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19,600
19,601
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
42
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
49
Developer, full-stack
500 to 999 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
2
1
United States of America
USD United States dollar
null
Yes
JavaScript;Perl;PHP;SQL
null
null
NA NA
Yes
Oracle;SQLite
null
null
NA NA
Yes
Docker;Homebrew;Make;Microsoft Azure
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS;Red Hat
GitHub;Jira
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
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
Not at all.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
I have no idea.
null
2
19,601
19,602
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,602
19,603
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.)
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, back-end
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
Other (please specify): Offline / self-host
Security or privacy concerns NA
Insurance
Competitive pay and benefits NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
10
10
Latvia
EUR European Euro
null
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;PowerShell
C#;PowerShell
NA NA
Yes
Microsoft SQL Server;Redis
Cosmos DB;Redis
Redis
NA NA
Yes
Docker;Microsoft Azure;MSBuild;npm;NuGet
Chocolatey;Cloudflare;Docker;Microsoft Azure;Pip
Docker;Microsoft Azure
Proxmox Proxmox
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js
ASP.NET;Blazor;Svelte
ASP.NET;Blazor
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Microsoft Fabric;Ollama
.NET 8 or higher;Large Language Model;Ollama
null
null
Windows;iOS;iPadOS
Windows
Azure Devops;Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Obsidian;Trello;Wikis
Azure Devops;GitHub;Markdown File;Obsidian
Azure Devops;GitHub;Markdown File;Obsidian
SharePoint NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
Discord;Reddit
Discord;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
Bad at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
null
I don’t use AI tools regularly
Nope
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 have ethical or security concerns about code
Soft skills (communication with client, presentation and demo, problem solving, information analysis from stakeholders and product owners, etc)
null
9
19,603
19,604
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
10
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
1
1
Austria
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;MATLAB;PowerShell;Python;Rust;TypeScript
Rust;TypeScript;Mojo
Rust;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Deno;Node.js;Vue.js
Deno;Svelte
Deno
NA NA
No
null
null
null
NA NA
uv
uv
uv
null
null
Windows;Linux (non-WSL);NixOS
Windows
GitHub;GitLab;Google Colab;Markdown File;Trello
GitHub
GitHub
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Documenting code;Testing 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
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Pretty much everything
null
9
19,604
19,605
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.);Engaged in paid work (less than 10 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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;Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
20
Developer, back-end
Less than 20 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
Banking/Financial Services
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
10
10
Czech Republic
CZK Czech koruna
2,600,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Chat (bot/AI)
null
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Writing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code;Deployment and monitoring
Committing and reviewing code
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;IT operations
Agent/multi-agent orchestration
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
121,695
5
19,605
19,606
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.)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
22
Architect, software or solutions
500 to 999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Government
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
52
27
Australia
AUD Australian dollar
203,454
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MongoDB;SQLite
Cosmos DB;Microsoft SQL Server;MongoDB;SQLite
Cosmos DB;Microsoft SQL Server;MongoDB;SQLite
NA NA
Yes
Chocolatey;Docker;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Pip;Webpack
Chocolatey;Docker;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Pip;Terraform;Webpack
Chocolatey;Docker;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Pip;Webpack
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Node.js;React
AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;React
ASP.NET;ASP.NET Core;jQuery;Node.js;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;RAG;Ollama
.NET 8 or higher;Large Language Model;RAG;Ollama
.NET 8 or higher;Large Language Model;RAG;Ollama
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Confluence;GitHub
Confluence;GitHub
Confluence;GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people);Long-form articles;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
Neutral
More than half the time
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
No. Vibe coding is not coding. It can quickly cause inefficient product which is cumbersome to maintain in the long run.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Vector databases for AI applications
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.
null
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Solr
null
Solr
null
null
GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Problem solving & Solution design.
132,264
8
19,606
19,607
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
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
14
Developer, front-end
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Australia
AUD Australian dollar
81,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;PowerShell;Python;Ruby;TypeScript
Assembly;Bash/Shell (all shells);C;Dart;Elixir;Erlang;Go;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite;Cockroachdb
PostgreSQL;SQLite
NA NA
Yes
Ansible;APT;Docker;Make;npm;pnpm;Vite;Webpack
APT;Docker;Kubernetes;pnpm;Vite
APT;Docker;pnpm;Vite
NA NA
Yes
Angular;Next.js;Node.js;Ruby on Rails
Angular;Next.js;Node.js;Ruby on Rails
Angular;Next.js;Node.js;Ruby on Rails
NA NA
Yes
Cursor;Neovim;Visual Studio Code
Neovim;Visual Studio Code;Zed
Neovim;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
Linux (non-WSL)
Windows;Linux (non-WSL)
GitHub;Markdown File
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Medium
NA NA
Yes
Gemini (Pro Reasoning models);X Grok models
Gemini (Pro Reasoning models);X Grok models
Gemini (Pro Reasoning models);X Grok models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
Comment on Q&A posts NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
null
Documenting code;Testing code;Creating or maintaining documentation
Learning about a codebase;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
Writing code
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Auto-GPT;Tabnine;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
Testing
52,658
7
19,607
19,608
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Colleague or on-the-job training
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
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Switzerland
CHF Swiss franc
99,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
122,753
5
19,608
19,609
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,609
19,610
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);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
12
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
Robust and complete API NA
Outdated or obsolete technology or features NA
Other:
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
7
3
South Africa
ZAR South African rand
660,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
null
null
NA NA
Yes
MySQL;Valkey
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel;Nuxt.js;Symfony;Vue.js
null
null
Vuetify, TailwidCSS NA
Yes
PhpStorm
null
null
NA NA
Tailwind CSS 4
null
null
null
null
MacOS
null
GitHub;Monday.com
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube
null
null
NA NA
Yes
Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
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;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
Language processing
AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
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.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
null
null
null
null
null
ChatGPT;v0.dev;Amazon Codewhisperer
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Communication Reading someone else's code
37,210
null
19,610
19,611
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
9
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
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
null
null
Sweden
SEK Swedish krona
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
19,611
19,612
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project Easy to install, embeddable as a library for local setup & good DevEx
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
30
10
Spain
EUR European Euro
75,000
Yes
Go;JavaScript;SQL;TypeScript
Go;Lisp;Lua;Zig;Gleam
Go
Tcl, Postscript Julia, Tcl, Postscript
Yes
BigQuery;PostgreSQL;Redis;Snowflake
PostgreSQL;Valkey
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Prometheus;Terraform
Bun;Docker;Kubernetes;Prometheus;Terraform
Docker;Kubernetes;Prometheus;Terraform
NA Zig build system (alternative to make)
Yes
Node.js
null
null
Go net/http, Chi Bun, Wasm, Go net/http
Yes
Claude Code;Visual Studio Code
Jupyter Notebook/JupyterLab
null
Goland Goland
null
null
null
null
null
Windows;Android
MacOS
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Monday.com
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;Markdown File
NA Radicle (decentralized Git), IPFS
GitHub (public projects, not private repos);LinkedIn
GitHub (public projects, not private repos);LinkedIn
GitHub (public projects, not private repos);LinkedIn
Discourse NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
Whisper Whisper
Not sure/can't remember
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Deployment and monitoring;Predictive analytics;Other (write in):
null
Search for answers
Other (write in):
No
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
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.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Systems thinking
87,011
9
19,612
19,613
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
null
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
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);Coding Bootcamp;Books / Physical media
20
Developer, full-stack
null
null
null
No
Work
Robust and complete API NA
null
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Greece
EUR European Euro
null
Yes
C#;Go;HTML/CSS;JavaScript;Kotlin;Lua;SQL;Swift;TypeScript
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Redis;SQLite
null
null
NA NA
Yes
Cloudflare;Docker;Firebase;Google Cloud;Heroku;Kubernetes;Make;npm;NuGet;Pip;pnpm;Prometheus;Vite;Webpack
null
null
NA NA
Yes
ASP.NET Core;Next.js;Node.js;React;Vue.js
null
null
NA NA
Yes
Claude Code
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui;Ollama
null
null
null
null
Windows;MacOS
Windows;MacOS
GitHub
null
null
NA NA
Stack Overflow;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
null
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
19,613
19,614
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;Volunteering (regularly)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools 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;Stack Overflow or Stack Exchange
30
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Healthcare
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
1
2
Germany
EUR European Euro
76,000
No
null
null
null
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Wikis
Azure Devops;GitHub;Wikis
GitHub;Wikis
NA NA
Stack Overflow;YouTube
Stack Overflow
Stack Overflow
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
Message Boards;Long-form articles;Chat (bot/AI)
Ask a question NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Testing code
null
null
I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
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.
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 improved collaboration within my team.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
copilot
null
copilot
null
null
Microsoft Copilot
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
null
88,171
8
19,614
19,615
I code primarily as a hobby
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;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Games or coding challenges;Books / Physical media;School (i.e., University, College, etc)
5
Student
null
null
null
null
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
4
2
Singapore
SGD Singapore dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Long-form articles;Job board;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
Highly trust
Good, but not great at handling complex tasks
Project planning;Writing code;Committing and reviewing code;Deployment and monitoring
Generating content or synthetic data
Documenting code;Creating or maintaining documentation
Predictive analytics
Learning about a codebase;Debugging or fixing code;Testing 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
I use vibe coding to quickly setup test becnches abd debug code, but never to code full parts by itself. Once the codebase gets too big , I won't understand the code and if chatgpt can't fix it I won't either
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Robotics
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,615
19,616
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 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
8
Engineering manager
100 to 499 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
null
Neutral
Less than half of the time
Yes, I use AI tools daily
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
19,616
19,617
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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)
25
Developer, full-stack
500 to 999 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
19,617
19,618
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.)
16
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);Online Courses or Certification (includes all media types)
18
Data engineer
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Healthcare
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
8
3
India
INR Indian rupee
6,800,000
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Go;Python;Rust;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
Databricks SQL;PostgreSQL
Databricks SQL;DuckDB;Neo4J;Clickhouse
Databricks SQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Homebrew;Pip;Poetry;Terraform
Amazon Web Services (AWS);Homebrew
Amazon Web Services (AWS);Homebrew
NA uv
No
null
null
null
NA NA
Yes
Cursor;PyCharm;Visual Studio Code;Zed
Claude Code;Cursor;Zed
Cursor;Zed
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;LangGraph;uv
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
null
null
Windows;MacOS;Android
MacOS
Confluence;GitHub;Google Colab;Jira;Markdown File
Confluence;GitHub;Google Colab;Jira;Markdown File
Confluence;GitHub;Google Colab;Jira;Markdown File
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Substack
Stack Overflow;Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Substack
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot 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;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Project planning;Testing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
null
null
Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
partly yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics
MCP servers;Integration with external agents and APIs
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;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’m stuck and can’t explain the problem
understanding and breaking down the problem. Validating the solution
79,043
7
19,618
19,619
I used to be a developer by profession, but no longer am
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
24
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
19,619
19,620
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
Books / Physical media;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
12
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
Prohibitive pricing NA
Other:
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
75,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Project planning
null
Search for answers
AI solutions that are almost right, but not quite
Only for prototyping
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
102,106
7
19,620
19,621
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
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
null
8
Other (please specify):
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
7
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
58,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Lua;Python;Rust;Zig
Assembly;Bash/Shell (all shells);C;HTML/CSS;Lua;Python;Rust;Zig;Mojo
Assembly;Bash/Shell (all shells);C;Lua;Python;Rust;Zig
NA NA
Yes
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Docker;Kubernetes;Make;Ninja;Pip
Cargo;Make;Ninja
Cargo;Make;Ninja
Nix Nix
No
null
null
null
NA NA
Yes
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code;VSCodium
Neovim;Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Windows Subsystem for Linux (WSL);NixOS
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
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 Reasoning 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 Reasoning 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 Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Project planning;Testing code;Creating or maintaining documentation
null
Learning new concepts or technologies
AI solutions that are almost right, but not quite
Getting something working is 10% of the job. Vibe coding is hacking. The remaining 90% is software engineering. There’s a time and place for hacking but it’s just a small part of the job.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;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 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
Deep understanding of the systems we work with will always be important to maintaining them. AI is just another tool for learning and building.
78,962
3
19,621
19,622
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
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
Books / Physical media
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts;Books / Physical media
20
Engineering manager
100 to 499 employees
People manager
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
null
No
I have neither consider or transitioned into a new career or industry
10
5
Ukraine
UAH Ukrainian hryvnia
3,150,000
Yes
C#;Go;JavaScript;SQL;Swift;TypeScript
C#;F#;OCaml;Swift
C#;Swift
NA Standard ML
Yes
Microsoft SQL Server;MongoDB;Redis
Microsoft SQL Server;MongoDB;Redis
Microsoft SQL Server;MongoDB;Redis
NA NA
Yes
Docker;Homebrew;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Webpack
Docker;Homebrew;Kubernetes;Microsoft Azure;MSBuild;NuGet
Docker;Homebrew;Kubernetes;Microsoft Azure;MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Node.js;React
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code;Windsurf;Xcode;Zed
Claude Code;Visual Studio;Visual Studio Code;Xcode
Claude Code;Visual Studio;Visual Studio Code;Xcode
NA NA
.NET 8 or higher;SwiftData;Google Gemini
.NET 8 or higher;SwiftData;Microsoft Fabric
.NET 8 or higher;SwiftData
null
null
MacOS;iOS
Windows;MacOS
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
YouTube
YouTube
YouTube
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
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Direct messaging of users
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
Neither trust nor distrust
Neither good or 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
Deployment and monitoring
Project planning
Predictive analytics
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, it is not.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
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 improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Critical thinking and domain knowledge.
75,494
null
19,622
19,623
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Transitioning to retirement (gradually reducing work hours)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
null
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
19,623
19,624
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, game or graphics
null
null
null
No
null
null
null
Other:
Control over the level of quality in projects NA
No
I have transitioned into a new career and/or industry voluntarily
null
2
France
EUR European Euro
0
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Ubuntu
Clickup;GitHub;GitLab;Google Workspace;Notion;Trello;Wikis
Notion
Notion
NA NA
Reddit;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Not sure
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting 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;Other (write in):
Writing code;Debugging or fixing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
algorithmic complexity
null
8
19,624
19,625
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
18
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Blogs or podcasts
20
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,625
19,626
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
19
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;Blogs or podcasts
24
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Prohibitive pricing NA
Manufacturing
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
Switzerland
CHF Swiss franc
130,000
Yes
C;C++;Python
Python;Rust
Python
NA NA
No
null
null
null
NA NA
Yes
APT;Docker;Ninja
Ansible;APT;Cargo;Docker;Kubernetes;Ninja;Podman;Terraform
APT;Docker;Ninja
NA NA
Yes
Vue.js
Django;FastAPI;Vue.js
Vue.js
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Google Gemini;uv
Google Gemini;uv
Google Gemini;uv
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Fedora
Ubuntu
GitLab;Markdown File;Redmine
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);Bluesky
Stack Overflow;GitHub (public projects, not private repos);Bluesky
Stack Overflow;GitHub (public projects, not private repos);Bluesky
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code
Learning about a codebase;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
Testing code;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite
No because no tool is aware of our whole codebase (not allowed in the company)
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
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 quick help troubleshooting
Understanding the customer's need, shaping the product in collaboration with PM, designing a product and software architecture from the ground up (especially for not mainstream products).
161,191
7
19,626
19,627
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
18
AI/ML engineer
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
19,627
19,628
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.)
I prefer not to say
null
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Founder, technology or otherwise
null
null
null
null
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
3
3
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;R;SQL
TypeScript
null
NA NA
Yes
MySQL
Dynamodb;Elasticsearch;Redis;Supabase
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare
Docker;Firebase
null
NA NA
Yes
Express;Node.js;WordPress
React
null
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Xcode
Android Studio;Visual Studio;Visual Studio Code
Android Studio;Visual Studio
NA NA
null
null
null
null
null
Windows;Android
MacOS;Android
null
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);X
Stack Overflow;Reddit;GitHub (public projects, not private repos);X
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
null
null
null
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Testing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
not so much
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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
writing clear code
null
null
19,628
19,629
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
34
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
42
Developer, desktop or enterprise applications
null
null
null
No
Personal Project
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
4
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;Node.js;React;Svelte
Express;Node.js;React;Svelte
Express;Node.js;React;Svelte
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Fedora
Fedora
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions
null
null
7
19,629
19,630
I am a developer by profession
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (full-time)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,630
19,631
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.)
5
Yes, I am new to coding or currently a student
null
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
19,631
19,632
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
24
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
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
Transportation, or Supply Chain
Other (please specify): Work-life balance
No
I have neither consider or transitioned into a new career or industry
20
null
Belgium
EUR European Euro
68,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript;Visual Basic (.Net)
C#;F#;Go;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;SQLite
Cosmos DB;Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;SQLite
NA NA
Yes
Microsoft Azure;MSBuild;NuGet;Podman
Microsoft Azure;MSBuild;NuGet;Podman
Microsoft Azure;MSBuild;NuGet;Podman
winget winget
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher
null
null
MacOS;iOS;iPadOS
Windows;Android;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitLab;Jira;Markdown File
Azure Devops;Confluence;Jira;Markdown File
Azure Devops;Confluence;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.
AI agents have helped me automate repetitive tasks.;AI agents have 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
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.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Deep code knowledge, patterns and practices. Debugging.
78,890
9
19,632
19,633
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
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);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
13
Developer, desktop or enterprise applications
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
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
19,633
19,634
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.)
17
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);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
20
Engineering manager
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
10
15
Spain
EUR European Euro
80,500
Yes
Bash/Shell (all shells);Python;SQL;TypeScript
Bash/Shell (all shells);C#;Python;SQL;TypeScript
Bash/Shell (all shells);Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA OpenSearch
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;Podman;Poetry;Terraform;Webpack;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Datadog;Docker;Homebrew;Make;npm;Pip;Poetry;Terraform;Webpack;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Datadog;Docker;Homebrew;Make;npm;Pip;Poetry;Terraform;Webpack;Yarn
NA NA
Yes
FastAPI;Flask;Node.js;React
FastAPI;Flask;Node.js;React;Ruby on Rails
FastAPI;Flask;Node.js;React
NA NA
Yes
Cursor;IntelliJ IDEA;Neovim;Notepad++;PyCharm;Vim;Visual Studio Code
Neovim;Notepad++;PyCharm;Rider;Vim;Visual Studio Code
Neovim;Notepad++;PyCharm;Vim;Visual Studio Code
NA NA
Pydantic;Google Gemini;Ollama
Pydantic;Google Gemini;Ollama;uv
Pydantic;Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL)
MacOS;Android
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian;Trello
Confluence;GitHub;Jira;Markdown File;Miro;Notion
Confluence;GitHub;Jira;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
A few times per month or weekly
Chat (people);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Debugging or fixing code
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code
Learning about a codebase;Committing and reviewing code;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
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
Architecting software, performing cost analysis, comparing different services and vendors with real experience, generating and gathering authoritative answers.
93,392
8
19,634
19,635
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
Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
5
5
Denmark
DKK Danish krone
460,000
Yes
C;C#;C++;Delphi;Go;Java;JavaScript;PowerShell;Python;TypeScript;Visual Basic (.Net)
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Vue.js
null
null
NA NA
No
null
null
null
NA NA
Delphi 12+ Athens
null
null
null
null
Windows
null
null
null
null
zoho projects NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
en.delphipraxis.net NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
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
using your brain
71,539
9
19,635
19,636
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,636
19,637
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)
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Availability of better alternatives NA
Media & Advertising Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,637
19,638
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
6
Developer, back-end
10,000 or more 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
Good brand and public image NA
Outdated or obsolete technology or features 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
3
4
China
CNY Chinese Yuan Renminbi
150,000
Yes
Bash/Shell (all shells);C#;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;H2;InfluxDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
H2;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
H2;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
NA NA
Yes
Cargo;Docker;Gradle;Kubernetes;Make;Maven (build tool);npm;pnpm;Prometheus;Vite;Webpack;Yarn
Cargo;Docker;Gradle;Kubernetes;Maven (build tool);Prometheus;Vite
Cargo;Docker;Gradle;Kubernetes;Maven (build tool);Prometheus;Vite
AlibabaCloud NA
Yes
Django;FastAPI;Node.js;React;Spring Boot;Vue.js
FastAPI;React;Spring Boot;Vue.js
FastAPI;React;Spring Boot;Vue.js
Quarkus Quarkus
Yes
Android Studio;Cursor;IntelliJ IDEA;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code
Android Studio;IntelliJ IDEA;Rider;Visual Studio Code
Android Studio;IntelliJ IDEA;Rider;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;RAG;Ollama
Tailwind CSS 4;Large Language Model;RAG;Ollama;LangGraph
Tailwind CSS 4;Large Language Model;RAG;Ollama
null
null
Windows;Windows Subsystem for Linux (WSL)
MacOS
GitHub;Notion;Obsidian;YouTrack
GitHub;Notion;Obsidian;YouTrack
GitHub;Notion;Obsidian;YouTrack
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Medium;Company-sponsored forums
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;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
Not sure/can't remember
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
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;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging or fixing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
Language processing;MCP servers;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 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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
pgvector
null
LangChain;LangGraph
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
'- System design - Troubleshooting in a complex environment.
20,893
7
19,638
19,639
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
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);Stack Overflow or St...
21
Developer, back-end
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
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
19,639
19,640
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
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
16
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Healthcare
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Italy
EUR European Euro
null
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MySQL;Oracle
MySQL
MySQL
NA NA
No
null
null
null
NA NA
Yes
Laravel;Nuxt.js;React
Laravel;React
Laravel;React
NA NA
Yes
Cursor
Cursor
Cursor
NA NA
Google Gemini
Tailwind CSS 4;Google Gemini;Ollama
Google Gemini
null
null
Windows;Ubuntu
Windows;Debian
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
NA NA
Yes
openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
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.
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.
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 quick help troubleshooting
null
null
7
19,640
19,641
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Volunteering (regularly);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
8
Developer, full-stack
I don’t know
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Prohibitive pricing forum support
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Italy
EUR European Euro
null
Yes
C#;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python
HTML/CSS;Java;JavaScript;PHP
HTML/CSS;Java;JavaScript;PHP
NA NA
Yes
MariaDB;MongoDB;MySQL
MariaDB;MongoDB;MySQL
MariaDB;MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Firebase;Maven (build tool);npm;Vite
Digital Ocean;Docker;npm;Vite
Digital Ocean;npm;Vite
NA NA
Yes
jQuery;Node.js;Spring Boot;WordPress
Laravel;Next.js;Node.js;React;Spring Boot
Node.js;Spring Boot
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows;MacOS;Ubuntu;Android
GitHub;GitLab;Google Colab;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Search for answers
Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;IT operations
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
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
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;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
larger vision on projects
null
6
19,641
19,642
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
23
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Lack of or sub-par API NA
Software Development
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
7
0
Belgium
EUR European Euro
46,000
Yes
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
null
null
null
null
NA NA
Yes
Symfony
Symfony
Symfony
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;MacOS;Android;iOS
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Daily or almost daily
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
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;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Generating content or synthetic data
null
null
I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;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
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
53,367
8
19,642
19,643
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);None of the above;Engaged in paid work (20-29 hours per week)
14
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
8
Architect, software or solutions
5,000 to 9,999 employees
People manager
Remote
No
Work
Connected to an open-source project NA
Inefficient or time-costly NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
5
1
India
INR Indian rupee
4,100,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, but I plan to soon
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I’ve become less confident in my own problem-solving
null
null
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
47,658
null
19,643
19,644
I am learning to code
18-24 years old
Other (please specify):
Student
Engaged in paid work (10-19 hours per week)
4
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Books / Physical media;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Books / Physical media
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
19,644
19,645
I used to be a developer by profession, but no longer am
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
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);Games or coding challenges
33
Developer, game or graphics
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
null
Inefficient or time-costly NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Czech Republic
CZK Czech koruna
1,866,000
Yes
C++;Lua;TypeScript
C#;C++;HTML/CSS;TypeScript
C++;TypeScript
NA NA
Yes
MariaDB
MongoDB
null
NA NA
null
Chocolatey;Docker;Google Cloud;MSBuild;npm;NuGet
Docker;Make;MSBuild;npm;NuGet
Docker;MSBuild;npm;NuGet
NA NA
null
ASP.NET Core;Blazor;jQuery
ASP.NET Core;Blazor;jQuery;React;Vue.js
ASP.NET Core;Blazor;jQuery
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Committing and reviewing code
Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Project planning;Generating content or synthetic data
null
Search for answers;Learning new concepts or technologies
It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
87,339
null
19,645
19,646
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
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);Videos (not associated with specific online course or certification);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
Other online resources (e.g. standard search, forum, online community)
14
Academic researcher
10,000 or more 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
Connected to an open-source project NA
Availability of better alternatives NA
Higher Education
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
7
5
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Python;Rust
Rust
Rust
NA NA
Yes
H2;MongoDB;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Cargo;Docker;Kubernetes;Pip
null
null
NA NA
Yes
Vue.js
null
null
NA NA
Yes
PyCharm;Sublime Text;Vim;Visual Studio Code
null
null
NA NA
Large Language Model
null
null
null
null
MacOS;Ubuntu;iOS
MacOS;Ubuntu
Confluence;GitHub;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
null
Ask a question NA
Neutral
More than half the time
Yes, I use AI tools weekly
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;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;I haven’t encountered any problems
No.
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
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
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
Auditing
null
7
19,646
19,647
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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
15
Developer, front-end
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
null
Fintech
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Hong Kong (S.A.R.)
HKD Hong Kong dollar
760,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL
MariaDB;Microsoft SQL Server;MongoDB;MySQL;Redis;SQLite
MariaDB;MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);Composer;Firebase;Heroku;Homebrew;Make;Maven (build tool);New Relic;npm;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Heroku;Homebrew;Kubernetes;Make;Microsoft Azure;Netlify;New Relic;npm;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Firebase;Heroku;Homebrew;Make;New Relic;npm;pnpm;Vite;Webpack;Yarn
NA NA
Yes
Node.js;React;Spring Boot
Express;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Node.js;React
NA NA
Yes
Eclipse;Visual Studio Code
Android Studio;Cursor;Visual Studio;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android
MacOS;Ubuntu
Airtable;Confluence;GitHub;Google Workspace;Jira;Markdown File;Notion
Airtable;Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Monday.com;Notion
Airtable;Confluence;GitHub;Google Workspace;Jira;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Pro 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)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;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
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Occasionally, in small quantity.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
Contextual meaning.
96,816
7
19,647
19,648
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
22
Developer, mobile
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,648
19,649
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
25
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
15
null
Croatia
EUR European Euro
null
Yes
C#;C++;HTML/CSS;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
NA NA
Yes
Cosmos DB;MariaDB;Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;Redis
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;MSBuild;npm;NuGet;Pip
Docker;Microsoft Azure;MSBuild
Docker;Microsoft Azure;MSBuild
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;React
ASP.NET Core
NA NA
Yes
Cursor;Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher
null
null
Windows;iOS
Windows;Ubuntu
Azure Devops;GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Use discussion or chat feature NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Testing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.
null
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 learn best practices
null
null
8
19,649
19,650
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
20
Developer, back-end
10,000 or more employees
People manager
Remote
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives vendor lock-in
Software Development
Other (please specify): work/life balance
Yes
I have strongly considered changing my career and/or the industry I work in
18
33
Spain
EUR European Euro
42
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
english (YES, as a programming language!) english (YES, as a programming language!)
No
null
null
null
NA NA
Yes
APT;Cloudflare;Docker;Homebrew;Make;Maven (build tool);npm;Pip;pnpm;Vite;Yarn
APT;Cloudflare;Docker;Homebrew;Make;Pip;pnpm
APT;Cloudflare;Docker;Homebrew;Make;Pip;pnpm
uv uv
Yes
Django;FastAPI;Flask;jQuery
FastAPI;Flask;React
FastAPI;Flask
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code;Xcode;Zed
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;Zed
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;Zed
NA NA
Tailwind CSS 4;Ollama;uv
Tailwind CSS 4;Odoo;Pydantic;Ollama;uv
Tailwind CSS 4;Ollama;uv
null
null
MacOS;Ubuntu;Android;iOS;Debian;Linux (non-WSL)
MacOS
Confluence;GitHub;GitLab;Google Colab;Jira;Markdown File;Obsidian
GitHub;GitLab;Google Colab;Markdown File
GitHub;GitLab;Google Colab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack;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);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI);Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Bad at handling complex tasks
null
Project planning;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing 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;Other (write in):
yes! plain, precise and straight English will become the primary programming language
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
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
null
Other (please specify):
farming, music, philosophy, zen
49
5
19,650
19,651
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
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);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
15
Developer, mobile
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase 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
15
null
France
EUR European Euro
69,000
Yes
Swift
Swift
Swift
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible
Amazon Web Services (AWS);Ansible
Amazon Web Services (AWS);Ansible
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Cursor;Visual Studio Code;Xcode
Claude Code;Cursor;Visual Studio Code;Xcode
Claude Code;Cursor;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
Windows;iOS;iPadOS
MacOS;iOS;iPadOS
Confluence;Jira;Miro
null
null
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning
Generating content or synthetic data
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Writing code;Documenting code;Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Not really
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
Language processing
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
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.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
Amazon Bedrock Agents
null
null
null
Claude Code;GitHub Copilot
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Prompting
80,050
8
19,651
19,652
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
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);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 Exch...
19
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Other:
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
15
null
United States of America
USD United States dollar
177,300
Yes
Bash/Shell (all shells);Go;HTML/CSS;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;MySQL;Neo4J;PostgreSQL;Redis
Elasticsearch;MongoDB;Neo4J;PostgreSQL;Redis
Elasticsearch;MongoDB;Neo4J;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Docker;Homebrew;Kubernetes;Make;npm;Pip;pnpm;Poetry;Terraform;Webpack;Yarn
Amazon Web Services (AWS);APT;Docker;Homebrew;Kubernetes;Make;Microsoft Azure;pnpm;Terraform;Vite;Yarn
Amazon Web Services (AWS);APT;Docker;Homebrew;Kubernetes;Make;pnpm;Terraform;Yarn
uv, asdf uv, asdf
Yes
FastAPI;Flask;Next.js;Node.js;React
FastAPI;Flask;React;Svelte
FastAPI;Flask;React
NA Preact
Yes
Nano;Visual Studio Code
Claude Code;Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
Large Language Model;RAG;Ollama;uv
Large Language Model;Amazon Bedrock;RAG;Shadcn/ui;Ollama;uv
Large Language Model;RAG;Ollama;uv
null
null
MacOS;iOS
MacOS;iOS;Linux (non-WSL)
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian
Airtable;Clickup;GitHub;Jira;Linear;Markdown File;Miro
GitHub;Jira;Markdown File
bitbucket bitbucket
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Cohere: Command A;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.);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 distrust
Bad at handling complex tasks
Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Debugging or fixing code
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;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
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 ...
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
Accurately defining problems in a clear and logically structured manner. Verifying and validating AI output is secure, correct, and performant.
177,300
8
19,652
19,653
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 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);Videos (not associated with specific online course or certification);Blogs or podcasts;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
2
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,653
19,654
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Inefficient or time-costly NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
3
null
Slovenia
EUR European Euro
50,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;Node.js
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;iOS
Windows;MacOS;Android;iOS
GitHub;GitLab
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
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
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Language processing
null
null
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration withi...
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
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
Innovative problem solving. AI is derivative as a rule.
58,007
8
19,654
19,655
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
25
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
40
Academic researcher
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Developing specialized expertise NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
null
null
Italy
EUR European Euro
null
Yes
C#;HTML/CSS;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;PowerShell;Python;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
19,655
19,656
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Associate degree (A.A., A.S., etc.)
Not employed
Volunteering (regularly);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
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;Stack Overflow or Stack Exchange;Coding Bootca...
7
AI/ML engineer
10,000 or more 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
AI integration or AI Agent capabilities NA
Ethical concerns NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
12
12
United States of America
USD United States dollar
78,000
Yes
Ada;Assembly;Bash/Shell (all shells);C#;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;PowerShell;Python;SQL;VBA;Visual Basic (.Net)
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;Delphi;Erlang;F#;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Ada;Assembly;Bash/Shell (all shells);C#;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;PowerShell;Python;SQL;VBA;Visual Basic (.Net)
NA NA
Yes
Cosmos DB;Databricks SQL;Dynamodb;Elasticsearch;Firebase Realtime Database;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite;Amazon Redshift
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
Cosmos DB;Databricks SQL;Dynamodb;Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Ansible;Bun;Cloudflare;Datadog;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;npm;Pip;pnpm;Podman;Prometheus;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase;Ter...
Amazon Web Services (AWS);Ansible;Bun;Cloudflare;Datadog;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;npm;Pip;pnpm;Podman;Prometheus;Terraform;Webpack;Yarn
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Django;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Angular;AngularJS;ASP.NET;ASP.NET Core;Django;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
NA NA
Yes
Aider;Android Studio;Bolt;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Aider;Android Studio;Bolt;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
NA NA
.NET 8 or higher;SwiftData;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini;Ollama
.NET 8 or higher;c++23;Odoo;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;Ultralytics;visionOS
.NET 8 or higher;SwiftData;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Arch
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Arch
Airtable;Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Miro;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis
Airtable;Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Miro;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
NA NA
Yes
Amazon Titan models;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Amazon Titan models;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Amazon Titan models;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Chat (people);Message Boards;Direct messaging of users
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Creating or maintaining documentation
null
null
null
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
I haven’t encountered any problems
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have 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.;Write in the most significant benefit if ...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
Redis;LanceDB;Letta;Qdrant;GitHub MCP Server;ChromaDB;pgvector;Pinecone;LangMem;mem0
null
Vertex AI;Agno;AutoGen (Microsoft);Amazon Bedrock Agents
null
Galileo;Honeycomb;Metero;New Relic;opik;Snyk;Grafana + Prometheus;Adversarial Robustness Toolbox (ART);LangSmith;Langfuse;helicone
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Auto-GPT;Bolt.new;Amazon Codewhisperer
null
Other (please specify):
null
78,000
null
19,656
19,657
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Project manager
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable EU based
Ethical concerns NA
Government
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
15
8
Germany
EUR European Euro
60,000
Yes
HTML/CSS;JavaScript;Rust;SQL;TypeScript;VBA
HTML/CSS;JavaScript;Rust;SQL
HTML/CSS;JavaScript;Rust;SQL
NA GLSL
Yes
MongoDB;Neo4J;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Cargo;Docker;Kubernetes;Netlify;Vite
Cargo;Kubernetes;Netlify
Cargo;Kubernetes;Netlify
parcel, shuttle.rs parcel, shuttle.rs
Yes
Angular;Deno;Node.js;Svelte;Axum
Angular;Node.js;Svelte;Axum
Angular;Node.js;Svelte;Axum
NA NA
Yes
Visual Studio Code;Zed
Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows
Confluence;GitLab;Jira;Miro
Confluence;GitLab;Jira
Confluence;GitLab;Jira
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Bluesky;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);Bluesky
Stack Overflow;GitHub (public projects, not private repos);Bluesky
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
null
null
phind phind
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Very poor at handling complex tasks
Predictive analytics;Search for answers;Generating content or synthetic data
Learning about a codebase;Committing and reviewing code
Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
It is part of professional prototyping and creating PoC. But the results are far from production ready. It is therefore not part of professional development work.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Data and analytics
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved the quality of my code.
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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Understand how to make sure that the testing covers all relevant cases and side effects.
69,609
null
19,657
19,658
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
5
Student
null
null
null
null
Personal Project
Good brand and public image NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C;C++;Dart;Fortran;Go;HTML/CSS;JavaScript;Kotlin;Python;Rust
Assembly;Bash/Shell (all shells);C++;Dart;Rust
Bash/Shell (all shells);C++;Dart;Rust
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Firebase;Netlify;npm;pnpm;Vite;Yarn
Amazon Web Services (AWS);APT;Cargo;Netlify
Amazon Web Services (AWS);APT;Cargo;Netlify
Pub Pub
Yes
Node.js
null
null
NA NA
Yes
Vim
Vim
Vim
NA NA
c++23;Large Language Model
c++23
c++23
null
null
Android
Android
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
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
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Project planning;Testing code;Deployment and monitoring
Predictive analytics
null
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
null
null
null
19,658
19,659
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
2
1
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;Python;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MySQL
BigQuery;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel;WordPress
Drupal;Express;jQuery;Laravel;NestJS;Next.js;Node.js;React;WordPress
jQuery;Laravel;WordPress
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
Clickup;Confluence;GitHub;GitLab;Jira
Clickup;Confluence;GitHub;GitLab;Jira;Trello
Clickup;Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
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
Videos;Logic games/puzzles;Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Debugging or fixing code;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
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
It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
9
19,659
19,660
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, 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
null
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
19,660
19,661
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
null
null
null
null
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
19,661
19,662
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,662
19,663
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
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
AI CodeGen tools or AI-enabled apps
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
19,663
19,664
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.)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
28
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,664
19,665
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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)
17
Developer, front-end
100 to 499 employees
Individual contributor
Remote
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
19,665
19,666
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
15
15
Switzerland
CHF Swiss franc
135,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;PHP;Python;SQL;TypeScript
HTML/CSS;Java;SQL;TypeScript
HTML/CSS;Java;SQL;TypeScript
NA NA
Yes
MySQL;SQLite;Supabase
MySQL
MySQL
NA NA
Yes
Docker;Firebase;npm;Supabase;Vite;Webpack;Yarn
Digital Ocean;Docker;npm;Vercel;Vite;Yarn
Docker;npm;Vite;Yarn
NA NA
Yes
ASP.NET;ASP.NET Core;Laravel;React;Vue.js
NestJS;Next.js;Node.js;React;Spring Boot;Vue.js
React;Vue.js
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Notion
GitLab;Jira
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Search for answers;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Decision intelligence;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 the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
AI agents have helped me solve complex problems more effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
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 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
167,390
7
19,666
19,667
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.)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
21
Engineering manager
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Ethical concerns 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
7
null
Austria
EUR European Euro
95,500
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;SQLite
Elasticsearch;Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;SQLite
RavenDB NA
Yes
Ansible;Chocolatey;MSBuild;npm;NuGet
Ansible;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman;Prometheus;Terraform;Vite
Ansible;MSBuild;npm;NuGet
winget winget
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;jQuery
ASP.NET Core;Vue.js
ASP.NET Core
HTMX HTMX
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Claude Code;Cursor;Rider;Visual Studio Code
Rider;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Ollama
.NET 8 or higher
null
null
Windows
Windows
Confluence;Jira;Markdown File;Miro
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Obsidian
Confluence;Jira;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Problem solving, maintaining simplicity, proper code design
110,794
8
19,667
19,668
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
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
19,668
19,669
I used to be a developer by profession, but no longer am
35-44 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
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)
13
Other (please specify):
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
2
2
Spain
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;Python;SQL
null
null
NA NA
Yes
BigQuery;MySQL
Cloud Firestore;PostgreSQL;SQLite
null
NA NA
Yes
Docker;Google Cloud;Kubernetes
Composer
null
NA Pulumi
Yes
Flask
FastAPI
null
NA HTMX, PyScript
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
null
null
NA NA
Google Gemini
Odoo;Large Language Model;uv
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Windows
GitHub;Google Colab;Google Workspace;Markdown File
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Hacker News
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro 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
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Generating content or synthetic data
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
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 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.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
Architecture, planning, best-practices, devOps, security
null
null
19,669
19,670
I am a developer by profession
65 years or older
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
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
Books / Physical media
null
Academic researcher
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
null
null
Higher Education
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,670
19,671
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
25
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
null
Greece
EUR European Euro
30,000
Yes
HTML/CSS;JavaScript;PHP;SQL
null
null
NA NA
Yes
MariaDB;MySQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Digital Ocean;Docker;Google Cloud;New Relic;npm;Vite;Yarn
null
null
NA NA
Yes
Laravel;Vue.js
null
null
Livewire, alpine.js NA
Yes
PhpStorm;Visual Studio Code
Zed
null
Copilot NA
null
null
null
null
null
Windows Subsystem for Linux (WSL)
Ubuntu
Confluence;GitHub;Jira
null
null
Bitbucket, Slack NA
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
Copilot NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Writing code
Project planning;Learning new concepts or technologies
Debugging or fixing code;Deployment and monitoring
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;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
It is, when I want to answers from documentation is impossible to remember and Google Search does not help anymore.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have helped me automate repetitive tasks.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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 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
Describing in precise natural language what the AI tool wants you to build.
34,804
8
19,671
19,672
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
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;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
20
Developer, full-stack
20 to 99 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
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
3
3
Germany
EUR European Euro
60,000
Yes
Bash/Shell (all shells);JavaScript;PHP;SQL
Bash/Shell (all shells);Go;JavaScript;PHP;SQL
Bash/Shell (all shells);JavaScript;PHP;SQL
NA NA
Yes
MySQL;Redis
MySQL;PostgreSQL;Redis;Clickhouse
MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Homebrew;Kubernetes;npm;Prometheus;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Composer;Docker;Homebrew;Kubernetes;npm;Prometheus;Terraform;Vite;Yarn
Amazon Web Services (AWS);Composer;Docker;Homebrew;Kubernetes;npm;Prometheus;Terraform;Vite;Yarn
NA NA
Yes
Laravel;React
Laravel;React
Laravel;React
go fiber NA
Yes
Neovim;Visual Studio Code
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
Ollama
Ollama
Ollama
null
null
MacOS;iOS;iPadOS
MacOS;iOS;Linux (non-WSL)
GitHub;GitLab;Monday.com
GitHub
GitHub
Postman Postman
Stack Overflow;Dev.to;GitHub (public projects, not private repos)
Stack Overflow;Dev.to;GitHub (public projects, not private repos)
Stack Overflow;Dev.to;GitHub (public projects, not private repos)
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Committing and reviewing code
null
Other (write in):
AI solutions that are almost right, but not quite;Other (write in):
Vibe coding is hardly part of my professional work due to a lack of trust in the quality and a tendency to not checking the result, based on prior experience and experiments.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
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 spen...
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Especially in critical sectors such as system operations (be it production systems or local developer hardware), it is of upmost danger to blindly trust any shell commands etc. suggested by AI as they have been shown to be overly complex, often times not solving the root cause and adding additional miss configurations ...
69,609
7
19,672
19,673
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
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);Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Coding Bootcamp
6
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Outdated or obsolete technology or features 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
19,673
19,674
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality 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
4
3
India
INR Indian rupee
450,000
Yes
HTML/CSS;JavaScript;Lua;SQL;TypeScript
C++;Go;Lua;Rust
Lua
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite;Supabase
Dynamodb;Elasticsearch;Firebase Realtime Database;Redis;Supabase
Supabase
NA NA
No
null
null
null
NA NA
Yes
Express;Next.js;Node.js;React
Deno;NestJS
null
NA NA
Yes
Cursor;Neovim;Visual Studio Code
Claude Code;Cursor;Neovim;Windsurf;Zed
Cursor;Neovim
NA NA
Tailwind CSS 4;Shadcn/ui
Large Language Model;Google Gemini;Ollama
null
null
null
Arch
Windows;Arch
Clickup;GitHub
Jira;Notion;Obsidian
null
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;Hashnode;X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Hacker News;X;YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);Perplexity Sonar 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 (people);Long-form articles;Coding challenges;Direct messaging of users
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
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Project planning;Testing code
Documenting 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;I’ve become less confident in my own problem-solving
Vibe coding is good for smaller projects but for larger projects it is cumbersome.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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 quick help troubleshooting
The general programming skills and human level consciousness for looking into any real-life problems and solving it.
5,231
4
19,674
19,675
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
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, embedded applications or devices
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable How will it impact our productivity
Security or privacy concerns NA
Manufacturing
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
3
Netherlands
EUR European Euro
55,000
Yes
C#;HTML/CSS;Python
C#;F#;Python;Rust
C#;Python
Siemens PLC (SCL), B&R PLC Siemens PLC, Siemens Ax
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular
ASP.NET
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Siemens TIA Portal, B&R Automation Studio Siemens TIA Portal
null
null
null
null
null
Ubuntu
Windows
Azure Devops
Azure Devops;GitLab
Azure Devops
Siemens Multiuser Siemens Multiuser
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
Yes
null
null
null
Copilot Copilot
Yes
Daily or almost daily
Between 10 and 15 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
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Other (write in):
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
hell no.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agen...
null
null
null
null
null
null
null
null
null
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
To understand the context of the problem you are trying to solve.
63,808
7
19,675
19,676
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,676
19,677
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
Blogs or podcasts
7
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Fintech
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
2
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);Dart;HTML/CSS;Java;JavaScript;Rust;TypeScript
C#;C++;Elixir;Go;HTML/CSS;Java;Rust;TypeScript;Gleam
HTML/CSS;Java;Rust;TypeScript
NA NA
Yes
Cloud Firestore;MariaDB;MongoDB;PostgreSQL;SQLite
MariaDB;MongoDB;Neo4J;PostgreSQL
MariaDB;MongoDB;PostgreSQL
NA NA
Yes
Bun;Cargo;Docker;Firebase;Google Cloud;Maven (build tool);npm;Pacman;Pip;pnpm;Vercel;Vite
Bun;Cargo;Docker;Google Cloud;npm;Pacman;Vite
Bun;Cargo;Docker;Google Cloud;npm;Pacman;Vite
NA NA
Yes
Angular;Express;jQuery;NestJS;Next.js;Node.js;React;Spring Boot;WordPress;Axum
Deno;Express;NestJS;Next.js;Node.js;React;Axum
Express;NestJS;Next.js;Node.js;React;Axum
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Lovable.dev;Neovim;RustRover;Vim;Visual Studio Code;WebStorm;Zed
Cursor;IntelliJ IDEA;Neovim;Visual Studio Code
Cursor;IntelliJ IDEA;Neovim;Visual Studio Code
NA NA
.NET 8 or higher;Shadcn/ui
.NET 8 or higher;c++23;Tailwind CSS 4;Shadcn/ui
.NET 8 or higher;Shadcn/ui
null
null
Windows;Arch
Windows;Arch
GitHub;Jira;Markdown File;Miro;Wikis
GitHub;Jira;Markdown File;Obsidian
GitHub;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
Anthropic: Claude Sonnet
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles
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
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Creating or maintaining documentation
Learning about a codebase;Project planning;Committing and reviewing code
Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
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;Bolt.new;Lovable.dev
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
SQL, Architecting, Low level progamming
null
5
19,677
19,678
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
22
Developer, back-end
null
null
null
No
Work
Reliability and low latency NA
Inefficient or time-costly NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Slovakia
EUR European Euro
75,000
Yes
C#;JavaScript;PowerShell;SQL;TypeScript
C#;PowerShell;SQL;TypeScript
C#;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL
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 NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;Jira;Linear
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
Chat (people);Direct messaging of users;Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Very poor at handling complex tasks
null
null
null
null
null
Other (write in):
not yet
Yes, I use AI agents at work daily
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;Microsoft Copilot
null
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
analytical thinking, abstract thinking, innovative thinking, agility
87,011
8
19,678
19,679
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week);Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Games or coding challen...
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
11
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Healthcare
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,679
19,680
I used to be a developer by profession, but no longer am
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-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
19,680
19,681
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (part-time);Engaged in paid work (less than 10 hours per week)
100
Yes, I am new to coding or currently a student
Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
100
Developer, mobile
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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
School
Easy-to-use API NA
Lack of or sub-par API NA
Fintech
null
Yes
I have somewhat considered changing my career and/or the industry I work in
100
100
Cambodia
KHR Cambodian riel
null
Yes
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;Pop!_OS;NixOS
null
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
Yes
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;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);op...
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;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);op...
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;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);op...
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI);Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
No, and I don't plan to
Very favorable
Highly trust
Very well at handling complex tasks
null
Project planning
null
Predictive analytics
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity;Other Industry purpose (write in):
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;Other specific task (write in):
AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if no...
AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
Redis;Fireproof;LanceDB;Letta;Neo4j;Qdrant;GitHub MCP Server;ChromaDB;supabase;pgvector;Milvus;Weaviate;Pinecone;Zep;LangMem;mem0
null
Vertex AI;Agno;AutoGen (Microsoft);CrewAI;IBM watsonx.ai;Llama Index;Ollama;Semantic Kernel;OpenRouter;LangChain;Smol-AGI;Zapier;Amazon Bedrock Agents;LangGraph;Haystack;Martian;phidata;Smolagents;lyzr
null
Sentry;Galileo;Honeycomb;Metero;New Relic;opik;Snyk;Grafana + Prometheus;Adversarial Robustness Toolbox (ART);LangSmith;Langfuse;Wiz;Protect AI;Vectra AI;arize;helicone
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Auto-GPT;Devin AI;Glean (Enterprise Agents);OpenHands (formerly OpenDevin);Roo code (Roo-Cline);Tabnine;Replit;v0.dev;Perplexity;Bolt.new;Blackbox AI;Amazon Codewhisperer;Lovable.dev;Cody
null
When I want to learn best practices
null
null
null
19,681
19,682
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
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
4
France
EUR European Euro
31,000
Yes
C#;Go;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis
MariaDB;MySQL;PostgreSQL;Redis
MariaDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Chocolatey;Composer;Docker;Firebase;Gradle;Heroku;Maven (build tool);npm;NuGet;Pip;Vite;Webpack
Composer;Docker;Firebase;npm;Pip;Vite
Composer;Docker;Firebase;npm;Pip;Vite
NA NA
Yes
Angular;Astro;Express;Fastify;jQuery;Laravel;Nuxt.js;React;Svelte;Symfony;Vue.js
Express;Fastify;Laravel;Nuxt.js;React;Svelte;Vue.js
Express;Fastify;Laravel;Nuxt.js;React;Svelte;Vue.js
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;hostinger;Odoo;Shadcn/ui
Shadcn/ui
Shadcn/ui
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Android;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Notion;Trello
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;Kaggle;YouTube;Twitch;Medium
Stack Overflow;Discord;Reddit;Bluesky;Kaggle;YouTube;Twitch;Medium
Stack Overflow;Discord;Reddit;Bluesky;Kaggle;YouTube;Twitch;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Upvote/Downvote Q&A posts NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers
Generating content or synthetic data
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. I don't trust the results and I don't want to go through the pain of iterating through IA or maintaining softwares mostly developed by LLM prompts
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
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.
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 quick help troubleshooting
Soft skills and good technical know-how, and the ability to adapt & learn fast. Maintaining AI driven projects will become a pain.
35,965
6
19,682
19,683
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
18
Cybersecurity or InfoSec professional
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
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
12
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
85,000
Yes
Bash/Shell (all shells);C;C++;Go;Java;Python
Bash/Shell (all shells);C;C++;Python
Bash/Shell (all shells);C;C++;Python
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;Ninja;Pip
Amazon Web Services (AWS);Make;Pip
Amazon Web Services (AWS);Make;Pip
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Vim
Notepad++;Vim
Notepad++;Vim
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitLab;Markdown File
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
A few times per week
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Vibe coding is not even a consideration in my professional life.
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.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I need help fixing complex or unfamiliar code
Producing accurate, accountable code, which can be explained in human terms to other humans.
115,720
null
19,683
19,684
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.)
Independent contractor, freelancer, or self-employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Stack Overflow or Stack Exchange
20
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript;VBA;Visual Basic (.Net)
null
null
NA NA
Yes
Cloud Firestore;Cosmos DB;Microsoft SQL Server
null
null
NA NA
Yes
Chocolatey;Docker;Firebase;Google Cloud;Microsoft Azure;Netlify;npm;NuGet;Vite;Webpack
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Next.js;React
null
null
NA NA
Yes
Cursor;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4
null
null
null
null
Windows;Android;iOS
Windows;Android;iOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos);Twitch
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
yes for bulk and scaffolding
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence
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.
null
AI agents have helped me solve complex problems more effectively.
null
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
null
null
Zapier
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;I don’t think I’ll need help from people anymore
oversight and structure
null
null
19,684
19,685
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
null
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
16
Architect, software or solutions
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Other (please specify): Not being forced to use "AI"
No
I have neither consider or transitioned into a new career or industry
2
1
Slovenia
EUR European Euro
65,000
Yes
C#;F#;JavaScript;Ruby;Swift
Ruby;Swift
Ruby;Swift
Crystal Crystal
Yes
PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;npm;Vite;Webpack;Yarn
Cloudflare
Cloudflare
NA NA
Yes
Ruby on Rails;Vue.js
Ruby on Rails;Vue.js
Ruby on Rails;Vue.js
NA NA
No
null
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Ollama
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);Linux (non-WSL);NixOS
MacOS;Linux (non-WSL);NixOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos)
null
null
Fediverse Fediverse
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
Upvote/Downvote Q&A posts NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Generating content or synthetic data
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;Other (write in):
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
No, and it never will be. Writing code is not the difficult part of programming.
No, and I don't plan to
Yes, somewhat
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.;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 significan...
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
Other (please specify):
Software engineering as a whole isn't going away for anything except the most vapid of programs.
75,410
7
19,685
19,686
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
26
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
33
Cloud infrastructure engineer
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
10
3
Norway
NOK Norwegian krone
1,400,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Perl;Python;SQL;TypeScript
Bash/Shell (all shells);Kotlin;Perl;Python;SQL
Bash/Shell (all shells);Kotlin;Perl;Python;SQL
NA NA
Yes
Cosmos DB
null
null
NA NA
Yes
Docker;Homebrew;Kubernetes;Microsoft Azure;Pip;Prometheus;Terraform
Docker;Homebrew;Kubernetes;Microsoft Azure;Pip;Prometheus;Terraform
Docker;Homebrew;Kubernetes;Microsoft Azure;Pip;Prometheus;Terraform
NA NA
No
null
null
null
NA NA
Yes
Rider;Visual Studio Code
Rider
Rider
NA NA
.NET 8 or higher;Large Language Model
Large Language Model
Large Language Model
null
null
MacOS;Android
MacOS
Azure Devops;Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Hacker News;LinkedIn
Stack Overflow;Hacker News;LinkedIn
Stack Overflow;Hacker News;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Long-form articles;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);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
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Generating content or synthetic data
Testing code
null
null
AI solutions that are almost right, but not quite
No.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
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 reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
Soliciting and formulating requirements, solving complex problems that require strong algorithmic skills or deep domain understanding, verifying solutions, ensuring security.
138,358
6
19,686
19,687
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);Transitioning to retirement (gradually reducing work hours)
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);Online Courses or Certification (includes all media types)
8
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
10
Ukraine
UAH Ukrainian hryvnia
44,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Docker;Netlify;npm;Pacman;Pip;pnpm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Netlify;npm;Pip;pnpm;Vercel;Vite;Webpack;Yarn
Docker;Netlify;npm;Pip;pnpm;Vercel;Vite;Webpack;Yarn
NA NA
Yes
Express;FastAPI;Next.js;Node.js;React
Express;FastAPI;Next.js;Node.js;React
Express;FastAPI;Next.js;Node.js;React
NA NA
null
Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Vim;WebStorm
Nano;Neovim;PyCharm;Vim;WebStorm
Nano;Neovim;PyCharm;Vim;WebStorm
NA NA
Tailwind CSS 4;hostinger;Large Language Model
Tailwind CSS 4;hostinger;Large Language Model
Tailwind CSS 4;hostinger;Large Language Model
null
null
Windows;Fedora
MacOS;Fedora
GitHub;GitLab;Google Colab;Jira;Markdown File;Miro;Notion;Obsidian
GitHub;GitLab;Google Colab;Jira;Markdown File;Miro;Notion;Obsidian
GitHub;GitLab;Google Colab;Jira;Markdown File;Miro;Notion;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
Neutral
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
Writing code;Debugging or fixing code;Learning new concepts or technologies
null
Documenting code;Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
1,055
8
19,687
19,688
I am a developer by profession
25-34 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
null
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
19,688
19,689
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
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
19,689
19,690
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,690
19,691
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., 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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
13
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Availability of better alternatives 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
7
6
Germany
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 daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
19,691
19,692
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
18
Developer, mobile
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
France
EUR European Euro
47,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Swift;TypeScript
Bash/Shell (all shells);Python;Rust;Swift
Bash/Shell (all shells);Python;Swift
NA NA
Yes
PostgreSQL;SQLite;Supabase
PostgreSQL;SQLite;Supabase
PostgreSQL;SQLite;Supabase
NA NA
Yes
Docker;Homebrew;npm;Pip;Supabase
Homebrew;Pip;Podman;Supabase
Homebrew;Pip;Supabase
NA NA
Yes
null
null
null
Vapor, Zola NA
Yes
Android Studio;Cursor;Visual Studio Code;Windsurf;Xcode
Claude Code;Cline and/or Roo;RustRover;Visual Studio Code;Windsurf;Xcode
Visual Studio Code;Windsurf;Xcode
NA NA
hostinger;Large Language Model;SwiftData;RAG;Ollama
Tailwind CSS 4;hostinger;Odoo;Large Language Model;RAG;Google Gemini;Ollama
hostinger;Large Language Model;RAG;Ollama
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;Debian;iPadOS
MacOS;Android;iOS
Airtable;GitHub;Jira;Markdown File;Notion;Obsidian
Airtable;GitHub;Jira;Markdown File;Obsidian
Airtable;GitHub;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Mistral AI 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 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Neutral
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;Debugging or fixing code;Search for answers;Generating content or synthetic data
Deployment and monitoring
Project planning;Committing and reviewing code;Predictive analytics
Creating or maintaining documentation
Documenting code;Testing code;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Not really. I write code, and then I check it and fix it by myself. I use artificial intelligence as a help.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence;Marketing
Language processing;Agent/multi-agent orchestration;MCP servers
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
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
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
GitHub MCP Server;supabase
null
CrewAI;Ollama
null
Grafana + Prometheus
null
ChatGPT;Google Gemini;Perplexity
null
When I don’t trust AI’s answers;When I want to learn best practices
Writing good specifications for AI to perform properly. Planning a project. Creativity. Marketing
54,527
6
19,692
19,693
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 not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
17
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,693
19,694
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
35
Developer, mobile
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Media & Advertising Services
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
1
null
France
EUR European Euro
50,000
Yes
Bash/Shell (all shells);Swift
Bash/Shell (all shells);Swift
Bash/Shell (all shells);Swift
NA NA
No
null
null
null
NA NA
Yes
Firebase;Google Cloud
null
null
SPM NA
No
null
null
null
NA NA
Yes
Vim;Xcode
Vim;Xcode
Vim;Xcode
NA NA
SwiftData;visionOS
SwiftData;visionOS
SwiftData;visionOS
null
null
MacOS;iOS;iPadOS
MacOS;iOS;iPadOS
Confluence;GitHub;GitLab;Google Workspace;Jira;Linear;Markdown File;Trello
Confluence;GitHub;Google Workspace;Markdown File;Trello
Confluence;GitHub;Google Workspace;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
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
Infrequently, less than once per year
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
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Not a chance
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
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 h...
Knowing how to code.
58,007
3
19,694
19,695
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
8
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
15
Engineering manager
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Manufacturing
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Italy
EUR European Euro
40,000
Yes
C;C++;HTML/CSS;Java;JavaScript;MATLAB;PHP;Python;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Composer;Docker;Microsoft Azure;npm;Webpack;Yarn
Composer;Docker;Microsoft Azure;npm;Yarn
Composer;Docker;Microsoft Azure;npm;Yarn
NA NA
Yes
Angular;Express;NestJS;Node.js;React
Angular;Express;NestJS;Node.js
Angular;Express;NestJS;Node.js
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Notepad++;PyCharm;Sublime Text;Visual Studio Code;WebStorm
Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Android
Windows;Ubuntu;Android
Azure Devops;GitHub;GitLab
Azure Devops
Azure Devops
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
null
null
null
Neutral
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
46,406
6
19,695
19,696
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)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
3
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
19,696
19,697
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.)
16
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
29
Developer, back-end
null
null
null
No
Work
Costs are manageable NA
Availability of better alternatives NA
Retail and Consumer Services
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
20
null
Poland
PLN Polish zloty
null
Yes
Bash/Shell (all shells);Java;JavaScript;SQL
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Docker;Gradle;Homebrew;Kubernetes;Microsoft Azure;New Relic;Splunk;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA
null
null
Tabnine NA
null
null
null
null
null
Windows
MacOS;Ubuntu;Debian;Fedora
Azure Devops;Confluence;GitHub;Jira;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Long-form articles;Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
8
19,697
19,698
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Student
null
null
null
null
School
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
2
1
Norway
NOK Norwegian krone
null
Yes
C;HTML/CSS;JavaScript;Rust;TypeScript
C;Rust;TypeScript
C;Rust;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
APT;Cargo;Digital Ocean;Docker;Firebase;Maven (build tool);npm;pnpm
APT;Cargo;Digital Ocean;Docker;pnpm
APT;Cargo;Digital Ocean;Docker;pnpm
NA NA
Yes
Express;Node.js;React
Express
Express
NA NA
No
null
null
null
NA NA
Ollama
null
null
null
null
Ubuntu;Android;Debian
null
GitHub;GitLab;Linear;Markdown File;Notion;Obsidian
GitHub;Linear;Markdown File
GitHub;Linear;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Slack (public channels, not work);YouTube
Slack (public channels, not work);YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
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
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
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
null
null
null
19,698
19,699
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
35
Cloud infrastructure engineer
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Inefficient or time-costly NA
Banking/Financial Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
15
1
Poland
PLN Polish zloty
350,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;MATLAB;MicroPython;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);Java;JavaScript
Bash/Shell (all shells);Java;JavaScript
NA NA
Yes
Cassandra;Cosmos DB;IBM DB2;Microsoft SQL Server;MongoDB;Oracle;PostgreSQL
Cosmos DB;PostgreSQL
Cosmos DB;PostgreSQL
NA NA
Yes
Ansible;Chocolatey;Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;NuGet;Pip;Prometheus;Splunk;Terraform;Webpack
Docker;Kubernetes;Maven (build tool);Microsoft Azure;Prometheus
Docker;Kubernetes;Maven (build tool);Microsoft Azure;Prometheus
NA NA
Yes
Angular;AngularJS;Express;Node.js;React;Spring Boot
Node.js
Node.js
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows
Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat
Confluence;GitLab;Jira;Stack Overflow for Teams;Wikis
GitLab;Stack Overflow for Teams
GitLab;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Testing code;Search for answers
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Business process automation;Data and analytics
Multi-platform search enablement;Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have reduced the time spent on specific development tasks.
null
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
AutoGen (Microsoft)
null
Grafana + Prometheus;Vectra AI
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
criativity fastlearning
95,515
10
19,699
19,700
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)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);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
6
Student
null
null
null
null
School
Easy-to-use API NA
Availability of better alternatives NA
null
null
No
null
7
5
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;Dart;Go;HTML/CSS;Java;JavaScript;PHP;Python;Rust;SQL;TypeScript
Go;HTML/CSS;Lisp;Python;SQL;Gleam
Go;HTML/CSS;Python;SQL
NA NA
Yes
DuckDB;SQLite
Redis;SQLite
SQLite
NA NA
Yes
Bun;Cargo;Cloudflare;Docker;Gradle;Maven (build tool);npm;NuGet;Pip;Podman;Poetry;Vercel
Cloudflare;Docker;Maven (build tool);Podman;Vercel
Cloudflare;Docker;Maven (build tool);Podman;Vercel
NA NA
Yes
FastAPI;Flask;Node.js;Svelte
Astro;Django;FastAPI;Svelte
FastAPI;Svelte
NA NA
Yes
Aider;IntelliJ IDEA;PyCharm;Visual Studio Code;Zed
Aider;IntelliJ IDEA;PyCharm;Zed
Aider;IntelliJ IDEA;PyCharm;Zed
NA NA
Tailwind CSS 4;Pydantic;uv
Tailwind CSS 4;Pydantic;Shadcn/ui;uv
Tailwind CSS 4;Pydantic;uv
null
null
Android;Linux (non-WSL);ChromeOS;NixOS
Linux (non-WSL);NixOS
GitHub;GitLab;Markdown File;Notion;Obsidian;Trello
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Documenting code;Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Testing code
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
somewhat but I try to limit it
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.
AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;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.
Zep
null
null
null
null
null
ChatGPT;GitHub Copilot;Tabnine;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
null