NA NA
Yes
Ansible;Composer;Docker;Heroku;Homebrew;Microsoft Azure;npm;Pip;pnpm;Poetry;Terraform;Vite;Yarn
Ansible;Composer;Docker;Heroku;Homebrew;Microsoft Azure;npm;Pip;pnpm;Poetry;Terraform;Vite;Yarn
Ansible;Composer;Docker;Heroku;Homebrew;Microsoft Azure;npm;Pip;pnpm;Poetry;Terraform;Vite;Yarn
NA NA
Yes
Django;Express;FastAPI;Flask;jQuery;Laravel;Next.js;Node.js;React;Vue.js
Django;Express;FastAPI;Flask;jQuery;Laravel;Next.js;Node.js;React;Symfony;Vue.js
Django;Express;FastAPI;Flask;jQuery;Laravel;Next.js;Node.js;React;Vue.js
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio Code;Xcode
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio Code;Xcode
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
MacOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;GitLab;Jira
Azure Devops;GitHub;GitLab;Jira
Azure Devops;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
null
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
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
95,000
7
13,703
13,704
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (full-time);Engaged in paid work (10-19 hours per week)
2
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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);Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc)
2
Founder, technology or otherwise
Just me - I am a freelancer, sole proprietor, etc.
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
School
Costs are manageable NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
10
5
India
INR Indian rupee
1,000,000
Yes
C;C++;Dart;Java;JavaScript;MATLAB;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C++;Dart;Java;JavaScript;Kotlin;MATLAB;PowerShell;Python;Rust;SQL;Swift;TypeScript
C;C++;Dart;Java;JavaScript;MATLAB;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;H2;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;FastAPI;Flask;Next.js;Node.js;React;WordPress
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
Large Language Model;Ollama
null
null
null
null
Windows;MacOS;Ubuntu
Windows;MacOS
GitHub;GitLab;Google Colab;Google Workspace
GitHub;Google Colab
GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Infrequently, less than once per year
null
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Testing code;Committing and reviewing code
null
null
null
null
It’s hard to understand how or why the code works
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
product pitching
11,624
6
13,704
13,705
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
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
13,705
13,706
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
4
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)
No, I didn't spend time learning in the past year
null
9
Database administrator or engineer
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
20
28
Russian Federation
RUB Russian ruble
2,400,000
Yes
Bash/Shell (all shells);Python;Rust
Bash/Shell (all shells);Rust;Mojo
Bash/Shell (all shells);Rust
Markdown Haskell, SuperCollider
Yes
PostgreSQL
null
null
NA NA
Yes
Cargo;Docker;Pacman
Docker;Kubernetes;Pacman
Docker;Pacman
NA nix
null
null
null
null
NA NA
Yes
Neovim
Neovim
Neovim
NA helix
uv
Large Language Model;Ollama;uv
uv
null
null
Arch
Arch;NixOS
GitHub;GitLab;Markdown File
Markdown File
Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News
Stack Overflow;Stack Exchange;Hacker News
stacker.news, simplex.chat, nostr simplex.chat, nostr
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Direct messaging of users
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Writing code;Search for answers;Learning new concepts or technologies
Debugging or fixing code
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
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.;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.
Integrating AI agents with my existing tools and workflows can be difficult.
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
learning new things/technologies; understanding complex ideas/concepts
30,623
9
13,706
13,707
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)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
11
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
7
11
Colombia
COP Colombian peso
270,000,000
Yes
HTML/CSS;Java;JavaScript;Swift;TypeScript
HTML/CSS;JavaScript;Swift;TypeScript
HTML/CSS;JavaScript;Swift;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
AngularJS;Next.js;Node.js;React;Svelte
Angular;React;Svelte
React;Svelte
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code;Xcode
Cursor;Visual Studio Code;Xcode
Cursor;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4
Tailwind CSS 4;SwiftData
Tailwind CSS 4
null
null
MacOS;iOS
MacOS;iOS
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Chat (bot/AI)
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Deployment and monitoring
Predictive analytics
Testing code;Committing and reviewing code
Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, to a great extent
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.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.
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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Design and creative work. AI can only replicate in it's current state
66,065
7
13,707
13,708
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
13
Developer, front-end
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 ultimately not purchased or used at my organization
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Software Development
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
null
Italy
EUR European Euro
40,000
Yes
Dart;HTML/CSS;JavaScript;SQL;TypeScript
Dart;HTML/CSS;JavaScript;SQL;TypeScript
Dart;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL
NA NA
null
Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Netlify;npm;Vite;Yarn
Docker;Firebase;Google Cloud;Netlify;npm;Vite;Yarn
Docker;Firebase;Google Cloud;Netlify;npm;Vite;Yarn
NA NA
Yes
Angular;Node.js;React;Vue.js
React;Vue.js
React;Vue.js
NA NA
Yes
Android Studio;Cursor;Notepad++;Visual Studio Code
Android Studio;Cursor;Notepad++;Visual Studio Code
Android Studio;Cursor;Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Android
Windows;iOS
Asana;GitHub;Google Workspace;Miro;Notion
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Discord;Dev.to;Medium
Discord;Dev.to;Medium
Discord;Dev.to;Medium
NA NA
null
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Deployment and monitoring;Search for answers
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code
Predictive analytics
Creating or maintaining documentation
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes for small tasks that I know how to solve but I don't feel like doing
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.;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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding what clients want and lay solid foundation for projects
46,406
null
13,708
13,709
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
16
Developer, AI apps or physical AI
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
25
50
Romania
EUR European Euro
65,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;Ruby;SQL
null
null
NA NA
Yes
Cosmos DB;Dynamodb;Microsoft SQL Server;Oracle;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Make
null
null
NA NA
No
null
null
null
NA NA
Yes
Bolt;Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Large Language Model;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;uv
null
null
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Miro
null
null
NA NA
X;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
Committing and reviewing code
Deployment and monitoring;Predictive analytics
Documenting code;Generating content or synthetic data
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;Business process automation;Decision intelligence;Data and analytics;Customer service support;Marketing;Robotics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
AI agents have helped me solve complex problems more effectively.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
Vertex AI;AutoGen (Microsoft);Llama Index;Semantic Kernel
null
arize
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Bolt.new
null
When I don’t trust AI’s answers;When I want to fully understand something
null
75,410
5
13,709
13,710
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Not employed
Attending school (part-time)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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);Blogs or podcasts
12
Developer, full-stack
null
null
null
null
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
null
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
6
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;OCaml;Python;Rust;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
NA NA
Yes
DuckDB;MongoDB;PostgreSQL;Redis;SQLite;Supabase
PostgreSQL;Supabase;Pocketbase
PostgreSQL;Supabase
TimescaleDB SpacetimeDB
Yes
APT;Cargo;Digital Ocean;Docker;Homebrew;Make;npm;Pip;pnpm;Railway;Supabase;Vercel;Vite;Yarn
Cargo;Digital Ocean;Docker;pnpm;Railway;Supabase;Vercel;Vite
Cargo;Digital Ocean;Docker;pnpm;Railway;Supabase;Vercel;Vite
Dokku, dnf, uv Dokku, dnf, uv
Yes
Deno;Express;FastAPI;Next.js;Node.js;Phoenix;React;Svelte;Vue.js
Deno;FastAPI;Next.js;Node.js;React
Deno;FastAPI;Next.js;Node.js;React
NA NA
Yes
Aider;Cursor;Neovim;Rider;Visual Studio;Visual Studio Code;VSCodium;Zed
Aider;Visual Studio Code
Aider;Visual Studio Code
Emacs Emacs
Tailwind CSS 4;Large Language Model;Pydantic;Shadcn/ui;Ollama;uv;Ultralytics
Tailwind CSS 4;Large Language Model;Pydantic;Ollama;uv
Tailwind CSS 4;Large Language Model;Pydantic;Ollama;uv
null
null
Windows;MacOS;Fedora
Fedora
GitHub;Google Workspace;Markdown File;Notion
GitHub;Markdown File;Notion
GitHub;Markdown File;Notion
Discord NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Testing code;Deployment and monitoring;Predictive analytics
Project planning;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase
Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No, vibe coding is not part of my professional development work. I am also hesitant to go anywhere near vibe coders or the code they produce.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Decision intelligence
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers
AI agents have helped me solve complex problems more effectively.
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.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
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.
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
Qdrant;pgvector
null
CrewAI;Ollama
null
null
null
ChatGPT;GitHub Copilot
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
System design/architecture. When building large systems, the current state of AI doesn't understand every detail of the software stack. Sometimes it can make bad decisions that paint developers into a corner. Developers who focus on architecture will be able to identify and communicate architectural issues to AI tools.
null
5
13,710
13,711
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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
10
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
20
10
United States of America
USD United States dollar
114,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Kotlin;Python;Rust;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
NA NA
Yes
BigQuery;MySQL;PostgreSQL;Redis
BigQuery;MySQL;PostgreSQL;Redis
BigQuery;MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cargo;Cloudflare;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;npm;Pacman;Pip;pnpm;Poetry;Webpack
Cargo;Docker;Google Cloud;Homebrew;Kubernetes;npm;Pacman;Poetry;Webpack
Cargo;Docker;Google Cloud;Homebrew;Kubernetes;npm;Pacman;Poetry;Webpack
NA NA
Yes
AngularJS;Flask;React
AngularJS;Flask;React
AngularJS;Flask;React
NA NA
Yes
Notepad++;PyCharm;Visual Studio Code
Notepad++;PyCharm;Visual Studio Code
Notepad++;PyCharm;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Arch;iPadOS
MacOS;Ubuntu;Linux (non-WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira
Confluence;GitHub;GitLab;Google Workspace;Jira
Confluence;GitHub;GitLab;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Not sure
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring
Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Other (write in):
LMAO, no. I tried it for three hours one day when we first got JetBrains Junie, and I promptly ran out of credits trying to get it to correct its mistakes. I do use it to ask what a function is used for (and where) in the codebase or to generate a little bit of boilerplate or complete simple tasks. It's also good if I want to change a variable or function name somewhere. I mostly use it as a stand-in for documentation when working with undocumented parts of the code.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding their tech stack and codebase, ability to write or at least review for good quality code, debugging, creative problem solving, communication, collaboration on design and architecture.
114,000
10
13,711
13,712
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
24
Developer, full-stack
null
null
null
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
Czech Republic
CZK Czech koruna
null
Yes
Elixir;Erlang;JavaScript
Elixir;Erlang;Python
Elixir;Erlang
NA Unison
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Docker
Docker;Kubernetes;Podman
Docker
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Vim;Visual Studio Code
Claude Code;Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;NixOS
Ubuntu
GitLab
GitLab
GitLab
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Substack
GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube
GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;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);Mistral AI models;openAI GPT (chatbot models);Perplexity Sonar models;Reka (Flash 3 or other Reka models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Generating content or synthetic data;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning;Writing code;Debugging or fixing code
Learning about a codebase;Testing code;Predictive analytics;Creating or maintaining documentation
Documenting code;Search for answers
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
yes
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Experience, Problem solving, Context, Security
null
8
13,712
13,713
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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
Videos (not associated with specific online course or certification)
4
Developer, front-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Good brand and public image NA
Ethical concerns NA
Software Development
Developing specialized expertise NA
No
I have strongly considered changing my career and/or the industry I work in
8
8
Pakistan
PKR Pakistani rupee
null
Yes
C++;HTML/CSS;JavaScript;Python;SQL
C++;HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript
C++;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
MySQL
Firebase Realtime Database;MongoDB;MySQL
MySQL
NA NA
Yes
Vite
Amazon Web Services (AWS);Composer;Docker;Firebase;Kubernetes;npm;Vite
Vite
NA NA
Yes
jQuery;Laravel;Node.js;React
Angular;Django;Flask;jQuery;Laravel;Next.js;React;Spring Boot
jQuery;Laravel;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;hostinger;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows;Ubuntu
Windows;Ubuntu
GitHub
GitHub;Jira
GitHub
NA NA
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Image generating models;openAI Reasoning models
openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
yes, absolutely !
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
problem-solving, critical thinking, first-thought principle, creativity, adaptability, understanding comprehension
null
5
13,713
13,714
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
11
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Spain
EUR European Euro
30,000
Yes
C#;Dart;HTML/CSS;SQL;TypeScript;Visual Basic (.Net)
Dart;Go;Kotlin;TypeScript
Dart;TypeScript
NA NA
Yes
null
null
null
SQL Server NA
Yes
Chocolatey;NuGet
Cloudflare;Firebase;Microsoft Azure;pnpm;Supabase;Vite
null
NA NA
Yes
ASP.NET;ASP.NET Core;FastAPI
Node.js;Vue.js
null
NA NA
Yes
Android Studio;Visual Studio;Visual Studio Code;Windsurf
Android Studio;Visual Studio Code;Windsurf;Zed
Android Studio;Visual Studio Code;Windsurf
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows
Windows
GitHub;GitLab
Azure Devops;GitHub
GitHub
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Medium;Company-sponsored forums
Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Medium;Company-sponsored forums
Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
No
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Other (write in): find a solution to my issue
No, not at all
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;Debugging or fixing code;Committing and reviewing code;Search for answers
null
Deployment and monitoring
Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Is a minor part of my professional development work.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Fundamentos de programación y entender cómo se desarrolla software
34,804
4
13,714
13,715
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
No, I didn't spend time learning in the past year
null
26
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Other (please specify): AI integration
Internet, Telecomm or Information Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,715
13,716
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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);School (i.e., University, College, etc)
9
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Availability of better alternatives NA
Higher Education
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
5
5
Chile
CLP Chilean peso
26,400,000
Yes
Dart;Go;HTML/CSS;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
Dart;Go;HTML/CSS;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
Dart;Go;HTML/CSS;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cassandra;Cloud Firestore;Dynamodb;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Heroku;Netlify;Pip;pnpm;Railway;Supabase;Vercel;Vite
Cloudflare;Docker;pnpm;Railway;Supabase;Vercel;Vite
Cloudflare;Docker;pnpm;Railway;Supabase;Vercel;Vite
Render Cloudflare D1
Yes
Angular;Astro;Express;FastAPI;NestJS;Next.js;Node.js;React;Svelte;Vue.js
Angular;Astro;Deno;Express;FastAPI;NestJS;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Angular;Astro;Express;FastAPI;NestJS;Next.js;Node.js;React;Svelte;Vue.js
NA NA
Yes
Android Studio;Bolt;Claude Code;Cursor;Lovable.dev;Sublime Text;Trae;Visual Studio;Visual Studio Code;Windsurf
Android Studio;Bolt;Claude Code;Cursor;Lovable.dev;Sublime Text;Windsurf
Android Studio;Bolt;Claude Code;Cursor;Lovable.dev;Sublime Text;Windsurf
NA NA
Tailwind CSS 4;hostinger;Pydantic;Google Gemini;Shadcn/ui
Tailwind CSS 4;Pydantic;Google Gemini;Shadcn/ui
Tailwind CSS 4;Pydantic;Google Gemini;Shadcn/ui
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);ChromeOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
Hacker News;X;YouTube;Twitch;LinkedIn
Hacker News;X;YouTube;Twitch;LinkedIn
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
Infrequently, less than once per year
Less than one year
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Committing and reviewing code;Learning new concepts or technologies
null
Writing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite
Si, forma parte, siempre lo uso para comenzar a maquetar y luego comienzo a trabajar sobre lo que se crea
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Customer service support
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;Perplexity;Bolt.new;Lovable.dev
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;When I need quick help troubleshooting
Las tareas sencillas ya no exisitirás, las dificiles serán las fáciles, y las casi imposibles serán las nuevas difíciles, pero las habilidades seguirán siendo las mismas que ahora, si eres proactivo y estudies lo que más puedas siempres te mantendrás a flote
27,992
9
13,716
13,717
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
null
Employed
Engaged in paid work (20-29 hours per week)
null
Yes, I am new to coding or currently a student
Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
Student
1,000 to 4,999 employees
null
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Availability of better alternatives NA
Healthcare
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
null
null
Brazil
BRL Brazilian real
null
Yes
C#;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Ruby;SQL;TypeScript
C#;PowerShell;SQL
C#;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;MySQL
Firebase Realtime Database;MySQL;SQLite
MySQL
NA NA
Yes
Heroku;Microsoft Azure;npm
Docker;Firebase;Google Cloud;Microsoft Azure
Microsoft Azure
NA NA
Yes
Django;Flask;NestJS;Next.js;Node.js;React;Ruby on Rails;Spring Boot
React
React
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio Code
Android Studio;Vim;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
Reddit
Stack Overflow;Reddit
Reddit
NA NA
null
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Not sure
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
Generating content or synthetic data
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work weekly
No, but my development work has significantly changed due to non-AI factors
null
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
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.;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.
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 want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
null
null
null
13,717
13,718
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
12
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
6
3
Canada
CAD Canadian dollar
215,000
Yes
Ada;Bash/Shell (all shells);Go;HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);Go;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;JavaScript;SQL;TypeScript
NA NA
Yes
BigQuery;Cloud Firestore
BigQuery;Cloud Firestore;Redis
BigQuery;Cloud Firestore
NA NA
Yes
Datadog;Digital Ocean;Docker;Firebase;Google Cloud;npm;Terraform;Webpack;Yarn
Datadog;Docker;Firebase;Google Cloud;Kubernetes;npm;Terraform;Vercel;Vite;Yarn
Datadog;Docker;Firebase;Google Cloud;npm;Terraform;Yarn
NA NA
Yes
Angular;Express;Next.js;Node.js;React
Deno;Express;Node.js;React;Vue.js
Express;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor
Cursor
NA NA
null
null
null
null
null
MacOS
MacOS
Azure Devops;GitHub;Linear;Notion
Azure Devops;GitHub;GitLab;Linear;Notion
Azure Devops;GitHub;Linear;Notion
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning;Creating or maintaining documentation
Learning about a codebase;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Only for experimental projects
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
Devin, Cursor
null
null
null
null
ChatGPT;GitHub Copilot;Devin AI
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Quality Assurance, Describing Problems
156,860
7
13,718
13,719
I am a developer by profession
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);Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Books / Physical media;School (i.e., University, College, etc)
5
Student
null
null
null
null
School
Customizable and manageable codebase NA
Ethical concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
13
6
Spain
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Lua;MATLAB;OCaml;Python;R;Rust;SQL;TypeScript
C;Go;HTML/CSS;Java;JavaScript;Lua;OCaml;Python;Rust;TypeScript
C;Go;HTML/CSS;Java;JavaScript;Lua;OCaml;Python;Rust;TypeScript
NA NA
Yes
H2;Microsoft SQL Server;PostgreSQL;SQLite;Supabase
PostgreSQL;SQLite;Supabase
PostgreSQL;SQLite;Supabase
NA NA
Yes
Cargo;Docker;Gradle;Make;npm;Pacman;Vite
Cargo;Docker;Make;Pacman;Vite
Cargo;Docker;Make;Pacman;Vite
NA NA
Yes
Astro;Next.js;Node.js;React
Angular;AngularJS;Astro;Node.js;Phoenix;React;Spring Boot;Svelte;Vue.js;Axum
Astro;Node.js;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code;Zed
Jupyter Notebook/JupyterLab;Neovim;Vim;Zed
Jupyter Notebook/JupyterLab;Neovim;Vim;Zed
NA NA
Shadcn/ui
Polars;Shadcn/ui
Shadcn/ui
null
null
Debian;Linux (non-WSL);Arch
Ubuntu;Linux (non-WSL)
GitHub
GitHub;Notion;Obsidian
GitHub
NA NA
Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;Twitch;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning 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 1 and 3 years
Less than once every 2 - 3 months
Chat (people);Direct messaging of users;Chat (bot/AI)
Ask a question NA
No, not really
More than half the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Documenting code;Learning new concepts or technologies
Writing code;Debugging or fixing code
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Testing code;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;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
supabase
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;v0.dev;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
I believe that creativity, empathy, critical and personal opinion, and human relationships are important.
null
null
13,719
13,720
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.)
22
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
Colleague or on-the-job training
35
Developer, full-stack
100 to 499 employees
null
null
No
Work
null
null
Energy
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,720
13,721
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
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
AI integration or AI Agent capabilities NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
2
Canada
CAD Canadian dollar
85,500
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Chat (bot/AI)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
62,379
7
13,721
13,722
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges
5
Data engineer
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Inefficient or time-costly NA
Healthcare
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
15
10
United States of America
USD United States dollar
120,000
Yes
C#;Java;PowerShell;Python;R;Scala;SQL
C#;Python;R;Rust
C#;Python;R
NA Q#
Yes
BigQuery;Cosmos DB;Databricks SQL;Microsoft SQL Server;Neo4J;Oracle;Snowflake
Cosmos DB;Databricks SQL;DuckDB;Neo4J;Redis;Snowflake
Cosmos DB;Databricks SQL;Neo4J;Snowflake
NA Pinecone, Vector Databases
Yes
Amazon Web Services (AWS);Datadog;Google Cloud;Maven (build tool);Microsoft Azure;Pip
Datadog;Docker;Microsoft Azure;Pip;Splunk;Terraform
Datadog;Microsoft Azure;Pip
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
NA .NET Aspire (for cloud native)
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio;Visual Studio Code
Azure Data Studio Azure Data Studio
.NET 8 or higher;Polars;Microsoft Fabric
.NET 8 or higher;Polars;RAG;Microsoft Fabric
.NET 8 or higher;Polars;Microsoft Fabric
null
null
Windows;Windows Subsystem for Linux (WSL);iOS
Windows;Windows Subsystem for Linux (WSL);Red Hat
Azure Devops;GitHub;Markdown File;Notion;Obsidian
Azure Devops;GitHub;Google Colab;Notion;Obsidian
Azure Devops;GitHub;Notion;Obsidian
Shortcut.com , Excalidraw Shortcut.com , Excalidraw
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
FreeCodeCamp FreeCodeCamp
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models)
Microsoft Phi-4 models
Microsoft Phi-4 models
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
null
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring
Project planning;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, only using portions of AI generated code for development. I mostly use it for documentation, debugging, and exploring new capabilities. However, it isn't always 100% so I am reluctant to use entirely for large/critical portions projects.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Business process automation;IT operations;Data and analytics
Vector databases for AI applications;Integration with external agents and APIs
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
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
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 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
There is going to be a larger need for developers with larger needs/more careful processes in QA, Cybersecurity, Data and Cloud. - More AI will mean more mistakes by people who do not fully understand the AI solution(s) this will need to be debugged and verified that the generated AI code is doing exactly what you want it to - Some of the code may present security vulnerabilities without realizing it. Important to have people well versed in this area - There will be more data to process than ever before.... especially with AI. what should a business/organization care about... how do we make sense of it? How can we make more AI/ML with it? - More and more businesses are moving to cloud making on-prem less necessary. Everything is on the cloud and even if the next big thing happens , cloud will still be relevant for at least 5 years. - AWS/Azure/GCP Quantum computing will eventually become the next major trend. - Q#
120,000
8
13,722
13,723
I code primarily as a hobby
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
null
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
5
5
Malaysia
MYR Malaysian ringgit
null
Yes
Assembly;C
Assembly;C;C++;Java;Rust
Assembly;C
NA NA
No
null
null
null
NA NA
Yes
Docker;Make;Pacman;Podman
Make;Pacman;Podman
Make;Pacman;Podman
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Arch
Arch
GitHub
GitHub
GitHub
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Infrequently, less than once per year
Less than one year
Infrequently, less than once per year
Chat (people);Long-form articles;Direct messaging of users;Chat (bot/AI)
null
No, not at all
Rarely, almost never
No, and I don't plan to
Favorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Testing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics
null
null
I’ve become less confident in my own problem-solving
no
No, and I don't 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.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
null
13,723
13,724
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I didn't spend time learning in the past year
null
10
Student
null
null
null
null
School
null
null
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Denmark
DKK Danish krone
null
Yes
Bash/Shell (all shells);Python;R;Rust;SQL
Bash/Shell (all shells);Python;R;Rust;SQL
Bash/Shell (all shells);Python;R;Rust;SQL
NA NA
Yes
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Linux (non-WSL);Arch;NixOS
Ubuntu;Linux (non-WSL);Arch;NixOS
GitHub
GitHub
GitHub
NA NA
null
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
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
null
null
null
null
null
null
null
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,724
13,725
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
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;Stack Overflow or Stack Exchange
26
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
Poor usability NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
India
INR Indian rupee
5,500,000
Yes
Groovy;JavaScript;Perl;Python;Ruby;SQL
JavaScript;Perl;Python;Ruby;SQL
JavaScript;Perl;Python;Ruby;SQL
NA NA
Yes
Cassandra;Elasticsearch;MongoDB;MySQL;PostgreSQL
MongoDB;MySQL;PostgreSQL
MongoDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Homebrew;Kubernetes;npm;Pip;Vite;Yarn
Amazon Web Services (AWS);Ansible;Docker;Homebrew;Kubernetes;npm;Pip;Vite;Yarn
Amazon Web Services (AWS);Ansible;Docker;Homebrew;Kubernetes;npm;Pip;Vite;Yarn
NA NA
Yes
AngularJS;Django;FastAPI;Flask;React;Vue.js
Django;FastAPI;Flask;React;Vue.js
Django;FastAPI;Flask;React;Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Debian;Red Hat
Windows;MacOS;Ubuntu;Debian;Red Hat
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;YouTube;LinkedIn
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 month or weekly
Chat (people);Long-form articles;Videos;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers
null
Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
63,932
10
13,725
13,726
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
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;Blogs or podcasts
11
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
2
0
United States of America
USD United States dollar
170,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;TypeScript
C#;Swift;TypeScript
C#;TypeScript
NA NA
Yes
Cosmos DB;MySQL
null
null
NA NA
Yes
Chocolatey;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Prometheus;Splunk;Terraform;Vercel;Vite
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Express;Node.js;Vue.js
Blazor;Vue.js
Vue.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Documenting code;Testing code;Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
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.;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
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Communication, problem solving
170,000
8
13,726
13,727
I am learning to code
25-34 years old
Other (please specify):
Not employed
Attending school (part-time);Engaged in paid work (less than 10 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Coding Bootcamp
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)
6
Engineering manager
10,000 or more employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
9
9
Israel
ILS Israeli new shekel
null
Yes
Groovy;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
PostgreSQL
Dynamodb;MongoDB;MySQL;SQLite
null
NA NA
Yes
Ansible;Docker;Homebrew;Kubernetes;Maven (build tool);npm;Splunk;Terraform;Vite
Google Cloud;Make;Maven (build tool);npm;Vite;Yarn
Maven (build tool);npm;Vite
NA NA
Yes
Express;FastAPI;Next.js;Node.js;React;Vue.js
Django;Express;FastAPI;Flask;jQuery;Laravel;Next.js;Node.js;React;Vue.js;WordPress
Express;FastAPI;Next.js;Node.js;React;Vue.js
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS
MacOS
GitHub
Airtable;Azure Devops;GitHub;GitLab
GitHub
NA NA
Stack Overflow;Stack Exchange;Slack (public channels, not work)
Slack (public channels, not work)
Slack (public channels, not work)
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
No
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI);Other (write in):
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I haven’t encountered any problems
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
soft skills, independent learning, problem solving,
null
null
13,727
13,728
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
19
Developer, front-end
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
10
30
Ukraine
UAH Ukrainian hryvnia
720,000
Yes
JavaScript;PowerShell;Python;SQL
JavaScript;Python;SQL;TypeScript
JavaScript;Python;SQL
NA NA
Yes
MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Chocolatey;Cloudflare;Netlify;npm;Pip;Vercel;Vite;Webpack
Chocolatey;Cloudflare;Digital Ocean;Docker;Kubernetes;Netlify;npm;Pip;Vercel;Vite
Chocolatey;Cloudflare;Netlify;npm;Pip;Vercel;Vite
NA NA
Yes
FastAPI;Flask;jQuery;Next.js;Node.js;React
Deno;Django;Flask;Next.js;Node.js;React;Svelte
Flask;Next.js;Node.js;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Large Language Model
Large Language Model
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Google Workspace;Jira;Trello
Confluence;GitHub;Google Workspace;Obsidian;Trello
Confluence;GitHub;Google Workspace;Trello
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not really
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;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Learning about a codebase;Project planning;Creating or maintaining documentation
Testing code
Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Yes.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
null
null
AI agents have improved the quality of my code.;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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
AI Engineering. In 10-ish years developers will be mostly obsolete.
17,256
3
13,728
13,729
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
28
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
10
2
Germany
EUR European Euro
65,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;SQLite
null
null
NA NA
Yes
Docker;MSBuild;npm;NuGet
null
null
NA NA
Yes
Angular
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Windows
Windows
Azure Devops;Confluence
null
null
NA NA
LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
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
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code
Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite
it is not
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
understanding what product managers actually want
75,410
null
13,729
13,730
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
7
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Availability of better alternatives NA
Fintech
Collaboration and support from a team NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
null
null
Russian Federation
RUB Russian ruble
null
Yes
Bash/Shell (all shells);HTML/CSS;Python;R;SQL
Go;Rust
null
NA Haskell
Yes
MySQL;PostgreSQL;Redis;Clickhouse
BigQuery;Elasticsearch;Firebase Realtime Database
null
Vertica NA
Yes
Docker;Pip;Poetry
null
null
NA NA
Yes
FastAPI
null
null
Streamlit NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
Aider;Cursor
null
NA NA
Polars;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;LangGraph;uv
null
null
null
null
Ubuntu;Android
Windows
GitHub;GitLab;Google Colab;Jira;Markdown File;Miro;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;Medium
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 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
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Predictive analytics
Writing code;Documenting code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No!
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
9
13,730
13,731
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
2
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Availability of better alternatives NA
Other:
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
5
5
Chile
CLP Chilean peso
null
Yes
HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;TypeScript
HTML/CSS;JavaScript;Lua;Rust;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Dynamodb;MySQL;PostgreSQL
PostgreSQL;Supabase
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Bun;Composer;Digital Ocean;Docker;npm;pnpm;Vercel;Vite
Amazon Web Services (AWS);Bun;Cloudflare;Docker;pnpm;Supabase;Vercel;Vite
Amazon Web Services (AWS);Bun;Docker;pnpm;Vercel;Vite
NA NA
Yes
Astro;Next.js;Node.js;React;Svelte
Astro;Next.js;Node.js;React;Svelte
Astro;Next.js;Node.js;React;Svelte
Bun, Hono Bun, Hono
Yes
Cursor;Neovim;Windsurf;Zed
Cursor;Neovim;Windsurf;Zed
Cursor;Neovim;Windsurf;Zed
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Large Language Model;Shadcn/ui;Ollama
Tailwind CSS 4;Shadcn/ui
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);Arch
MacOS
GitHub;Jira;Notion
GitHub;Notion;Obsidian
GitHub;Notion
NA NA
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;Twitch
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;Twitch
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Infrequently, less than once per year
I don't use Stack Overflow
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Debugging or fixing code;Testing code;Creating or maintaining documentation
null
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Predictive analytics;Learning new concepts or technologies
Writing code;Documenting code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Other (write in):
Yes, but I try to create rules within the environment that force me to find solutions on my own, I don't let the AI give me 100% of the solutions.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Data and analytics
null
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
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot;v0.dev;Perplexity
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
Any kind of specialization in any kind of technology, AI is just a tool, a second brain, it does not come to replace what you already know, only to enhance what you can do.
null
8
13,731
13,732
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
12
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Good brand and public image NA
null
Internet, Telecomm or Information Services
null
No
I have transitioned into a new career and/or industry voluntarily
1
9
India
INR Indian rupee
5,600,000
Yes
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Datadog;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Terraform
Amazon Web Services (AWS);Ansible;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;New Relic;Prometheus;Splunk;Terraform
Amazon Web Services (AWS);Ansible;Datadog;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Terraform
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS;Ubuntu
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Obsidian
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Obsidian
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Obsidian
NA NA
Stack Overflow;Reddit;Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Direct messaging of users
null
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
65,094
null
13,732
13,733
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
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
8
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Software Development
null
Yes
I have somewhat considered changing my career and/or the industry I work in
5
5
Mexico
MXN Mexican peso
817,000
Yes
Dart;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Rust;Swift
null
NA NA
Yes
Neo4J;PostgreSQL;Redis;SQLite
Databricks SQL;Dynamodb;Elasticsearch
null
NA NA
Yes
Bun;Cloudflare;Composer;Docker;Homebrew;Make;npm;Vite
Cargo;Datadog
null
uv NA
Yes
Astro;FastAPI;React
Vue.js
null
NA NA
Yes
IntelliJ IDEA;PyCharm;Visual Studio Code;WebStorm;Zed
null
null
NA NA
Tailwind CSS 4;Pydantic;uv
Polars;hostinger;RAG
null
null
null
MacOS;iPadOS
Windows;MacOS
Azure Devops;Confluence;GitHub;Jira;Notion;Obsidian;Trello
Clickup
null
NA NA
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Answer a question NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Documenting code;Debugging or fixing code;Search for answers
Project planning;Deployment and monitoring
Learning about a codebase;Testing code;Committing and reviewing code;Predictive analytics
Writing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;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 learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
problem solving
43,006
8
13,733
13,734
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
7
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
5
10
Brazil
BRL Brazilian real
null
Yes
Bash/Shell (all shells);HTML/CSS;Python;R;Ruby;Rust
HTML/CSS;Python;Rust
HTML/CSS;Python;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Jekyll Jekyll
Yes
VSCodium;Zed
VSCodium;Zed
VSCodium;Zed
NA NA
hostinger;Large Language Model;Ollama;uv
Polars;hostinger;Large Language Model;Ollama;uv
hostinger;Large Language Model;Ollama;uv
null
null
Ubuntu;Debian;Linux (non-WSL)
Debian;Linux (non-WSL)
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
Quarto, Typst Quarto, Typst
Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models)
DeepSeek (R- Reasoning models)
Qwen Qwen
Yes
Less than once every 2 - 3 months
Between 3 and 5 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 at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Writing code;Deployment and monitoring;Predictive analytics
null
null
Documenting code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I 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.
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
Creativity. Code with complex logic. Optimal solutions and efficiency. High customization. Fully understanding code.
null
null
13,734
13,735
I used to be a developer by profession, but no longer am
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
Volunteering (regularly)
50
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 for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
50
Academic researcher
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
null
null
null
3
France
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
Yes, I use AI tools weekly
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Search for answers
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
Writing code
AI solutions that are almost right, but not quite
no. I prefer limiting use of AI to identified sub tasks, rather than large project.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
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.
null
AI agents have reduced the time spent on specific development tasks.
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
perplexity
null
null
null
null
null
null
null
null
null
null
13,735
13,736
I code primarily as a hobby
35-44 years old
Primary/elementary school
Not employed
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Other (please specify):
null
null
null
null
Personal Project
Other (please specify): Genuinely respectful of privacy
Security or privacy concerns Excessively frequent updates
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Ireland
EUR European Euro
null
Yes
Assembly;C;C++;Java
C;C++;Java
C;C++;Java
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Notepad++
Eclipse;Notepad++
Eclipse;Notepad++
Arduino Arduino
null
null
null
null
null
Debian;Linux (non-WSL)
null
null
null
null
NA NA
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Message Boards
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
You have made my life worse by telling me that "vibe coding" exists.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
Other (please specify):
null
null
null
13,736
13,737
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
22
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
8
5
Switzerland
CHF Swiss franc
110,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;PowerShell;Python
Assembly;Bash/Shell (all shells);C;C#;C++;PowerShell;Python;Rust;Swift;Zig
Assembly;Bash/Shell (all shells);C;C#;C++;PowerShell;Python
VHDL VHDL
No
null
null
null
NA NA
Yes
APT;Chocolatey;Microsoft Azure;Ninja;NuGet;Pip
APT;Cargo;Ninja;Pip
APT;Ninja;Pip
NA NA
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code;VSCodium
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code;VSCodium;Zed
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code;VSCodium
NA NA
c++23
c++23
c++23
null
null
Ubuntu;Android
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Wikis
Doxygen;GitLab;Markdown File;Wikis
Doxygen;GitLab;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
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
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Creativity, problem solving, software architecture, software safety, software security
136,392
8
13,737
13,738
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
1
1
Nigeria
NGN Nigerian naira
null
Yes
HTML/CSS;JavaScript;TypeScript
PHP;Rust;SQL
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;Redis
Supabase
null
Appwrite Postgress
Yes
Amazon Web Services (AWS);Docker;Firebase;Netlify;npm;Supabase;Vercel;Vite;Yarn
Cloudflare;Digital Ocean
null
NA NA
Yes
Express;NestJS;Next.js;Node.js;React
Angular;jQuery;Nuxt.js;WordPress
null
NA NA
Yes
Bolt;Visual Studio Code
null
null
NA NA
Tailwind CSS 4
Odoo;Ollama
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Android;Windows Subsystem for Linux (WSL)
Clickup;GitHub;GitLab;Notion;Obsidian
Miro
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Slack (public channels, not work)
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
NO. DISGUSTING
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to learn best practices;I don’t think I’ll need help from people anymore
Low level programming and software architectural concepts and practices
null
3
13,738
13,739
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
29
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
Online Courses or Certification (includes all media types)
35
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project good documentation
Availability of better alternatives poor documentation
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
20
8
Germany
EUR European Euro
93,000
Yes
C;C++;HTML/CSS;Java;Perl;Python;Ruby
C++;HTML/CSS;Python;Ruby
C++;HTML/CSS;Python;Ruby
Haskell NA
Yes
MariaDB;SQLite
MariaDB;SQLite
MariaDB;SQLite
NA NA
Yes
Docker;Pip
Amazon Web Services (AWS);Docker
Docker
NA NA
Yes
Ruby on Rails
null
null
NA NA
Yes
Android Studio;Eclipse;Visual Studio Code
null
null
NA NA
c++23
c++23
c++23
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Confluence;Doxygen;GitHub;Wikis
Confluence;Doxygen;GitHub;Wikis
Confluence;Doxygen;GitHub;Wikis
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
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
null
Ask a question NA
No, not really
Rarely, almost never
No, but I plan to soon
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;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
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;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
all skills, I don't think AI tools will be much benefitial
107,894
5
13,739
13,740
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
13
Developer, full-stack
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Other:
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
12
10
United States of America
USD United States dollar
195,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Lisp;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Python;Rust;SQL;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Datadog;Docker;Google Cloud;Make;Ninja;npm;Pacman;Pip;Vite
Ansible;APT;Cargo;Docker;Google Cloud;Pacman;Pip
Ansible;APT;Cargo;Docker;Google Cloud;Pacman;Pip
uv uv
Yes
React
React
React
NA NA
Yes
Neovim;RustRover;Vim;Visual Studio Code;VSCodium
Neovim;RustRover;Vim;Visual Studio Code;VSCodium
Neovim;RustRover;Vim;Visual Studio Code;VSCodium
NA NA
uv
uv
uv
null
null
Fedora
MacOS;Ubuntu;Linux (non-WSL)
GitHub;GitLab;Jira;Markdown File;Trello;Wikis
GitHub;GitLab;Jira;Markdown File;Trello;Wikis
GitHub;GitLab;Jira;Markdown File;Trello;Wikis
rustdoc rustdoc
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
null
Other (write in):
Absolutely not. I have no interest in offloading my thoughts and design work to a machine. Previous experiments have given me no confidence that AI can handle the sorts of tasks that I do.
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.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
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’m stuck and can’t explain the problem
Architecting, UX, people relations, knowing what to build, debugging, and performance optimizations.
195,000
6
13,740
13,741
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
25
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
10
Peru
USD United States dollar
0
No
null
null
null
NA NA
Yes
Firebase Realtime Database;IBM DB2;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Drupal;WordPress
null
null
Mvcframework, mormot NA
Yes
Android Studio;Claude Code;Eclipse;Notepad++;Sublime Text
null
null
Rad studio NA
c++23;Delphi 12+ Athens
c++23;Google Gemini;Delphi 12+ Athens
c++23;Delphi 12+ Athens
null
null
null
Windows;MacOS;Ubuntu;Android;iOS;iPadOS;Fedora
GitHub
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Club delphi, delphi access, delphi solidario, delphi comunidad NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
A few times per week
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering;Business process automation;IT operations
Language processing;Vector databases for AI applications
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
13,741
13,742
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
10
System administrator
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Easy-to-use API NA
Inefficient or time-costly NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
4
3
Poland
PLN Polish zloty
null
Yes
C#;Go;HTML/CSS;Python
Java;Rust;TypeScript
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
Elasticsearch;Redis;Supabase
null
NA NA
Yes
Ansible;APT;Docker;Make;NuGet;Pip
Amazon Web Services (AWS);Cloudflare;Kubernetes;Supabase;Terraform
null
NA NA
Yes
ASP.NET Core;WordPress
FastAPI;Node.js
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Android Studio;IntelliJ IDEA
null
NA NA
.NET 8 or higher;Large Language Model;Google Gemini
null
null
null
null
Windows;Debian
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;Markdown File;Notion;Wikis
Confluence;Jira
null
Microsoft Teams, Kanboard NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models)
null
null
ChatGPT NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Coding challenges;Direct messaging of users;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Less than half of the time
Yes, I use AI tools weekly
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;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Predictive analytics
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
null
Search for answers
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, and I don't plan to
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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
team work
null
null
13,742
13,743
I am a developer by profession
18-24 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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;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
7
Student
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Other:
You like your manager Remote
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
10
Peru
PEN Peruvian sol
18,000
Yes
HTML/CSS;Java;JavaScript;Lua;Python;SQL;TypeScript;VBA
COBOL;Fortran;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
H2;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite;Supabase
Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;Supabase
MongoDB;MySQL;PostgreSQL;Supabase
NA NA
Yes
Ansible;Chocolatey;Composer;Docker;npm;Pip;pnpm;Supabase
Docker;Google Cloud;npm;Pip;pnpm;Supabase;Yarn
Docker;npm;Pip;pnpm;Supabase
NA NA
Yes
Astro;Express;FastAPI;Next.js;Node.js;React;Spring Boot;Vue.js;WordPress
Astro;Laravel;NestJS;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Vue.js
Astro;Next.js;Node.js;React;Vue.js
NA NA
Yes
Visual Studio Code;Windsurf
Claude Code;Cursor;Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;hostinger;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
Windows;Android;Windows Subsystem for Linux (WSL);iOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;Miro;Notion;Obsidian;Trello
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;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, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code
Committing and reviewing code;Deployment and monitoring
Project planning;Documenting code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Learning about a codebase;Predictive analytics;Creating or maintaining documentation
Search for answers;Generating content or synthetic data
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, I ask AI tools a lot, but despite I can get the full code, I don't use it. I prefer when AI just focuses on an determinate issue, and work together to find the best solution.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Customer service support
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.
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 accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify):
Quick thinking, communication, coming up with new ways to solve something, being good at the entire software lifecycle.
5,015
8
13,743
13,744
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Engaged in paid work (less than 10 hours per week)
null
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)
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
2
Student
Just me - I am a freelancer, sole proprietor, etc.
null
null
null
null
null
null
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Argentina
ARS Argentine peso
null
Yes
Bash/Shell (all shells);Python
Assembly;Bash/Shell (all shells);C;C#;PowerShell;Python;Rust
Bash/Shell (all shells);Python
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Chocolatey;Docker;Make;Pacman;Pip
APT;Cargo;Make;Pacman
APT;Cargo;Make;Pacman
NA NA
No
null
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Nano;Neovim;Visual Studio Code;VSCodium
Nano;Neovim;Visual Studio;Visual Studio Code;Zed
Nano;Neovim;Visual Studio Code
NA helix
null
null
null
null
null
Linux (non-WSL);Arch;Pop!_OS;NixOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Fedora
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, but I plan to soon
Unsure
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Testing code;Predictive analytics
Documenting code;Creating or maintaining documentation
Writing code;Deployment and monitoring
Learning about a codebase;Generating content or synthetic data
Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
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, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
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 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
null
null
null
13,744
13,745
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
14
Applied scientist
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Energy
null
No
I have neither consider or transitioned into a new career or industry
15
null
United States of America
USD United States dollar
240,000
Yes
Bash/Shell (all shells);Fortran;Java;Perl;Python;R;SQL
Bash/Shell (all shells);Fortran;Java;Perl;R;SQL
Bash/Shell (all shells);Fortran;Java;Perl;R;SQL
NA NA
Yes
Databricks SQL;InfluxDB;Microsoft SQL Server;MySQL;PostgreSQL
InfluxDB;Microsoft SQL Server;MySQL;PostgreSQL
InfluxDB;Microsoft SQL Server;MySQL;PostgreSQL
NA NA
Yes
Ansible;Docker;Gradle;Kubernetes;Make;Maven (build tool)
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
Posit Workbench NA
null
null
null
null
null
MacOS
Windows;MacOS;Ubuntu
Azure Devops;Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
BitBucket NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Domain knowledge
240,000
null
13,745
13,746
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
25
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
2
2
Andorra
EUR European Euro
45,000
Yes
C;HTML/CSS;JavaScript;MicroPython;PHP;Python;SQL;TypeScript
HTML/CSS;MicroPython;Python;Rust;TypeScript
HTML/CSS;MicroPython;Python;TypeScript
NA NA
Yes
PostgreSQL;Supabase
Redis;SQLite;Supabase
Supabase
NA NA
Yes
Docker;Homebrew;Make;npm;Pip;Supabase;Vite
Cloudflare;Docker;Homebrew;npm;Pip;Podman;Poetry;Supabase;Vite
Docker;Homebrew;npm;Pip;Supabase;Vite
Orbstack Orbstack
Yes
Astro;Express;Node.js;Vue.js;WordPress
Astro;Flask;Node.js;Vue.js
Astro;Node.js;Vue.js
NA NA
Yes
Bolt;Cursor;Lovable.dev;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Ollama
uv
null
null
null
MacOS
MacOS;Ubuntu
Airtable;Clickup;GitHub;Google Workspace;Markdown File;Notion;Trello
GitHub;Google Workspace;Markdown File;Notion
GitHub;Google Workspace;Markdown File;Notion
NA NA
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Generating content or synthetic data
Testing code;Deployment and monitoring;Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
architecture, criticism
52,207
7
13,746
13,747
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
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
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
13,747
13,748
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);Attending school (part-time)
1
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;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;Stack Overflow or Stack Exchange
3
AI/ML engineer
20 to 99 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Ethical concerns 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
Prolog;Python;R;SQL
null
null
NA NA
Yes
BigQuery;Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis
BigQuery
BigQuery
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio
null
null
NA NA
RAG;Ollama
null
null
null
null
Debian
null
Obsidian
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Day-in-the-life profiles/interviews with experts
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
null
Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Data and analytics
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
null
10
13,748
13,749
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
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
2
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
null
null
Other:
Innovation through solving challenging and complex problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
null
India
INR Indian rupee
321,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Comment on Q&A posts 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
3,731
0
13,749
13,750
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
37
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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);Blogs or podcasts
49
Developer, game or graphics
null
null
null
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Manufacturing
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
0
Yes
Bash/Shell (all shells);C++;GDScript;HTML/CSS;JavaScript;Python
C++;Dart;GDScript;HTML/CSS;JavaScript;Python;Zig
C++;GDScript;HTML/CSS;JavaScript;Python
Julia, Odin Julia, Odin
No
null
null
null
NA NA
Yes
Docker;Make;Ninja;npm;Pacman;Vite;Yarn
Amazon Web Services (AWS);Bun;Digital Ocean;Docker;Google Cloud;Kubernetes;Ninja;Pacman;Vite;Yarn
Docker;Ninja;Pacman;Vite;Yarn
NA NA
Yes
Svelte
FastAPI;Svelte;Vue.js
Svelte
NA NA
Yes
null
null
null
Pluto Pluto
c++23;hostinger;Google Gemini
c++23;hostinger;Large Language Model;Google Gemini;uv
c++23;hostinger;Google Gemini
null
null
Arch
Windows;Linux (non-WSL);Arch
GitHub;Markdown File
GitHub;GitLab;Google Workspace;Markdown File;Notion;Obsidian
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Substack;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
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;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
Nope! Looks nutty to me.
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
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Envisioning the thing or system to be made. Writing requirements, at least the main items. Special tough-case troubleshooting. Aesthetics both technical and UX. Creating and maintaining one-off few-user in-house tools peculiar to the team or group. Clever solutions to performance bottlenecks. Writing documentation that explains why, how, the big concepts (in contrast to technically detailed API, classes and methods etc that tools like doxygen can auto-generate) Judging quality and suitability for purpose of the made artifacts.
null
6
13,750
13,751
I am learning to code
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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
2
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
4
Chile
CLP Chilean peso
0
Yes
C;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
C;C++;HTML/CSS;JavaScript;Lua;Python;Rust;SQL;TypeScript
C;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
NA NA
null
SQLite
null
null
NA NA
Yes
npm;Vercel
Supabase;Vercel
Vercel
NA NA
Yes
Next.js;Node.js;React
Astro;Next.js;Node.js;React;Ruby on Rails
Next.js;Node.js;React
NA NA
Yes
Neovim;Visual Studio Code
Neovim;Windsurf
Neovim
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Android;Linux (non-WSL);Arch
Windows;Linux (non-WSL);Arch
GitHub
GitHub;GitLab
GitHub
NA NA
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot 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
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Other (write in): Resolve my questions
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Learning new concepts or technologies
null
Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
Project planning;Writing code;Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Nop, it's not part of my development work.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Customer service support
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have helped me automate repetitive tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
The human interaction and important decision.
null
null
13,751
13,752
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts;Books / Physical media
31
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reliability and low latency NA
Ethical concerns NA
Fintech
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
10
4
Poland
PLN Polish zloty
360,000
Yes
Assembly;Bash/Shell (all shells);C;C++;JavaScript;Lisp;Python;SQL
Assembly;Bash/Shell (all shells);C++;Lisp;Python;Rust;SQL
Assembly;Bash/Shell (all shells);C++;Lisp;Python;SQL
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Ansible;Docker;Google Cloud;Homebrew;Ninja
Docker;Ninja;Podman
Docker;Ninja
NA NA
Yes
null
null
null
Wt Wt
Yes
IntelliJ IDEA;PyCharm;Vim;Visual Studio;Xcode
PyCharm;Vim
PyCharm;Vim
KDevelop KDevelop
c++23
c++23
c++23
null
null
Windows;MacOS;Android;Debian;Fedora
Windows;Red Hat
Asana;Confluence;Doxygen;Jira
Doxygen
Doxygen
Heptapod Heptapod
Stack Overflow;YouTube;LinkedIn
Stack Overflow
Stack Overflow
Mastodon Mastodon
Yes
Meta Llama (all models)
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Creating or maintaining documentation
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
It is the worst way to write professional software.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
The ability to design maintainable software.
98,244
7
13,752
13,753
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
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
14
Developer, full-stack
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
Costs are manageable NA
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Panama
USD United States dollar
26,400
Yes
HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;SQLite
Elasticsearch;PostgreSQL;Redis;SQLite;Supabase
PostgreSQL;SQLite
NA NA
Yes
Docker;npm;Vercel;Vite
Bun;Cloudflare;Docker;npm;pnpm;Railway;Supabase;Vercel;Vite
Docker;npm;Vercel;Vite
NA NA
Yes
Express;Next.js;Node.js;React;Ruby on Rails
Astro;Deno;Express;Next.js;Node.js;React;Ruby on Rails
Express;Next.js;Node.js;React;Ruby on Rails
NA hono, encore, deno fresh, ktor
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code;Windsurf
Cursor;Notepad++;Visual Studio Code;Windsurf;Zed
Notepad++;Visual Studio Code;Windsurf
NA NA
null
null
null
null
null
Windows;MacOS
Windows
Confluence;GitHub;Jira;Markdown File;Notion
GitHub;Linear;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion
NA NA
Stack Overflow;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Discord;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
NA daily.dev
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models
NA NA
No
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;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
null
null
null
Writing code
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
null
AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
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
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.
null
null
null
null
null
Sentry
null
Microsoft Copilot;v0.dev;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 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
26,400
9
13,753
13,754
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, desktop or enterprise applications
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,754
13,755
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Other (please specify):
20 to 99 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Security or privacy concerns NA
Government
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
8
3
Canada
CAD Canadian dollar
75,000
Yes
C#;Java;JavaScript;PowerShell;SQL
Java;SQL
Java;SQL
Arcade (ESRI) NA
Yes
Microsoft SQL Server
MariaDB;MySQL
null
NA NA
Yes
Firebase;Gradle;Maven (build tool);NuGet
Maven (build tool)
Maven (build tool)
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
NA NA
null
null
null
null
null
Windows;Ubuntu
Ubuntu;Linux (non-WSL)
GitHub
null
null
Gitea Gitea
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
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
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Favorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, my job would not have been offered to someone who didn't know exactly what they were actually doing. AI might be permissible, but I work with niche government programs and make them work together, there is no code on the internet that an AI could have been trained on to accomplish some of what we are doing, as it is all novel and new practices.
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.
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
Integrating AI agents with my existing tools and workflows can be difficult.
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
Critical Thinking skills. Creative thinking is one of the greatest skills Humans have. If the job doesn't require critical thought, then it is ripe for automation, but if it requires a person to decide on a case by case basis the best path to follow, an AI might be able to make a decent guess, but it's choice is based on completely separate criteria than a human might resolve.
54,719
10
13,755
13,756
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
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 for my personal curiosity and/or hobbies
Colleague or on-the-job training
12
Developer, full-stack
10,000 or more 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
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Other:
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
8
12
United States of America
USD United States dollar
182,000
Yes
C;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;R;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;InfluxDB;MongoDB;PostgreSQL
null
null
NA NA
Yes
Docker;Kubernetes
null
null
NA NA
Yes
Angular
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows;MacOS;Ubuntu;Android
MacOS
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Discord;Reddit;X;YouTube;Twitch
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);X Grok models
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;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Generating content or synthetic data
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Creating or maintaining documentation
null
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Just for quick MVP
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Data and analytics
Language processing
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
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
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 learn best practices
Problem solving
182,000
6
13,756
13,757
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
18
Developer, front-end
100 to 499 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
Costs are manageable NA
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
9
2
Ireland
EUR European Euro
130,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Homebrew;Kubernetes;npm;pnpm;Prometheus;Railway;Terraform;Vite;Webpack;Yarn
null
null
NA NA
Yes
Deno;Express;Fastify;Flask;Next.js;Node.js;React;Spring Boot;Svelte
null
null
NA NA
Yes
Claude Code;Cursor;Sublime Text;Vim;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui
null
null
null
null
Android;Pop!_OS
MacOS;Android
GitHub;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles
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
Writing code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase
null
Documenting code;Testing code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
No.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;MCP servers
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
null
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
Cursor
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting
Debugging production
150,819
9
13,757
13,758
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
23
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Opportunities to mentor and lead junior-level coworkers NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
8
4
Germany
EUR European Euro
60,000
Yes
C#;C++;Fortran
C#;C++;Rust
C#;C++
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;Zed
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
.NET 8 or higher;c++23
c++23
c++23
null
null
Windows;Ubuntu;Android
Windows;Windows Subsystem for Linux (WSL)
Doxygen;Miro;Redmine;Wikis
Doxygen;GitLab;Markdown File;Miro;Redmine
Doxygen;Miro;Redmine
NA NA
Stack Overflow;Discord;Reddit;Hacker News;YouTube
Stack Overflow;Discord;Reddit;Hacker News;YouTube
Stack Overflow;Discord;Reddit;Hacker News;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Bookmark posts to look at later NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Search for answers
Project planning;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):
Documenting code
null
null
AI solutions that are almost right, but not quite;Other (write in):
I tried, I don't think it works.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have 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.
Write in the most significant benefit if not listed above.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;GitHub MCP Server
null
Ollama
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Understanding why a certain design was chosen.
69,609
4
13,758
13,759
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
11
Yes, I am new to coding or currently a student
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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)
15
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Mexico
MXN Mexican peso
65,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;HTML/CSS;Python;SQL;TypeScript
C#;HTML/CSS;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis;SQLite;Supabase
Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis;SQLite;Supabase
Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;pnpm;Supabase;Yarn
Cloudflare;Docker;Google Cloud;Microsoft Azure;MSBuild;NuGet;pnpm;Supabase
Cloudflare;Docker;Google Cloud;Microsoft Azure;MSBuild;NuGet;pnpm;Supabase
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;Django;Express;FastAPI;Next.js;Node.js;React
Angular;ASP.NET Core;Astro;Blazor;FastAPI;React
Angular;ASP.NET Core;Blazor;FastAPI;React
NA NA
Yes
Bolt;Claude Code;Cursor;Jupyter Notebook/JupyterLab;Lovable.dev;Notepad++;PyCharm;Rider;Visual Studio;Visual Studio Code;Windsurf
Claude Code;Cursor;Notepad++;Visual Studio
Claude Code;Cursor;Notepad++;Visual Studio
NA NA
.NET 8 or higher;hostinger;Odoo;Pydantic;RAG;Google Gemini;Ollama;LangGraph;uv
.NET 8 or higher;Tailwind CSS 4;hostinger;RAG;Google Gemini;Ollama
.NET 8 or higher;hostinger;RAG;Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Asana;Azure Devops;Clickup;Confluence;GitHub;GitLab;Jira;Microsoft Planner;Miro;Trello
Azure Devops;Clickup;Miro;Obsidian
Azure Devops;Clickup;Miro
NA NA
Stack Overflow;Dev.to;X;YouTube;Twitch
Stack Overflow;Reddit;Dev.to;X;YouTube;Twitch
Stack Overflow;Dev.to;X;YouTube;Twitch
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);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Not sure
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Committing and reviewing code
null
Predictive analytics
Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
I’ve become less confident in my own problem-solving
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs
null
null
null
null
null
null
null
null
null
null
Redis;Qdrant;GitHub MCP Server;supabase;pgvector
null
Ollama;Semantic Kernel
null
Protect AI
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;Bolt.new;Lovable.dev
null
When I’m stuck and can’t explain the problem
null
3,422
10
13,759
13,760
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
null
null
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
13,760
13,761
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
37
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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 (please specify):
37
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Other (please specify): lack of support
Computer Systems Design and Services
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
145,000
null
C#;Java;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
null
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);Medium
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;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
vibe coding plays a part but i only have two requirements "everything" and "anything" from my boss, AI can't comprehend how unattainable that is. so i can't let vibe coding do to much because its my butt not ai's that will have to fix it.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Data and analytics;Other Industry purpose (write in):
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
openAI assistant
null
openAI
null
null
null
openai
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
producing software that works and is easy to maintain.
145,000
9
13,761
13,762
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Student
Volunteering (regularly);Attending school (full-time);Engaged in paid work (10-19 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);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
3
Student
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
null
null
Spain
EUR European Euro
20,000
Yes
C#;C++;Dart;HTML/CSS;Java;JavaScript;MATLAB;PHP;Python;TypeScript
C#;C++;Dart;GDScript;HTML/CSS;Java;JavaScript;TypeScript;Gleam
C#;C++;Dart;HTML/CSS;Java;JavaScript;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;SQLite
MariaDB;MongoDB;PostgreSQL;SQLite
MariaDB;MongoDB;SQLite
NA NA
Yes
Cloudflare;Docker;npm;NuGet;Pip;Vite
Bun;Cloudflare;Docker;npm;NuGet;Pip;pnpm;Vite
Cloudflare;Docker;npm;NuGet;Pip;Vite
NA NA
Yes
Angular;ASP.NET Core;Blazor;Express;Flask;Laravel;Vue.js
Angular;Astro;Deno;Express;Laravel;Vue.js
Angular;Express;Laravel;Vue.js
NA NA
Yes
IntelliJ IDEA;PhpStorm;Visual Studio;Visual Studio Code
IntelliJ IDEA;Neovim;PhpStorm;Visual Studio Code;VSCodium;Zed
IntelliJ IDEA;PhpStorm;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Ubuntu;Linux (non-WSL)
Ubuntu;Linux (non-WSL)
GitHub;Markdown File;Obsidian;Trello
GitHub;Markdown File;Notion;Obsidian;Trello
GitHub;Markdown File;Obsidian;Trello
BitBucket NA
Discord;Bluesky;YouTube
Discord;Bluesky;YouTube
Discord;Bluesky;YouTube
NA NA
null
openAI GPT (chatbot models);openAI Reasoning models
Mistral AI models
null
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Less than half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Predictive analytics
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
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 helped me solve complex problems more effectively.
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.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
23,203
8
13,762
13,763
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types);Coding Bootcamp
8
DevOps engineer or professional
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
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
13,763
13,764
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
20
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,764
13,765
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (10-19 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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)
4
Developer, full-stack
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
Reputation for quality NA
Poor usability NA
Software Development
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
Chile
CLP Chilean peso
13,500,000
Yes
C#;HTML/CSS;Java;JavaScript;SQL;TypeScript;VBA;Visual Basic (.Net)
Bash/Shell (all shells);C#;C++;Dart;Go;Kotlin;Lua;Python;Rust;SQL;Swift;TypeScript
C#;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Supabase
BigQuery;Cloud Firestore;Cosmos DB;Dynamodb;Elasticsearch;Firebase Realtime Database;MongoDB;PostgreSQL;Redis;Supabase
Cloud Firestore;Firebase Realtime Database;MongoDB;PostgreSQL;Supabase
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Firebase;Google Cloud;Homebrew;Microsoft Azure;Netlify;npm;NuGet;Pip;pnpm;Railway;Supabase;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;Netlify;NuGet;Pip;pnpm;Railway;Supabase;Vite
Amazon Web Services (AWS);APT;Docker;Firebase;Google Cloud;Homebrew;Microsoft Azure;Netlify;NuGet;Pip;pnpm;Railway;Supabase;Vite
brew NA
Yes
ASP.NET Core;Blazor;Deno;Express;Next.js;Node.js;React
Angular;Astro;Blazor;Deno;Express;FastAPI;Fastify;NestJS;Node.js;React
Blazor;Deno;Express;Node.js;React
NA flutter web
Yes
Android Studio;Eclipse;IntelliJ IDEA;Neovim;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm;Xcode
Android Studio;IntelliJ IDEA;Neovim;PyCharm;Rider;RustRover;Visual Studio;WebStorm;Xcode
Android Studio;IntelliJ IDEA;Neovim;PyCharm;Rider;RustRover;Visual Studio;WebStorm;Xcode
NA NA
.NET 8 or higher;Large Language Model;Google Gemini;Shadcn/ui
.NET 8 or higher;Tailwind CSS 4;Large Language Model;SwiftData;Google Gemini;Shadcn/ui;Ollama;visionOS
.NET 8 or higher;Large Language Model;Google Gemini;Shadcn/ui
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;iPadOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;Jira;Notion;Trello
Azure Devops;GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Discord;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
Discord;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);X Grok models
NA NA
Yes
Less than once every 2 - 3 months
Between 1 and 3 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Generating content or synthetic data
Testing code;Committing and reviewing code;Predictive analytics
Documenting code;Deployment and monitoring;Creating or maintaining documentation
null
Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Sometimes, but I always have to modify the generated code.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Understands the problems, and know how to describe your desired result (product or code)
14,314
5
13,765
13,766
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Student
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
6
8
Czech Republic
CZK Czech koruna
null
Yes
Assembly;Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript;VBA;Visual Basic (.Net)
Bash/Shell (all shells);C#;C++;Java;JavaScript;PHP;Rust;SQL
Bash/Shell (all shells);C#;C++;JavaScript;PHP;Rust;SQL
NA NA
Yes
MySQL
MySQL;PostgreSQL;SQLite
MySQL
NA NA
Yes
APT;Cargo;Chocolatey;Composer;Docker;npm;NuGet;Pacman;Pip
APT;Cargo;Composer;Docker;Gradle
APT;Cargo;Composer;Docker
DNF DNF
Yes
Node.js
jQuery;Next.js
null
Fat Free Framework Fat Free Framework
Yes
Nano;Visual Studio;Visual Studio Code
Nano;Visual Studio;Visual Studio Code
Nano;Visual Studio;Visual Studio Code
Helix Helix
.NET 8 or higher;Large Language Model;Google Gemini
.NET 8 or higher;Large Language Model;Google Gemini
.NET 8 or higher;Large Language Model;Google Gemini
null
null
Windows;Android;Debian;Fedora
Windows;Fedora
GitHub;GitLab;Markdown File;Obsidian;Trello
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Reddit;GitHub (public projects, not private repos);YouTube
Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Predictive analytics;Search for answers
Project planning;Testing code
Learning about a codebase;Writing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
Documenting code
AI solutions that are almost right, but not quite
Sometimes, when I'm too lazy to think of something easy, it costs me some time to implement. Instead, I'm able to focus on a more difficult task.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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.
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 need help fixing complex or unfamiliar code
Understanding the problem and problem-solving.
null
null
13,766
13,767
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
1
DevOps engineer or professional
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
13,767
13,768
I code primarily as a hobby
25-34 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
Attending school (part-time);Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Blogs or podcasts;Games or coding challenges
No, I didn't spend time learning in the past year
null
4
Cybersecurity or InfoSec professional
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,768
13,769
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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)
7
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
15
2
United States of America
USD United States dollar
190,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;TypeScript
null
null
NA NA
Yes
Dynamodb;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Prometheus;Terraform;Vite;Yarn
null
null
NA NA
Yes
Node.js;Svelte
null
null
NA NA
Yes
Visual Studio Code
null
null
NA Goland
null
null
null
null
null
MacOS;iOS
MacOS
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Bluesky;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles
Ask a question NA
No, not at all
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Writing code;Testing code;Search for answers;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Lol, no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
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 reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
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
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
'- Implementing best practices based experience and in-depth knowledge of specific business needs - Communication - E2E Testing
190,000
8
13,769
13,770
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts
15
Architect, software or solutions
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
10
Czech Republic
CZK Czech koruna
2,500,000
Yes
C#;JavaScript;TypeScript
null
null
NA NA
Yes
Dynamodb;Elasticsearch;Microsoft SQL Server
Cosmos DB
null
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure;MSBuild;npm;NuGet
Docker
null
NA NA
Yes
ASP.NET Core
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Google Gemini
null
null
null
null
Windows
Windows;Ubuntu
Azure Devops;Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly distrust
Neither good or bad at handling complex tasks
Testing code
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring
Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
It's crazy I can't imagine vibe coding serious project
Yes, I use AI agents at work weekly
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 automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
null
null
null
null
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Holding the domain problem in memory, communication with peers and business, being flexible and able to do compromises
117,014
10
13,770
13,771
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.)
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;Technical documentation (is generated for/by the tool or system)
16
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
6
1
United States of America
USD United States dollar
120,000
Yes
C#;PowerShell;Python;SQL
C#;PowerShell;SQL
C#;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Docker;Microsoft Azure;MSBuild;NuGet
Docker;Microsoft Azure;MSBuild;NuGet
Docker;Microsoft Azure;MSBuild;NuGet
NA OpenTofu
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Microsoft Fabric
.NET 8 or higher
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
GitHub (public projects, not private repos);X
GitHub (public projects, not private repos);X
GitHub (public projects, not private repos);X
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
Other (write in):
Comment on Q&A posts NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Generating content or synthetic data
null
Project planning;Deployment and monitoring;Predictive analytics
Testing code;Committing and reviewing code;Creating or maintaining documentation
Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have 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 improved collaboration within my team.
AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
GitHub Copilot;Microsoft Copilot
Grok
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
AI is a powerful tool in the toolbelt, but the ability to search for answers to complex questions using Search Engines will still be good to have on rare occasions.
120,000
9
13,771
13,772
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
7
Data engineer
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Prohibitive pricing NA
Higher Education
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
13,772
13,773
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);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
Other (please specify):
43
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
37
12
United States of America
USD United States dollar
206,000
Yes
C;C#;C++;Groovy;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;C++;HTML/CSS;JavaScript
C#;C++;HTML/CSS;JavaScript
NA NA
Yes
Oracle
PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);Docker;MSBuild;npm;NuGet
Amazon Web Services (AWS);MSBuild;NuGet
Amazon Web Services (AWS);MSBuild;NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;WordPress
Angular;ASP.NET;ASP.NET Core;jQuery;WordPress
Angular;ASP.NET;ASP.NET Core;jQuery;WordPress
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio
Visual Studio
Editpad Pro Editpad Pro
null
null
null
null
null
Windows;Android
Windows
Confluence;GitHub;Jira;Linear;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
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
No
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
Message Boards;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 monthly or infrequently
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;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Other (write in):
Hell no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
All skills. AI will not take over programming.
206,000
1
13,773
13,774
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)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
12
Developer, embedded applications or devices
I don’t know
Individual contributor
In-person
null
null
null
null
null
null
null
null
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
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
null
Ask a question NA
No, not at all
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,774
13,775
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
6
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
9
Database administrator or engineer
100 to 499 employees
Individual contributor
In-person
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
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
13
12
China
CNY Chinese Yuan Renminbi
null
Yes
Assembly;C;C++;Go;Java
C;C++;Go;Java
C;C++;Go;Java
NA NA
Yes
MySQL;Redis
Microsoft SQL Server;MySQL;Oracle;Redis
MySQL;Redis
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
c++23;Large Language Model;Google Gemini
c++23;Large Language Model;Google Gemini;Ollama
c++23;Large Language Model;Google Gemini
null
null
Windows;MacOS
Windows;MacOS;Red Hat
GitHub
GitHub
GitHub
NA NA
LinkedIn
Stack Overflow;LinkedIn
LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models)
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people)
Upvote/Downvote Q&A posts NA
No, not really
Less than half of the time
No, and I don't plan to
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;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’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 weekly
Yes, somewhat
Customer service support;Marketing
Multi-platform search enablement;Language processing;Vector databases for AI applications;MCP servers;Personalized agent creation
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 collaboration within my team.
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;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.
It takes significant time and effort to learn how to use AI agents effectively.
Redis
MySQL 9.0
Ollama;OpenRouter
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
13,775
13,776
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
No, I didn't spend time learning in the past year
null
13
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API .
Security or privacy concerns Having ai
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
1,000,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;TypeScript
Rust
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu
GitHub;GitLab;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;YouTube;Twitch
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
Hell no
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
1,000,000
8
13,776
13,777
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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
13
Data or business analyst
100 to 499 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Manufacturing
null
No
I have transitioned into a new career and/or industry voluntarily
10
15
United States of America
USD United States dollar
100,000
Yes
C++;Python;R;SQL;TypeScript
null
null
NA NA
Yes
BigQuery;H2;Microsoft SQL Server;PostgreSQL;Snowflake;Supabase;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;Microsoft Azure;New Relic;Pip;Yarn
null
null
NA NA
Yes
Flask;Next.js;Vue.js
null
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
Amazon Bedrock;Microsoft Fabric;Google Gemini;Ollama
null
null
null
null
Windows;MacOS;iOS;Debian
MacOS;iOS
Azure Devops;GitHub;Microsoft Planner;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose 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
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Search for answers
Debugging or fixing code;Committing and reviewing code
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Project planning
I’ve become less confident in my own problem-solving
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;IT operations;Data and analytics;Robotics
Multi-platform search enablement;Language processing
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
Neo4j;supabase;mem0
null
Ollama;OpenRouter;Amazon Bedrock Agents
null
New Relic
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Roo code (Roo-Cline);Perplexity
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Process mapping
100,000
null
13,777
13,778
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Some college/university study without earning a degree
Not employed
Transitioning to retirement (gradually reducing work hours);Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
7
Student
null
null
null
null
School
Easy-to-use API NA
Poor usability NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
2
1
Colombia
COP Colombian peso
100,000
Yes
C;Java;JavaScript;MicroPython;Python;SQL;TypeScript
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Django;FastAPI;Spring Boot
Django;FastAPI;Spring Boot
Django;FastAPI;Spring Boot
NA NA
Yes
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub
GitHub;Trello
GitHub
NA NA
Discord;YouTube
Stack Overflow;Discord;YouTube;LinkedIn
Discord;YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Not sure/can't remember
Infrequently, less than once per year
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;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
null
I haven’t encountered any problems
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Decision intelligence;Data and analytics;Customer service support
Language processing;Vector databases for AI applications;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 improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
Write in the most significant benefit if not listed above.
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.
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 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
24
null
13,778
13,779
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)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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
30
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
2
United States of America
USD United States dollar
162,500
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Cosmos DB;PostgreSQL;SQLite
null
null
NA NA
Yes
Chocolatey;Datadog;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Webpack
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;React
null
null
NA NA
Yes
Rider;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;MacOS;Android
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Linear
null
null
Nuclino, Gittea NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles;Job board;Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite
I do not personally use vibe coding as part of my professional development work.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;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 accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
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
Rider Ai Assistant
null
null
null
null
ChatGPT
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
Debugging, troubleshooting, architecting and designing.
162,500
7
13,779
13,780
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,780
13,781
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
43
Senior executive (C-suite, VP, etc.)
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): compatible with technology in use
Inefficient or time-costly NA
Other:
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
3
United States of America
USD United States dollar
null
Yes
Java;JavaScript;Kotlin;Lua;Ruby;SQL;TypeScript
Java;JavaScript;Kotlin;Lua;Ruby;SQL;TypeScript
Java;JavaScript;Kotlin;Lua;Ruby;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MySQL;PostgreSQL;Snowflake;Cockroachdb
BigQuery;DuckDB;Dynamodb;Elasticsearch;MySQL;PostgreSQL;Cockroachdb
Dynamodb;Elasticsearch;MySQL;PostgreSQL;Cockroachdb
Trino Trino
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Maven (build tool);Terraform
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);Terraform
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Maven (build tool);Terraform
NA pulumi
Yes
React;Ruby on Rails
React;Ruby on Rails
React;Ruby on Rails
Dropwizard Dropwizard
Yes
IntelliJ IDEA;Visual Studio Code
Claude Code;IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
emacs, rubymine emacs, rubymine
Large Language Model;Google Gemini
Large Language Model;RAG;Google Gemini;Ollama
Large Language Model;Google Gemini
null
null
MacOS
MacOS
Airtable;Coda;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Notion
Airtable;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Notion
Airtable;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Substack
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Substack
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Substack
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Project planning
Deployment and monitoring;Search for answers;Creating or maintaining documentation
Debugging or fixing code
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Data and analytics;Customer service support
Language processing;Agent/multi-agent orchestration;MCP servers
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;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 reduced the time spent on specific development tasks.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
Redis;GitHub MCP Server;pgvector;LangMem
null
Vertex AI;Amazon Bedrock Agents
null
Grafana + Prometheus
datadog
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Amazon Codewhisperer
null
When I want to fully understand something;When I need quick help troubleshooting
critical thinking. Architecture design. Distributed systems knowledge.
null
8
13,781
13,782
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
28
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
38
Developer, full-stack
500 to 999 employees
null
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Healthcare
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
null
Germany
EUR European Euro
74,000
Yes
HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
H2;PostgreSQL
H2;PostgreSQL
H2;PostgreSQL
Informix Informix
Yes
Docker;Maven (build tool);npm
Docker;Maven (build tool);npm
Docker;Maven (build tool);npm
NA NA
Yes
Angular
Angular
Angular
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Windows Subsystem for Linux (WSL)
Confluence;Jira
Confluence;Jira
Confluence;Jira
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
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Search for answers
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
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;When I need quick help troubleshooting
null
85,851
8
13,782
13,783
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)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
4
Student
null
null
null
null
Work
Reliability and low latency NA
Availability of better alternatives NA
null
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
25
United States of America
USD United States dollar
null
null
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;TypeScript
null
null
NA NA
Yes
Cloud Firestore;MongoDB;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Kubernetes;Make;Netlify;npm;Pip
null
null
NA NA
Yes
FastAPI;Node.js;React
null
null
NA NA
null
Visual Studio Code
null
null
NA NA
c++23;uv
null
null
null
null
MacOS
null
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase
Project planning;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;Integration with external agents and APIs
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
null
null
8
13,783
13,784
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
16
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;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training
23
Developer, mobile
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Fintech
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
6
2
Poland
PLN Polish zloty
205,000
Yes
Kotlin;Python;Swift;TypeScript
Kotlin
Kotlin
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Gradle;Kubernetes;npm
Firebase;Gradle
Firebase;Gradle
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Xcode
Android Studio;Cursor;IntelliJ IDEA
Android Studio;Cursor;IntelliJ IDEA
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS;iOS;iPadOS
MacOS;Android;iOS
Coda;Confluence;GitHub;Jira;Notion
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Vibe coding is not part of my professional work yet.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics
MCP servers
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
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
I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
analytical thinking, planning, understanding programming concepts
55,944
5
13,784
13,785
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);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;Other online resources (e.g. standard search, forum, online community)
11
Developer, full-stack
null
null
null
No
Personal Project
Customizable and manageable codebase Having a good community support
Availability of better alternatives NA
Software Development
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
5
4
Colombia
COP Colombian peso
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;Python;Rust;TypeScript
Assembly;Go;HTML/CSS;JavaScript;OCaml;Rust;TypeScript;Zig
Go;HTML/CSS;JavaScript;Rust;TypeScript
NA NA
Yes
MariaDB;MongoDB;PostgreSQL;Redis;SQLite;Supabase;Valkey
Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite;Valkey
MongoDB;PostgreSQL;Redis;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);Cargo;Cloudflare;Digital Ocean;Docker;Make;npm;Pacman;Railway;Vercel;Vite
Amazon Web Services (AWS);Cargo;Cloudflare;Digital Ocean;Docker;Make;Pacman;Vite
Amazon Web Services (AWS);Cargo;Cloudflare;Digital Ocean;Docker;Make;Pacman;Vite
Podman Podman
Yes
Astro;Express;FastAPI;Fastify;NestJS;Node.js;React
Astro;Node.js
Astro;Node.js
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;hostinger;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Arch
Ubuntu;Debian;Linux (non-WSL);Arch
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
NA NA
Discord;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
No
Infrequently, less than once per year
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code
Writing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
null
Search for answers
Debugging AI-generated code is more time-consuming
The reason why developers call themselves engineers is why we are problem solvers not just coders, we also think about Infrastructure, Team work, achieving projects and so much more topics that IA don't have a context of, coding is just one more part of our workflow so i think that it is not useful and is more prone to errors.
Yes, I use AI agents at work weekly
Yes, somewhat
Robotics
Language processing;Agent/multi-agent orchestration;MCP servers
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.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
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.
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
Redis;supabase
null
null
null
null
null
ChatGPT;Google Gemini;v0.dev;Bolt.new
Deepseek
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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 a problem solver, and having creative solutions, AI can't think it just repeats what already exists.
null
9
13,785
13,786
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,786
13,787
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
Attending school (part-time);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);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Books / Physical media
10
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
1
1
Peru
PEN Peruvian sol
12,000
Yes
Dart;HTML/CSS;JavaScript;Python;TypeScript
Go;HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA rust
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;SQLite
MongoDB;MySQL;PostgreSQL;Supabase
MongoDB;MySQL;PostgreSQL
NA neonDB
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Heroku;Netlify;npm;pnpm;Railway;Vercel;Vite
Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;Netlify;npm;Pip;pnpm;Railway;Supabase;Vercel
Docker;Google Cloud;Netlify;npm;pnpm;Railway;Vercel
NA NA
Yes
Astro;Express;NestJS;Next.js;Node.js;React
Angular;Astro;Django;Express;Laravel;NestJS;Node.js;React
Astro;Express;NestJS;Node.js;React
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Nano;Sublime Text;Trae;Visual Studio Code;Windsurf;Zed
Windsurf
Windsurf
NA NA
Tailwind CSS 4;Odoo;Shadcn/ui
Tailwind CSS 4;Shadcn/ui;LangGraph
Tailwind CSS 4;Shadcn/ui
null
null
Windows;MacOS
Windows;MacOS;Ubuntu;Android;iOS;Debian
GitHub
GitHub
GitHub
NA NA
Discord;GitHub (public projects, not private repos);X
Discord;X
Discord;X
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Generating content or synthetic data
null
Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
MCP servers
AI agents have increased my productivity.
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
GitHub MCP Server
null
CrewAI;LangChain;LangGraph
null
Galileo
null
ChatGPT;Claude Code
windsurf
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
understand the code
3,343
8
13,787
13,788
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
31
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)
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;Online Courses or Certification (includes all media types)
45
Architect, software or solutions
10,000 or more employees
People manager
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,788
13,789
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
9
Student
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
School
Costs are manageable NA
Prohibitive pricing NA
Software Development
Expert mentors NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Denmark
DKK Danish krone
170,000
Yes
Bash/Shell (all shells);F#;Java;Python;SQL
F#;Go;SQL;Zig;Gleam
F#;SQL
NA NA
Yes
DuckDB;PostgreSQL;SQLite
DuckDB;PostgreSQL;SQLite
DuckDB;PostgreSQL;SQLite
NA NA
Yes
Docker;Homebrew;pnpm
Docker;Homebrew;pnpm
Docker;Homebrew;pnpm
uv uv
Yes
Astro;React
Astro;Phoenix;Svelte
Astro
NA NA
Yes
null
null
null
NA NA
Large Language Model;Shadcn/ui;uv
hostinger;Large Language Model;Shadcn/ui;uv
Large Language Model;Shadcn/ui;uv
null
null
MacOS
MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Markdown File;Obsidian
GitHub;Linear;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Discord;Reddit;Hacker News;Bluesky;YouTube;LinkedIn
Discord;Reddit;Hacker News;Bluesky;YouTube
Discord;Reddit;Hacker News;Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Chat (bot/AI)
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
null
no
No, but I plan to
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
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 learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
26,438
6
13,789
13,790
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
12
Developer, full-stack
null
null
null
null
Work
Other (please specify): DX
Other (please specify): bad DX
null
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
7
6
Ecuador
USD United States dollar
30,000
Yes
HTML/CSS;JavaScript;SQL;Swift;TypeScript
Elixir
null
NA NA
Yes
Dynamodb;Elasticsearch;Firebase Realtime Database;MongoDB;PostgreSQL;Supabase
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Bun;Firebase;Gradle;Homebrew;npm;pnpm;Railway;Supabase;Vercel;Vite;Webpack;Yarn
Bun;pnpm;Supabase;Vercel;Vite
Bun;pnpm;Supabase;Vercel;Vite
NA NA
Yes
Next.js;Node.js;React
NestJS
null
NA NA
Yes
Bolt;Claude Code;Cursor;Lovable.dev;Visual Studio Code;Windsurf;Xcode
Bolt;Claude Code;Cursor;Lovable.dev;Visual Studio Code;Windsurf;Xcode
Bolt;Claude Code;Cursor;Lovable.dev;Visual Studio Code;Windsurf;Xcode
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Large Language Model;SwiftData;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
MacOS;Android;iOS
MacOS;Android;iOS
GitHub;Linear;Notion
GitHub;Linear;Notion
GitHub;Linear;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Job board
Directly open a Q&A post via search, documentation or a peer Actually just the first 3 options. I've never used it for anything else
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
Documenting code;Testing code
Deployment and monitoring
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Predictive analytics;Generating content or synthetic data
Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Somewhat, I like to vibe code the scaffold of something and then I take the lead
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
Language processing
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 collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
supabase
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;Amazon Codewhisperer;Lovable.dev
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
Critical thinking
30,000
5
13,790
13,791
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
18
Senior executive (C-suite, VP, etc.)
100 to 499 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
15
Guatemala
USD United States dollar
24,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;Python;Rust;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite;Cockroachdb;Valkey
MariaDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Supabase;Clickhouse;Valkey
MariaDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Kubernetes;Netlify;npm;Podman;Prometheus;Vercel;Vite
Amazon Web Services (AWS);Ansible;Bun;Cargo;Cloudflare;Datadog;Docker;Google Cloud;Kubernetes;Podman;Prometheus;Supabase;Terraform;Vercel;Vite
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Datadog;Docker;Kubernetes;Podman;Prometheus;Vercel;Vite
bun bun
Yes
Angular;AngularJS;Astro;Express;Next.js;Node.js;React;Spring Boot;Svelte
Astro;Deno;FastAPI;Fastify;Next.js;Node.js;React;Svelte
Astro;Next.js;Node.js;React;Svelte
NA NA
Yes
Cursor;Eclipse;Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;Xcode
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;Xcode
Cursor;Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama;LangGraph
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
null
null
MacOS;Android
MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat
Clickup;Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Monday.com;Trello;Wikis
Azure Devops;Clickup;GitHub;GitLab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Trello;Wikis
Clickup;GitHub;GitLab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Trello;Wikis
NA NA
Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data
null
null
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;IT operations
MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;GitHub MCP Server;pgvector
null
Ollama;LangChain;LangGraph
Vercel AI SDK
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;v0.dev;Amazon Codewhisperer
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Prompt engineering
24,000
8
13,791
13,792
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
null
Developer, front-end
500 to 999 employees
Individual contributor
In-person
No
null
null
null
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Armenia
AMD Armenian dram
null
Yes
JavaScript;TypeScript
JavaScript;TypeScript
JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
Yes
React
React
React
NA NA
Yes
Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS
MacOS
GitLab;Google Workspace;Jira;Miro
GitHub;GitLab;Google Workspace;Jira;Miro
GitLab;Google Workspace;Jira;Miro
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
null
Answer a question NA
No, not really
null
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
null
6
13,792
13,793
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
27
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
null
null
Retail and Consumer Services
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
2
2
Poland
PLN Polish zloty
300,000
Yes
C#;HTML/CSS;TypeScript
C#;Go
C#
NA NA
Yes
Cosmos DB;Redis
MongoDB;Redis
Redis
NA NA
Yes
Docker;Kubernetes;Microsoft Azure;Prometheus
Docker;Kubernetes;Microsoft Azure;Prometheus
Docker;Kubernetes;Microsoft Azure;Prometheus
NA NA
Yes
Angular;ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
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
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;Google Workspace
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet
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
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Documenting code
Learning about a codebase;Search for answers;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Other (write in):
no
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Thinking
81,870
8
13,793
13,794
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
null
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
7
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Easy-to-use API NA
null
Energy
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
null
null
Canada
CAD Canadian dollar
80,000
Yes
Java;JavaScript;Python;SQL;TypeScript
C;C#;C++;Go;Java;MicroPython;Rust
Java
NA NA
Yes
Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;Supabase
null
null
NA NA
null
Vercel
Vercel
Vercel
NA NA
Yes
ASP.NET;Next.js
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu
Windows;MacOS;Ubuntu
Jira;Notion;Obsidian
Jira;Notion;Obsidian
Jira;Notion;Obsidian
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
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Predictive analytics;Search for answers;Generating content or synthetic data
Project planning;Committing and reviewing code
Learning about a codebase;Writing code;Documenting code;Testing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code
null
I’ve become less confident in my own problem-solving
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.;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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
58,367
null
13,794
13,795
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
4
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
5
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
28,000
Yes
Bash/Shell (all shells);C;C#;HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);C;C#;Go;HTML/CSS;JavaScript;SQL;TypeScript;Zig
Bash/Shell (all shells);C;C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Docker;Microsoft Azure;MSBuild;npm;Vercel
Docker;Microsoft Azure
Docker;Microsoft Azure
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery;React
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Rider
Rider
Rider
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
null
null
Ubuntu;Arch;Fedora
Ubuntu;Arch;Fedora
Confluence;GitHub;Jira;Notion;Obsidian;Trello
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Reddit;GitHub (public projects, not private repos);YouTube
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
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Ask a question NA
No, not really
null
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Documenting code;Committing and reviewing code;Deployment and monitoring
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
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;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 don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
38,120
8
13,795
13,796
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
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 required for my job or to benefit my career
Other (please specify):
44
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Ethical concerns NA
Software Development
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
5
3
United States of America
USD United States dollar
160,000
Yes
HTML/CSS;Java;JavaScript;SQL
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Spring Boot
null
null
ZK NA
Yes
Eclipse;Notepad++
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Committing and reviewing code;Creating or maintaining documentation
Writing code;Documenting code;Debugging or fixing code;Testing code
null
null
AI solutions that are almost right, but not quite
Very, very slightly.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
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 improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
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 fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Mostly the same ones.
160,000
7
13,796
13,797
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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
13
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
null
Other:
Collaboration and support from a team NA
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
United States of America
USD United States dollar
200,000
Yes
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Go;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis
MongoDB;MySQL;PostgreSQL;Redis;Amazon Redshift
MongoDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Google Cloud;Heroku;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pip;Terraform;Vite;Yarn
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Yarn
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Yarn
NA NA
Yes
Express;Fastify;Next.js;Node.js;React
Express;Node.js;React
Express;Node.js;React
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS
MacOS
GitHub;Google Workspace;Lucid (includes Lucidchart);Notion
GitHub;Google Workspace;Lucid (includes Lucidchart);Notion;Trello
GitHub;Google Workspace;Lucid (includes Lucidchart);Notion
NA NA
Stack Overflow;Reddit;Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Reddit;Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Reddit;Slack (public channels, not work);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Github
Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Problem definition, complex system design, interpersonal skills.
200,000
8
13,797
13,798
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
19
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
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
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
8
6
Romania
EUR European Euro
150,000
Yes
HTML/CSS;JavaScript;PHP;SQL
Go;Python;TypeScript
null
NA NA
Yes
MariaDB;MongoDB;MySQL;SQLite
DuckDB;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Google Cloud;Homebrew;npm;Vite;Webpack
null
null
NA NA
Yes
jQuery;Laravel;Vue.js;WordPress
null
null
NA NA
Yes
PhpStorm;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;hostinger;Google Gemini
null
null
null
null
Windows;MacOS;iOS
MacOS;iOS
Asana;GitHub;Jira;Trello;YouTrack
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Substack;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Coding challenges;Logic games/puzzles;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
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Testing code;Predictive analytics;Learning new concepts or technologies
Deployment and monitoring
null
null
AI solutions that are almost right, but not quite
Partially. I built WP plugins and extended some Laravel apps using Junie from PHPStorm.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Thinking. Problem solving. Understanding what clients ACTUALLY need
174,022
10
13,798
13,799
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types);Blogs or podcasts;Coding Bootcamp
5
Developer, front-end
20 to 99 employees
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
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Argentina
USD United States dollar
20,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
jQuery;Next.js;React
Astro;Next.js;React
Next.js;React
NA NA
Yes
Lovable.dev;Visual Studio Code;Windsurf
Lovable.dev;Visual Studio Code;Windsurf
Lovable.dev;Visual Studio Code;Windsurf
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
null
null
null
NA NA
Stack Overflow;Discord;Slack (public channels, not work);LinkedIn
Slack (public channels, not work)
Slack (public channels, not work)
NA NA
Yes
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
20,000
8
13,799
13,800
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
9
AI/ML engineer
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
null
Other:
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
1
United States of America
USD United States dollar
112,000
Yes
HTML/CSS;Java;JavaScript;Python;TypeScript
Kotlin;Python;Rust;SQL;TypeScript
Python;TypeScript
NA NA
Yes
PostgreSQL
DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;PostgreSQL
PostgreSQL
NA NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);npm;Pip;Vite
Docker;Google Cloud;Kubernetes;npm;Pip;Vite
Docker;Google Cloud;Kubernetes;npm;Pip;Vite
NA NA
Yes
FastAPI;Node.js;Spring Boot;Vue.js
Express;FastAPI;Node.js;Spring Boot;Vue.js
FastAPI;Node.js;Spring Boot;Vue.js
NA NA
Yes
Visual Studio Code
Claude Code;Sublime Text;Visual Studio Code
Visual Studio Code
NA NA
Large Language Model
Large Language Model;Google Gemini
Large Language Model
null
null
MacOS;Linux (non-WSL);Fedora
null
GitHub;Google Colab;Google Workspace;Jira;Markdown File
Asana;GitHub;Google Colab;Google Workspace;Markdown File
GitHub;Google Colab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, 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
Writing code;Documenting code;Deployment and monitoring;Search for answers
null
Project planning;Committing and reviewing code
Predictive analytics
Learning about a codebase;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
yes
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Data and analytics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
GitHub MCP Server
null
Vertex AI;Amazon Bedrock Agents
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Amazon Codewhisperer
null
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
maintaining codebases
112,000
6