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37,000
37,001
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
null
null
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
37,001
37,002
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Books / Physical media;School (i.e., University, College, etc)
11
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Inefficient or time-costly NA
Banking/Financial Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
12
15
Croatia
EUR European Euro
24,000
Yes
Assembly;Bash/Shell (all shells);C#;C++;HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;R;SQL;TypeScript
C#;HTML/CSS;Java;Kotlin;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;Java;Kotlin;PowerShell;Python;SQL;TypeScript
NA NA
Yes
IBM DB2;MySQL;SQLite
MongoDB;PostgreSQL
null
informix NA
Yes
Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Homebrew;Maven (build tool);Microsoft Azure;npm;NuGet;Pacman;Pip;Podman;Webpack;Yarn
Docker;Maven (build tool);npm;NuGet;Pip;Podman
Docker;Maven (build tool);npm;NuGet;Pip;Podman
NA NA
Yes
ASP.NET Core;jQuery
null
null
NA NA
No
null
null
null
NA NA
null
null
null
JAVA 21
JAVA 24
Ubuntu;Android;ChromeOS
Windows;Android;Fedora
Jira;Redmine
GitHub;GitLab;Redmine
Redmine
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Twitch;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Videos;Direct messaging of users;Chat (bot/AI)
null
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Search for answers;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;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
we don't do that here
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
Other specific task (write in):
null
null
null
Write in the most significant benefit if not listed above.
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
ChatGPT
null
null
Honeycomb
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):;I don’t think I’ll need help from people anymore
Code understanding, logic, deployment skills, communication skils, debugging skills, learning skills
27,844
2
37,002
37,003
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
14
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Government
Opportunities to mentor and lead junior-level coworkers NA
No
I have somewhat considered changing my career and/or the industry I work in
2
1
Hungary
HUF Hungarian forint
21,000,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Maven (build tool);npm;Vite;Webpack
npm;Vite
npm;Vite
NA NA
Yes
Angular;AngularJS
Angular;React
Angular
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitLab;Jira;Redmine
Confluence;GitHub;GitLab;Jira
GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;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
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics
Writing code;Testing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No, using AI only for specific problems.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
problem solving, understand client needs
60,725
5
37,003
37,004
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
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
13
Developer, full-stack
20 to 99 employees
null
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
4
null
Hungary
HUF Hungarian forint
17,530,000
Yes
C#;HTML/CSS;JavaScript;PHP;SQL;VBA;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;PHP;SQL;VBA;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;PHP;SQL;VBA;Visual Basic (.Net)
NA NA
Yes
Elasticsearch;Microsoft SQL Server
Elasticsearch;Microsoft SQL Server
Elasticsearch;Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;Vue.js
AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;Vue.js
AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js;Vue.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;Xcode
Notepad++;Visual Studio;Visual Studio Code;Xcode
Notepad++;Visual Studio;Visual Studio Code;Xcode
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Confluence;GitHub
Confluence;GitHub
Confluence;GitHub
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
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
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, and it should be banned
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
writing code that works and is not the result of statistics
50,691
7
37,004
37,005
I am learning to code
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
8
null
null
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
37,005
37,006
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
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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)
20
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Retail and Consumer Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
7
3
France
EUR European Euro
42,000
Yes
C#;HTML/CSS;JavaScript;TypeScript;Visual Basic (.Net)
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Cloud Firestore;Microsoft SQL Server
Cloud Firestore
Cloud Firestore
NA NA
Yes
Firebase;Microsoft Azure;npm;NuGet;pnpm;Splunk;Vite;Webpack;Yarn
Firebase;npm;Vite
Firebase;npm;Vite
NA NA
Yes
Angular;Node.js
Angular;Node.js
Angular;Node.js
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
Windows
Azure Devops;GitHub
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
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 week
Between 10 and 15 years
Less than once per month or monthly
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
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code
null
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code
null
AI solutions that are almost right, but not quite
Yes, to generate simple functions or generate unit tests
Yes, I use AI agents at work daily
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have 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 helped me automate repetitive tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;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
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Prompting
48,726
9
37,006
37,007
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Coding Bootcamp
18
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
3
Serbia
USD United States dollar
145,200
Yes
C#;Dart;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;Snowflake;Supabase
Cosmos DB;Elasticsearch;PostgreSQL;Redis;Snowflake
Cosmos DB;PostgreSQL;Redis;Snowflake
NA NA
Yes
Datadog;Digital Ocean;Docker;Firebase;Microsoft Azure;Netlify;npm;NuGet;Supabase;Vercel
Datadog;Firebase;Microsoft Azure;Netlify;npm;NuGet
Datadog;Firebase;Microsoft Azure;Netlify;npm;NuGet
NA NA
Yes
Angular;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio Code
Rider;Visual Studio Code
Azure Data Studio, Azure Storage Explorer NA
.NET 8 or higher;Google Gemini
.NET 8 or higher
.NET 8 or higher
null
null
MacOS
Windows;MacOS
Azure Devops;Confluence;GitHub;Jira;Miro;Notion;Trello
Confluence;Jira;Notion
Confluence;Jira;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Udemy Udemy
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Project planning
Learning about a codebase;Testing code;Committing and reviewing code;Predictive analytics
Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Documenting code;Debugging or fixing 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
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
null
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;supabase
null
Ollama
null
Sentry
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding LLMs and how to properly build a query that utilizes its strengths the best. Similar to how we needed to become experts in googling and google queries, this level, IMO, will be important to reach with LLMs as well.
145,200
10
37,007
37,008
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
4
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,008
37,009
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
6
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Poor usability NA
Software Development
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
5
null
Austria
EUR European Euro
50,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;Android
MacOS
Confluence;GitLab;Jira;Obsidian
Confluence;GitLab;Jira;Obsidian
Confluence;GitLab;Jira;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
NA NA
Yes
Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot 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
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Predictive analytics
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
having a big picture of project, and high-level overview as for example software architects do have, and understanding the needs of the client for the future changes
58,007
8
37,009
37,010
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
18
Developer, mobile
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Ethical concerns NA
Fintech
Solving real-world problems NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
3
6
Australia
AUD Australian dollar
170,000
Yes
Bash/Shell (all shells);Kotlin
Bash/Shell (all shells);Kotlin
Bash/Shell (all shells);Kotlin
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Visual Studio Code
Android Studio;Claude Code;Cursor;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
hostinger;Ollama
Large Language Model;SwiftData;Google Gemini;Ollama
Ollama
null
null
MacOS;Android
MacOS;Android
Confluence;GitHub;Obsidian
Obsidian
Obsidian
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code
Project planning
Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Generating content or synthetic data
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, it isn't
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
create great abstraction, understanding of how computer works, collaborate with other developers/team members
110,516
6
37,010
37,011
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
26
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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
28
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Other:
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
30
10
Germany
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Python
null
null
M M
null
null
null
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
XEmacs XEmacs
Large Language Model;Google Gemini
Large Language Model;RAG;Google Gemini
Large Language Model;Google Gemini
null
null
Windows
Windows
Azure Devops;Jira;Wikis
Azure Devops;Confluence;Jira;Wikis
Azure Devops;Jira;Wikis
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
superuser superuser
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Other (write in):
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
Highly distrust
Very poor at handling complex tasks
null
Project planning;Debugging or fixing code
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
Other (write in):
yes, depending on the task to accomplish, especially for new frameworks or in unknown programming languages
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
sense for effective programming, resource saving computing, rating solution quality in comparison to requirements, product usabilty, product consistency, seamlessness, ...
null
9
37,011
37,012
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
35
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
42
Data engineer
null
null
null
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Computer Systems Design and Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
0
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
120,000
Yes
C#;HTML/CSS;Java;JavaScript;SQL;VBA;Visual Basic (.Net)
Python
null
NA Clojure
Yes
H2;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
Snowflake
null
NA NA
Yes
APT;Docker;Microsoft Azure;NuGet
null
null
Portainer NA
No
null
null
null
NA NA
Yes
Eclipse;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Ubuntu
Azure Devops;GitHub
null
null
NA NA
Stack Overflow;Discord;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Predictive analytics
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
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.;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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Original thought
163,370
9
37,012
37,013
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Blogs or podcasts
35
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
13
13
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
60,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
Kotlin;Swift
null
NA NA
Yes
Cloud Firestore;MariaDB;Microsoft SQL Server;MySQL;Redis;SQLite
null
null
NA NA
Yes
Cloudflare;Composer;Docker;Firebase;Google Cloud;Gradle;Homebrew;IBM Cloud;npm;Vite;Webpack
Supabase
null
NA NA
Yes
Angular;jQuery;Vue.js;WordPress
null
null
NA NA
Yes
Android Studio;Cursor;Visual Studio Code;Xcode
Claude Code;Cline and/or Roo
null
NA NA
Google Gemini
RAG;Shadcn/ui;Ollama
null
null
null
MacOS
MacOS
Asana;GitHub;Google Workspace;Markdown File;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Bad at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Other (write in):
Yes if you mean that the llm writes almost 100% of my code now, since the past few years, but I review it all and make it rewrite it in the best way that I know. So it's not the cheesy vibe coding where you don't even look at the code, but it is true that I only write my code now using conversational english.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;Write in the most significant benefit if not listed above.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Copilot agent, augment code agent, cursor agent
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
Augment code
I don’t think I’ll need help from people anymore
There are too many micro decisions that need to be made during development. No matter what improvements come, unless we magically stop caring about the details, the developer will still exist. It will just be different tools that we use to manage all of those details.
81,685
9
37,013
37,014
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)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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)
4
Developer, back-end
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Software Development
Recognition from peers for your work NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
4
India
INR Indian rupee
800,000
Yes
Java;JavaScript;PHP;Python;Ruby
null
null
5 34
Yes
Cloud Firestore;Cosmos DB;Datomic
Pocketbase;Valkey
null
56 567
Yes
Bun;Chocolatey
Webpack;Yandex Cloud
null
3 3
No
null
null
null
NA NA
null
Aider
Aider
Aider
3 3
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 every 2 - 3 months
Between 5 and 10 years
Less than once per month or monthly
Direct messaging of users
Ask a question NA
No, not really
About half of the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9,299
7
37,014
37,015
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
35
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
45
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Availability of better alternatives NA
Manufacturing
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
null
United States of America
USD United States dollar
110,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;SQL;Visual Basic (.Net)
HTML/CSS;SQL;Visual Basic (.Net)
HTML/CSS;SQL;Visual Basic (.Net)
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
null
null
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
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;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No.
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 platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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
testing/analysis
110,000
5
37,015
37,016
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
23
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);Colleague or on-the-job training
23
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
3
Greece
EUR European Euro
36,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Lua;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
Oracle
H2;Oracle;PostgreSQL;SQLite
Oracle
NA NA
Yes
APT;Maven (build tool);npm
Docker;Maven (build tool);Podman
Maven (build tool)
Scoop, Jenkins Scoop, Jenkins
Yes
jQuery;Spring Boot;WordPress
jQuery;Next.js;Node.js;React;Spring Boot
jQuery;Spring Boot
NA NA
Yes
Notepad++;Vim;Visual Studio Code
Neovim;Notepad++;Vim;Visual Studio Code
Notepad++;Vim;Visual Studio Code
Netbeans IDE Netbeans IDE
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira
GitHub;GitLab;Jira
GitHub;GitLab;Jira
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
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Search for answers
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No, it's not a part of my professional development work, but things seem that it will become one.
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.;I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 quick help troubleshooting;Other (please specify):
software engineering patterns / architecture, experience in solving production problems of wide range
41,765
8
37,016
37,017
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);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
7
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
Austria
EUR European Euro
22,000
Yes
C;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python
null
null
FreePascal NA
Yes
H2;MariaDB;Microsoft SQL Server;MySQL;Oracle
null
null
NA NA
No
null
null
null
NA NA
null
Spring Boot
null
null
NA NA
null
Android Studio;IntelliJ IDEA;Notepad++;PhpStorm;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Linux (non-WSL)
Windows;Linux (non-WSL)
GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Testing code;Search for answers;Generating content or synthetic data
Deployment and monitoring
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics
Learning about a codebase;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work daily
Not at all or minimally
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
Sentry
null
ChatGPT;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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
25,523
7
37,017
37,018
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
10
Other (please specify):
Less than 20 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Other:
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
5
3
India
USD United States dollar
null
Yes
JavaScript;Python;SQL;TypeScript
Go;JavaScript;Python;SQL;TypeScript
JavaScript;Python;SQL;TypeScript
Solidity Move, Go
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
BigQuery;Cloud Firestore;Elasticsearch;Firebase Realtime Database;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;Pip;Vercel;Vite
Amazon Web Services (AWS);Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;Pip;pnpm;Terraform;Vercel;Vite
Amazon Web Services (AWS);Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;Pip;Vercel;Vite
NA NA
Yes
Django;Express;FastAPI;Flask;jQuery;NestJS;Next.js;Node.js;Nuxt.js;React;Vue.js;WordPress
Express;NestJS;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Express;NestJS;Next.js;Node.js;Nuxt.js;React;Vue.js
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Visual Studio Code;Xcode
Claude Code;Cursor;Visual Studio Code;VSCodium
Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model
Large Language Model
Large Language Model
solidity, blockchain
null
MacOS
MacOS
GitHub;Jira;Markdown File;Miro;Notion;Trello
Confluence;GitHub;Jira;Markdown File;Notion
GitHub;Jira;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Daily or almost daily
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Project planning;Writing code;Testing code;Deployment and monitoring;Predictive analytics
null
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not for professional development work, but preferred for weekend personal projects that are small and kinda monolithic.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Critical thinking (out-of-the-box) and complex problem solving (breaking down into smaller chunks).
null
10
37,018
37,019
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
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;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
25
Engineering manager
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Lack of or sub-par API NA
Media & Advertising Services
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
10
8
Australia
AUD Australian dollar
175,000
Yes
C#;JavaScript;Rust;TypeScript
C#;Rust;Zig
C#;Rust
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB
Dynamodb;MariaDB;Microsoft SQL Server
Dynamodb;MariaDB;Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Cargo;Chocolatey;Homebrew;Microsoft Azure;npm
Amazon Web Services (AWS);Cargo;Chocolatey;Homebrew;Microsoft Azure;npm
Amazon Web Services (AWS);Cargo;Chocolatey;Homebrew;Microsoft Azure;npm
NA NA
Yes
ASP.NET Core;Axum
ASP.NET Core;Axum
ASP.NET Core;Axum
NA NA
Yes
Rider;RustRover;Visual Studio Code
Rider;RustRover;Visual Studio Code
Rider;RustRover;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
MacOS
Windows;MacOS;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Meta Llama (all models)
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code
Learning about a codebase
Search for answers
Debugging AI-generated code is more time-consuming
No way. I don't trust Vibe Coding
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.
AI agents have 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 increased my productivity.;AI agents have reduced the time spent on specific development tasks.;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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
ChatGPT, Ollama, Github Copilot
null
null
null
null
ChatGPT;GitHub Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Ability to understand context within an enterprise holistically. Solid engineering fundamentals and design problem
113,766
9
37,019
37,020
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
2
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);Colleague or on-the-job training;School (i.e., University, College, etc)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,020
37,021
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, full-stack
I don’t know
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,021
37,022
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)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Security or privacy concerns NA
Transportation, or Supply Chain
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
11
2
France
EUR European Euro
42,000
Yes
Ada;Bash/Shell (all shells);C;HTML/CSS;Python;Rust
Ada;Bash/Shell (all shells);C;Go;Lua;Python;Rust
Ada;Bash/Shell (all shells);C;Python;Rust
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Podman
Cargo;Kubernetes;Podman
Cargo;Podman
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
GNAT Programming Studio NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
GitLab;Markdown File;Redmine
GitLab
GitLab
IBM Engineering Workflow Management NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no, I cannot use vibe coding in the industrial environment I am working in currently.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Multi-platform search enablement
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have 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
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.;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 want to compare different solutions;When I need quick help troubleshooting
Understanding customer needs and designing product architecture.
48,726
6
37,022
37,023
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
26
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
28
Developer, full-stack
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Healthcare
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
null
France
EUR European Euro
52,000
Yes
HTML/CSS;JavaScript;Python;SQL
C#;Rust
null
NA NA
Yes
Dynamodb;PostgreSQL
null
null
NA couchdb
Yes
Amazon Web Services (AWS);Docker;Gradle;Homebrew;npm
Microsoft Azure
null
NA NA
Yes
Angular;Django;Node.js
null
null
NA NA
Yes
Android Studio;Nano;Notepad++;Visual Studio Code;Xcode
null
null
NA NA
uv
null
null
null
null
Windows
Windows;iOS
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
Confluence;GitHub
Confluence;GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers
Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics
Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
Creating or maintaining documentation
null
Other (write in):
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 improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.
AI agents have accelerated my learning about new technologies or codebases.
null
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.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
GitHub Copilot;Microsoft Copilot;Bolt.new
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
Self-criticism
60,328
7
37,023
37,024
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
null
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);Online Courses or Certification (includes all media types);Books / Physical media;School (i.e., University, College, etc)
3
Developer, full-stack
null
null
null
null
Personal Project
null
null
null
null
No
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,024
37,025
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
null
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
22
Architect, software or solutions
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
6
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
80,000
Yes
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
Go;Rust
null
NA NA
Yes
MariaDB;MySQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Composer;Docker;Gradle;npm;Pip;Podman;Vite;Webpack;Yarn
null
null
NA NA
Yes
Laravel;React;Symfony;Vue.js
null
null
NA NA
Yes
Android Studio;PhpStorm;Xcode
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);iPadOS
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Slack (public channels, not work);YouTube;Twitch
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Deployment and monitoring;Learning new concepts or technologies
Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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 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
Software Architecture, Solution best fit, decision-making skills around trade-offs
108,913
9
37,025
37,026
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.);Volunteering (regularly);Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
30
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Fintech
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
11
6
Portugal
EUR European Euro
150,000
Yes
C;Dart;Elixir;Erlang;Go;HTML/CSS;JavaScript;Swift;TypeScript;Zig
Dart;Elixir;Erlang;HTML/CSS
Dart;Elixir;Erlang;HTML/CSS
Elm Elm
Yes
DuckDB;Elasticsearch;PostgreSQL;Redis;Supabase
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Google Cloud;Heroku;Homebrew;npm;Prometheus;Supabase;Vercel
Amazon Web Services (AWS);Cloudflare
Amazon Web Services (AWS);Cloudflare
Hetzner Hetzner
Yes
Next.js;Node.js;Phoenix;React;Svelte
Phoenix;Svelte
Phoenix;Svelte
Elm Elm
Yes
Android Studio;Claude Code;Cursor;Neovim;Vim;Visual Studio Code;VSCodium;Xcode
Neovim;VSCodium;Xcode
Neovim;VSCodium;Xcode
NA NA
Tailwind CSS 4;Google Gemini
null
null
null
null
MacOS;Ubuntu;Android;iOS;iPadOS
MacOS;Ubuntu
GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro;Notion;Obsidian;Wikis
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;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 about a codebase;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
Definitely not. Vibe coding is the microwave dinner of software engineering. Leads to team members who don't understand the project. It's a liability.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Marketing;Other Industry purpose (write in):
null
null
AI agents have helped me automate repetitive tasks.
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 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.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
Redis;Neo4j;supabase
null
Ollama;LangChain;Haystack
null
Sentry;New Relic;Snyk;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Devin AI;Replit
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 need help fixing complex or unfamiliar code
People skills. Communication. Presenting ideas succinctly.
174,022
8
37,026
37,027
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
10
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
1
Germany
EUR European Euro
39,600
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;TypeScript
C;C#;HTML/CSS;TypeScript;Zig
C#;HTML/CSS;TypeScript
strudel NA
Yes
Microsoft SQL Server;MySQL
null
null
NA NA
Yes
Docker;npm;Webpack
npm;pnpm
npm
gulp rpack
Yes
Angular;AngularJS;jQuery;Node.js;Vue.js
Angular
Angular
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Linux (non-WSL)
Windows
Azure Devops;GitHub;Jira
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Twitch;Company-sponsored forums
Stack Overflow;Discord;GitHub (public projects, not private repos);Twitch
Stack Overflow;Discord;GitHub (public projects, not private repos);Twitch
NA NA
Yes
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
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
No
A few times per week
Between 5 and 10 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
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Testing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Documenting code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Creating or maintaining documentation
null
I’ve become less confident in my own problem-solving
No, I mainly use AI for refactoring existing functions or finding potential error points
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
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 increased my productivity.;AI agents have improved the quality of my code.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
null
45,942
7
37,027
37,028
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
12
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
5
null
France
EUR European Euro
55,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python
GDScript;JavaScript;Python;Rust
JavaScript;Python
NA NA
Yes
PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
No
null
null
null
NA NA
Yes
Node.js;Vue.js
Vue.js
Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Ubuntu
Confluence;GitLab;Markdown File;Obsidian
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;Discord;Hacker News;YouTube;LinkedIn
Stack Overflow;Discord;Hacker News;YouTube
Stack Overflow;Discord;Hacker News;YouTube
NA NA
null
Mistral AI models
Mistral AI models
Mistral AI models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Documenting 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):
Debugging or fixing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;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 need help fixing complex or unfamiliar code
Critical thinking, autonomy
63,808
9
37,028
37,029
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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
6
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Good brand and public image NA
null
Banking/Financial Services
null
Yes
I have somewhat considered changing my career and/or the industry I work in
10
5
India
INR Indian rupee
2,200,000
Yes
Java
Go
null
NA NA
Yes
H2;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
BigQuery;Databricks SQL;Neo4J;Oracle;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Google Cloud;Kubernetes;Maven (build tool)
Ansible;Composer;Firebase;Prometheus
null
NA NA
Yes
Spring Boot
FastAPI;Next.js
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio Code
Cursor;Windsurf;Zed
null
NA NA
null
null
null
null
null
Android;iOS;Linux (non-WSL)
Windows;MacOS;Ubuntu
GitHub;Jira
Linear
null
NA NA
Stack Overflow;Reddit;Hashnode;X;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;Hashnode;X;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;Hashnode;X;YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Learning about a codebase;Documenting code;Testing code;Learning new concepts or technologies
null
Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
yes i will
25,573
5
37,029
37,030
I am learning to code
25-34 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Attending school (full-time)
18
Yes, I am new to coding or currently a student
Books / Physical media;AI CodeGen tools or AI-enabled apps;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
20
Other (please specify):
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,030
37,031
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
5
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
9
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Manufacturing
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
null
Czech Republic
CZK Czech koruna
1,260,000
Yes
HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;Java;JavaScript;SQL;TypeScript
HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
Yes
Docker;Maven (build tool);npm;pnpm;Webpack
Docker;Maven (build tool);npm;Webpack
Docker;Maven (build tool);npm;Webpack
NA NA
Yes
Angular;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
Yes
IntelliJ IDEA;Sublime Text;Windsurf
IntelliJ IDEA;Sublime Text
IntelliJ IDEA;Sublime Text
NA NA
null
null
null
null
null
MacOS
MacOS
Jira
Jira
Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
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
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
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 daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Testing code;Creating or maintaining documentation
Documenting code;Committing and reviewing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have 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
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
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 compare different solutions
Empathy, requirement specification, crucial descision making
58,975
9
37,031
37,032
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
7
Developer, full-stack
500 to 999 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Government
Working with new technologies and tools NA
No
I have strongly considered changing my career and/or the industry I work in
1
null
France
EUR European Euro
17,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;SQL;Visual Basic (.Net)
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;SQL;Visual Basic (.Net)
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;SQL;Visual Basic (.Net)
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
APT;Composer;Gradle;Maven (build tool);npm;Pip
APT;Cargo;Chocolatey;Composer;Docker;Gradle;Maven (build tool);npm;Pip;Vite;Yarn
APT;Composer;Gradle;Maven (build tool);npm;Pip
NA NA
Yes
jQuery;Node.js
Angular;AngularJS;jQuery;Node.js;React;Svelte;Symfony;Vue.js
jQuery;Node.js
NA NA
Yes
Android Studio;Notepad++;Visual Studio Code
IntelliJ IDEA;Visual Studio Code;VSCodium
Visual Studio Code
NA NA
Large Language Model
Large Language Model;Google Gemini
Large Language Model
null
null
Windows;Windows Subsystem for Linux (WSL);iOS
Windows
GitHub;GitLab
GitHub;GitLab;Google Colab;Google Workspace;Jira;Stack Overflow for Teams
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Bookmark posts to look at later NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Project planning;Deployment and monitoring
Writing code;Documenting code;Committing and reviewing code;Creating or maintaining documentation
Debugging or fixing code;Predictive analytics
I’ve become less confident in my own problem-solving
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Self questioning and capacity of innovation
19,722
7
37,032
37,033
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
18
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
25
Developer, full-stack
null
null
null
No
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
null
Romania
EUR European Euro
100,000
Yes
Ruby;TypeScript
Ruby;TypeScript
Ruby;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
AngularJS;jQuery;Ruby on Rails
jQuery;Ruby on Rails
jQuery;Ruby on Rails
Simulus.js Stimulus.js
Yes
Cursor;Sublime Text
Cursor;Sublime Text
Cursor;Sublime Text
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Hacker News;YouTube
Stack Overflow;Hacker News;YouTube
Stack Overflow;Hacker News;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring
Generating content or synthetic data
Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
At it's current state not really and not sure about the future either.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Agent/multi-agent orchestration
AI agents have increased my productivity.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I 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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Understanding the domain you are working in. Translating the requirements into valid software.
116,015
9
37,033
37,034
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Not employed
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
2
United States of America
USD United States dollar
0
Yes
Assembly;C;C++;HTML/CSS;JavaScript;Lua;PowerShell;Python
Assembly;C;C++
Assembly;C;C++
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;iOS
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Upvote/Downvote Q&A posts NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
AI tools will make all non-AI skills more valuable.
null
null
37,034
37,035
I used to be a developer by profession, but no longer am
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
None of the above
59
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
60
Retired
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
null
null
null
1
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C#;HTML/CSS;JavaScript;Visual Basic (.Net)
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
null
null
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;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
Debugging or fixing code;Search for answers
null
null
I don’t use AI tools regularly
I don't
No, and I don't plan to
Not at all or minimally
null
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.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;Other (please specify):
Analysis
null
null
37,035
37,036
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 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);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
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
13
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Availability of better alternatives NA
Media & Advertising Services
null
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Georgia
GEL Georgian lari
200,000
Yes
Go;HTML/CSS;Lua;Python;SQL
Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Go;HTML/CSS;Lua;Python;SQL
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis;SQLite
Elasticsearch;MariaDB;PostgreSQL;Redis;SQLite;Valkey
Elasticsearch;MariaDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;Pip;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;Pip;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;Pip;Prometheus;Terraform
NA NA
Yes
null
null
null
NA NA
Yes
Neovim;Vim;Visual Studio Code
Cursor;Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
RAG;Google Gemini;uv
RAG;Google Gemini;uv
RAG;Google Gemini;uv
null
null
MacOS;Windows Subsystem for Linux (WSL);Debian;Fedora
MacOS;Debian;Fedora
GitHub;GitLab;Google Workspace;Jira;Markdown File;Notion;Obsidian;Wikis
GitHub;GitLab;Google Workspace;Markdown File;Obsidian;Wikis
GitHub;GitLab;Google Workspace;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
null
Project planning
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Decision intelligence;IT operations
Multi-platform search enablement;Language processing;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
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 improved collaboration within my team.
AI agents have reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem
null
73,527
null
37,036
37,037
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
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);Colleague or on-the-job training
10
Developer, back-end
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
68,000
Yes
C++;Python
C++;Python
C++;Python
NA NA
No
null
null
null
NA NA
Yes
Make;Pip;Podman
Make;Pip;Podman
Make;Pip;Podman
Nix NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;NixOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Videos;Chat (bot/AI)
Other (write in): none of those
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting
architecture development
78,890
9
37,037
37,038
I code primarily as a hobby
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
34
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
40
Other (please specify):
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
8
5
Austria
EUR European Euro
77,000
Yes
MicroPython;Python;VBA
VBA
VBA
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;Ubuntu;Debian;Arch
Windows
Confluence;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
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
Unsure
Somewhat distrust
Very poor at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Understanding the programming language and the complexity of the task to be solved to be able to review and correct the results. Understanding or at least having an overview of the total system that certain task has to fit in.
89,331
null
37,038
37,039
I am learning to code
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Attending school (part-time)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,039
37,040
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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
15
AI/ML engineer
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
5
3
Germany
EUR European Euro
60,000
Yes
Bash/Shell (all shells);C++;Python;TypeScript
Go;Rust
null
NA NA
Yes
InfluxDB;MongoDB;Neo4J
Redis
null
Milvus,ChromaDB NA
Yes
Ansible;APT;Bun;Docker;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pip;Poetry;Terraform
null
null
NA NA
Yes
Angular;FastAPI;Flask;Next.js
null
null
NA NA
Yes
Aider;Visual Studio Code
null
null
NA NA
Pydantic;RAG;Ollama;LangGraph
c++23;Google Gemini;uv
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Debian
null
Clickup;GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Deployment and monitoring
Learning about a codebase;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Testing code;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Business process automation
Agent/multi-agent orchestration
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
AI agents have accelerated my learning about new technologies or codebases.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
ChromaDB;Milvus
null
Ollama;LangChain;LangGraph
null
Langfuse
null
ChatGPT;GitHub 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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
69,609
3
37,040
37,041
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
20
Engineering manager
1,000 to 4,999 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
3
Romania
RON Romanian leu
300,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;PHP;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;InfluxDB;MariaDB;MySQL;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;InfluxDB;MariaDB;MySQL;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;InfluxDB;MariaDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Composer;Datadog;Digital Ocean;Docker;Google Cloud;Kubernetes;Pip;Prometheus;Splunk;Terraform;Webpack
Amazon Web Services (AWS);Ansible;Composer;Digital Ocean;Docker;Google Cloud;Kubernetes;Pip;Prometheus;Splunk;Terraform;Webpack
Amazon Web Services (AWS);Ansible;Composer;Digital Ocean;Docker;Google Cloud;Kubernetes;Pip;Prometheus;Splunk;Terraform;Webpack
NA NA
Yes
Angular
Angular
Angular
mezzio mezzio
Yes
PhpStorm;PyCharm;Visual Studio;WebStorm
PhpStorm;PyCharm;Visual Studio;WebStorm
PhpStorm;PyCharm;Visual Studio;WebStorm
NA NA
Ollama
RAG;Ollama
Ollama
null
null
Ubuntu
Ubuntu;Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Videos;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 weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Testing code
Committing and reviewing code;Deployment and monitoring;Search for answers
Learning about a codebase;Project planning;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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 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
68,924
null
37,041
37,042
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
40
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
40,000
Yes
C#;COBOL;Delphi;JavaScript;SQL
C#;Delphi
C#;Delphi
NA NA
Yes
null
null
null
RavenDB RavenDB
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Microsoft Azure;NuGet
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Microsoft Azure;NuGet
Amazon Web Services (AWS);Cloudflare;Docker;Microsoft Azure;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Node.js
ASP.NET Core
ASP.NET Core
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code
Delphi Delphi
.NET 8 or higher;Delphi 12+ Athens
.NET 8 or higher;Large Language Model;Delphi 12+ Athens
.NET 8 or higher;Delphi 12+ Athens
null
null
Windows;Android;Linux (non-WSL);Pop!_OS
Windows;Android;iOS;Linux (non-WSL);iPadOS;Red Hat
Azure Devops;GitHub;GitLab;Jira
Azure Devops;GitHub;GitLab;Jira
Azure Devops;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);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
Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Amazon Titan models;DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
No, not at all
Less than half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation
Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics
Language processing
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.
null
AI agents have improved the quality of my code.;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 security and privacy of data when using AI agents.
null
null
Redis;GitHub MCP Server
null
AutoGen (Microsoft);Amazon Bedrock Agents;Haystack
null
Sentry;Galileo
null
ChatGPT;GitHub Copilot;Microsoft Copilot;Auto-GPT;OpenHands (formerly OpenDevin);Amazon Codewhisperer
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
46,406
9
37,042
37,043
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
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
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
15
Academic researcher
500 to 999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
School
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
I'm not sure
I have neither consider or transitioned into a new career or industry
6
10
Germany
EUR European Euro
100,000
Yes
Assembly;Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript
Go;Kotlin
null
NA Julia
Yes
MariaDB;MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code
null
null
NA NA
Ollama
null
null
null
null
Android
MacOS;Ubuntu;Debian;Linux (non-WSL);Red Hat
Doxygen;GitHub;GitLab;Redmine;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Perplexity Sonar models
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code
Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Committing and reviewing code
Debugging or fixing code
Learning about a codebase;Search for answers
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
Didn't know the term yet, but yes, this summarizes it.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;IT operations
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
Interactivity and creativity -- to critically look at code and find bugs…
116,015
null
37,043
37,044
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
15
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Outdated or obsolete technology or features NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
15
15
Romania
RON Romanian leu
400,000
Yes
Java;JavaScript;Kotlin;Python;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;H2;MySQL;Oracle;PostgreSQL;Redis
Neo4J
null
NA NA
Yes
Composer;Digital Ocean;Docker;Gradle;Kubernetes;Maven (build tool);npm
Amazon Web Services (AWS);Ansible;Google Cloud;Terraform
null
NA NA
Yes
Angular;Spring Boot;Vue.js
Angular
Angular
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio Code
null
null
NA NA
Large Language Model;Ollama
null
null
null
null
Windows;MacOS;Android;iOS;Red Hat
MacOS;Ubuntu;Red Hat
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Very poor at handling complex tasks
Predictive analytics
Learning about a codebase;Project planning;Writing code;Debugging or fixing code
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Deployment and monitoring
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
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.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Problem solving
91,899
6
37,044
37,045
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
24
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
29
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry involuntarily
2
null
Austria
EUR European Euro
94,696
Yes
Assembly;C;C++;HTML/CSS;Java;JavaScript;PowerShell;SQL;VBA;Visual Basic (.Net)
C++;HTML/CSS;Java;JavaScript;PowerShell;Rust;SQL;Visual Basic (.Net);Zig
C++;HTML/CSS;Java;JavaScript;PowerShell;SQL;Visual Basic (.Net)
NA NA
Yes
MariaDB;Microsoft Access;MySQL;Oracle
MariaDB;Microsoft Access;MySQL
MariaDB;Microsoft Access;MySQL
NA NA
Yes
Kubernetes;Prometheus
null
null
NA NA
Yes
AngularJS;jQuery
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;Visual Studio Code
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira;Markdown File;Wikis
Confluence;GitHub;Jira;Markdown File;Wikis
Confluence;GitHub;Jira;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Substack
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Substack
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Substack
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Favorable
Somewhat trust
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;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.
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.
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
AutoGen (Microsoft)
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
Definitely testing and UX design.
109,861
6
37,045
37,046
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
11
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
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);Books / Physical media
29
System administrator
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Computer Systems Design and Services
null
Yes
I have somewhat considered changing my career and/or the industry I work in
2
1
Poland
PLN Polish zloty
125,000
Yes
Bash/Shell (all shells);C;Groovy;HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Lisp;Python;R
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
NA Clojure, Emacs Lisp
Yes
MySQL;PostgreSQL;SQLite
Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
BerkeleyDB NA
Yes
Ansible;APT;Make;Pip
Amazon Web Services (AWS);Ansible;APT;Datadog;Docker;Google Cloud;Heroku;Make;Maven (build tool);Pip;Terraform
Ansible;APT;Make;Pip
NA NA
Yes
Django;FastAPI;Flask;jQuery;Symfony;WordPress
Angular;AngularJS;Django;FastAPI;Flask;jQuery;React;Vue.js
Django;FastAPI;Flask;jQuery
Twisted, Selenium, Scrapy Twisted, Selenium, Scrapy
Yes
Claude Code;Jupyter Notebook/JupyterLab;Nano;Notepad++;PhpStorm;PyCharm
Android Studio;Claude Code;Jupyter Notebook/JupyterLab;Neovim;Notepad++;PyCharm;Vim
Claude Code;Jupyter Notebook/JupyterLab;Notepad++;PyCharm
Google Colab Google Colab
Large Language Model;Google Gemini
Polars;Large Language Model;Pydantic;Google Gemini;Ollama;uv
Large Language Model;Google Gemini
null
null
Ubuntu;Android;Debian;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Red Hat
Confluence;GitHub;GitLab;Google Colab;Jira;Trello;Wikis
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira
Confluence;GitHub;GitLab;Google Colab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Microsoft Copilot Microsoft Copilot
Yes
A few times per week
Between 5 and 10 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
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Generating content or synthetic data;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Debugging or fixing code;Testing code
Documenting code;Search for answers;Creating or maintaining documentation
Writing code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):;It’s hard to understand how or why the code works
I use AI to help me write code, but I still verify everything myself before running it.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;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
ChatGPT;Claude Code;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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Thinking.
34,112
null
37,046
37,047
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
16
Developer, front-end
null
null
null
null
Work
Robust and complete API NA
Availability of better alternatives NA
null
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry voluntarily
5
3
Netherlands
EUR European Euro
49,895
Yes
HTML/CSS;JavaScript;PowerShell;TypeScript
HTML/CSS;JavaScript;PowerShell;TypeScript
HTML/CSS;JavaScript;PowerShell;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Microsoft Azure;npm;Vite;Webpack
Docker;Firebase;Google Cloud;Gradle;Microsoft Azure;npm;Vite;Webpack
Docker;Firebase;Google Cloud;Gradle;Microsoft Azure;npm;Vite;Webpack
NA NA
Yes
Express;FastAPI;jQuery;Node.js;Nuxt.js;Vue.js
Express;FastAPI;jQuery;Node.js;Nuxt.js;Vue.js
Express;FastAPI;jQuery;Node.js;Nuxt.js;Vue.js
NA NA
Yes
Cursor;Sublime Text;Visual Studio Code
Cursor;Sublime Text;Visual Studio Code
Cursor;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Confluence;Jira;Miro
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Reddit;Medium
Stack Overflow;Reddit;Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Testing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing 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):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
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
Yes, I don't expect AI as it is now to understand nuances, being able to build UI that makes sense for the user, or even comment on improvements.
57,886
8
37,047
37,048
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
2
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
6
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
6
3
Germany
EUR European Euro
49,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;TypeScript
Bash/Shell (all shells);Dart;HTML/CSS;Java;JavaScript;Kotlin;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Docker;Maven (build tool)
Docker;Maven (build tool)
Docker;Maven (build tool)
NA NA
Yes
Angular
Angular
Angular
NA NA
Yes
Eclipse;IntelliJ IDEA;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
IntelliJ IDEA;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
Confluence;Jira;Obsidian
Confluence;Jira;Obsidian
Confluence;Jira;Obsidian
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
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;Other (write in):
null
null
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
56,847
8
37,048
37,049
I am a developer by profession
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
37
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
37,049
37,050
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
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
3
Product manager
Less than 20 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Computer Systems Design and Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
20
7
Netherlands
EUR European Euro
74,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C;C#;Groovy;HTML/CSS;Java;JavaScript;PHP;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;PHP;PowerShell;SQL;TypeScript
NA NA
Yes
H2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
H2;MariaDB;Microsoft SQL Server;SQLite
H2;MariaDB;Microsoft SQL Server;SQLite
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET Core;Blazor;jQuery;Laravel;WordPress
ASP.NET Core
ASP.NET Core
NA NA
Yes
Nano;Notepad++;Rider;Visual Studio;Visual Studio Code
Nano;Notepad++;Rider;Visual Studio;Visual Studio Code
Nano;Notepad++;Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
null
null
Windows;Ubuntu;Android;Debian;iPadOS
Windows;Ubuntu
GitHub;Wikis
Wikis
Wikis
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
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
No
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
Message Boards;Videos
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
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Predictive analytics;Search for answers;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
We tried this in the past, but often the results were too limited and often did not provide a solution to the most of our problems. For easy code to get you started it may be fine, we are ahead of that point and then AI often does not provide a usable solution for us.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Data and analytics;Cybersecurity
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
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 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
Problem solving for novel issues
85,851
9
37,050
37,051
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
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
21
Developer, back-end
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Netherlands
EUR European Euro
50,000
Yes
JavaScript;Kotlin;Python;TypeScript
Kotlin;TypeScript
Kotlin;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL
Dynamodb
Dynamodb
Amazon RDS NA
Yes
Amazon Web Services (AWS);Google Cloud;Gradle;npm;Terraform
Amazon Web Services (AWS);Gradle;npm;pnpm;Terraform
Amazon Web Services (AWS);Gradle;npm;Terraform
NA NA
Yes
Vue.js
null
null
NA NA
Yes
Android Studio;Visual Studio Code;WebStorm
Android Studio;WebStorm
Android Studio;WebStorm
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android
MacOS
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet;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
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
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
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
Search for answers
AI solutions that are almost right, but not quite;Other (write in):
Yes, especially in technologies I'm not very capable in.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
null
null
null
Write in the most significant benefit if not listed above.
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices
Coding, working with people, sprint stuff
58,007
7
37,051
37,052
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
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
25
Developer, front-end
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Energy
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
Germany
EUR European Euro
68,287
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Datadog;Microsoft Azure;Netlify;pnpm;Vercel;Yarn
Datadog;Microsoft Azure;pnpm;Vercel
Datadog;Microsoft Azure;pnpm;Vercel
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Azure Devops;Confluence;Jira;Markdown File;Miro
Azure Devops;Confluence;Jira;Markdown File;Miro
Azure Devops;Confluence;Jira;Markdown File;Miro
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Videos;Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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 have ethical or security concerns about code;Other (please specify):
I believe (at least in that timespan) AI tools will still require manual oversight for debugging its output. So I don't see any currently valuable development skills to lose in value.
79,223
7
37,052
37,053
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
34
Developer, embedded applications or devices
5,000 to 9,999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API simple license model
Availability of better alternatives complex licensing model
Software Development
Opportunities to mentor and lead junior-level coworkers NA
No
I have neither consider or transitioned into a new career or industry
3
null
Sweden
SEK Swedish krona
1,300,000
Yes
C;C++;Go;Python
C;C++;Go
C;C++;Go
NA NA
No
null
null
null
NA NA
null
Podman
Podman
Podman
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu;Debian
Windows;Debian
Azure Devops;Doxygen;Markdown File;Wikis
GitLab;Markdown File;Wikis
Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people)
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something
System knowledge
136,268
7
37,053
37,054
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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
15
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
Security or privacy concerns NA
Manufacturing
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);C;C++;Lua;Python
Rust;Zig
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Make;Pacman;Pip;Podman
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Vim;VSCodium
null
null
NA NA
null
null
null
null
null
Arch
Linux (non-WSL);Arch;Red Hat
Confluence;Doxygen;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
null
null
Mastodon NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need quick help troubleshooting
null
null
6
37,054
37,055
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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, game or graphics
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
54,000
Yes
C;C#;C++;GDScript;HTML/CSS;Kotlin;Lua;Python
null
null
NA NA
Yes
SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;PyCharm;Rider;Visual Studio;Visual Studio Code;VSCodium
null
null
CLion NA
c++23
null
null
null
null
Linux (non-WSL);Arch
Windows
Confluence;GitHub;GitLab;Miro;Monday.com
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
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
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
Just 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 platforms;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
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
critical thinking, problem solving, actually understanding code, understanding hardware
62,648
9
37,055
37,056
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
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I didn't spend time learning in the past year
null
39
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Availability of better alternatives NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
2
Italy
EUR European Euro
51,700
Yes
Bash/Shell (all shells);C;C#;C++;JavaScript;Python
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
WordPress
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
null
null
null
null
Windows;Linux (non-WSL)
null
Doxygen;Redmine
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
59,980
7
37,056
37,057
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools 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
8
Developer, back-end
1,000 to 4,999 employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
7
3
Poland
PLN Polish zloty
70,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;Python;SQL;Zig
Assembly;Bash/Shell (all shells);C;C#;Python;SQL;Zig
Assembly;Bash/Shell (all shells);C;C#;Python;SQL;Zig
NA NA
Yes
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL
NA NA
Yes
APT;Make;Maven (build tool);Ninja;NuGet;Pacman;Pip
Make;Maven (build tool);Ninja;NuGet;Pacman;Pip
Make;Maven (build tool);Ninja;NuGet;Pacman;Pip
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core;Blazor
NA NA
Yes
Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code
Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code
Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23
.NET 8 or higher;Large Language Model
.NET 8 or higher
null
null
Android;Linux (non-WSL);Arch
Windows
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
null
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Generating content or synthetic data
Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code;Predictive analytics;Creating or maintaining documentation
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
I use a lot of AI prompting in coding but I wouldn't describe it as vibe coding, I still write most of my code by hand, also I never use AI generated code "as it is", I use it as a sugestion
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.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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
Knowledge about niche/undocumented/very complex/cutting edge problems/alghoritms/software
19,103
7
37,057
37,058
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);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
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
8
Other (please specify):
100 to 499 employees
People manager
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Inefficient or time-costly NA
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Thailand
THB Thai baht
500,000
Yes
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Lua;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
Elixir;PHP;Swift;Gleam
null
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis
Supabase;Cockroachdb
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;NuGet;Pip;pnpm;Terraform;Vite;Yarn
Bun;Firebase;Gradle;Microsoft Azure;Vercel
null
NA NA
Yes
Vue.js
null
null
NA NA
Yes
Eclipse;Visual Studio;Visual Studio Code
Claude Code;Cursor
null
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui;Ollama
RAG
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS
Windows;MacOS;Ubuntu;Debian;Linux (non-WSL)
GitLab;Google Workspace;Markdown File;Microsoft Planner
Clickup;GitLab;Google Workspace;Jira;Markdown File;Miro;Monday.com;Notion;Obsidian
GitLab;Google Workspace;Markdown File
NA NA
Discord;Reddit;Dev.to;Company-sponsored forums
Discord;Reddit
Discord;Reddit
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning;Testing code;Generating content or synthetic data
Predictive analytics;Creating or maintaining documentation
Debugging or fixing code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Somewhat
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Customer service support
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Logical Thinking
15,297
null
37,058
37,059
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.)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
25
Developer, full-stack
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API Low risk of technical debt
Other (please specify): AI
Transportation, or Supply Chain
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Norway
NOK Norwegian krone
900,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;PHP;TypeScript
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Gradle;Maven (build tool);Microsoft Azure;npm;Pip;Terraform;Vite;Webpack
null
null
NA NA
Yes
Node.js;React;Spring Boot
null
null
NA native Web Components
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Trello
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
Mastodon NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
null
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
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No fucking way
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Assuming the bubble doesn't burst, and AI tools actually progress to something more than fancy autocomplete - domain knowledge, communication skills and the ability to understand the consequences of the code you produce will still be the most valuable skills for a programmer - in other words: the exact same things as today.
88,945
8
37,059
37,060
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
null
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
19
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
Easy-to-use API 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
null
null
Serbia
RSD Serbian dinar
4,248,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Composer;Docker;Homebrew;npm;Vite;Webpack;Yarn
Composer;Docker;Homebrew;npm
Composer;Docker;Homebrew;npm
NA NA
Yes
Express;jQuery;Laravel;Node.js;Symfony;Vue.js
Express;jQuery;Node.js;Symfony;Vue.js;WordPress
Express;jQuery;Node.js;Symfony;Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;Ubuntu
GitHub;Markdown File;Miro;Notion;Trello
GitHub;Markdown File;Trello
GitHub;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;YouTube;Substack;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Search for answers;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.;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.;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.
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
All skills will remain valuable. "AI" is not AI, it's LLM. There's no intelligence there, just extremely advanced math and statistics. I don't think LLMs will become much more capable than they are now. Their best use is as personal assistants for small tasks in mobile phones.
42,054
9
37,060
37,061
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)
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;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;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Coding Bootcamp;Books / Physical media
20
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
3
10
Germany
EUR European Euro
80,000
Yes
Bash/Shell (all shells);C;Groovy;HTML/CSS;Java;Perl;PHP;SQL
null
null
no Rust, Go
Yes
Cassandra;Elasticsearch;H2;MariaDB;MongoDB;MySQL;Oracle;Redis;SQLite
BigQuery;Cassandra;Elasticsearch;H2;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Cockroachdb;Amazon Redshift
Cassandra;Elasticsearch;H2;MariaDB;MongoDB;MySQL;Redis;SQLite
no no
Yes
Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);New Relic;npm;Prometheus;Terraform
Chocolatey;Datadog;Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);New Relic;npm;Prometheus;Terraform
Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);New Relic;npm;Prometheus;Terraform
NA NA
Yes
Spring Boot
Laravel;Node.js;Spring Boot;Vue.js
Spring Boot
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;PhpStorm;PyCharm;Sublime Text;Vim;Visual Studio Code
Eclipse;IntelliJ IDEA;Sublime Text;Visual Studio Code
Eclipse;IntelliJ IDEA;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;iOS;iPadOS
Windows;MacOS;Ubuntu
GitHub;GitLab;Jira;Wikis
GitHub;GitLab;Jira;Wikis
GitHub;GitLab;Jira;Wikis
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);X Grok models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Daily or almost daily
Coding challenges;Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Generating content or synthetic data;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Project planning;Writing code;Debugging or fixing code;Testing code
Predictive analytics;Search for answers
null
I’ve become less confident in my own problem-solving
Yes
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence;IT operations;Cybersecurity
Agent/multi-agent orchestration
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
LanceDB;GitHub MCP Server;LangMem
yes
Amazon Bedrock Agents
null
New Relic;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
deepseek
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
Understanding the Problem with emotions and reason.
92,812
8
37,061
37,062
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
1
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);Colleague or on-the-job training;Coding Bootcamp;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
10
6
Belgium
EUR European Euro
27,000
Yes
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;SQL;TypeScript
Dart;HTML/CSS;JavaScript;Prolog;Rust;SQL;TypeScript
Dart;HTML/CSS;JavaScript;SQL;TypeScript
Flutter NA
Yes
MongoDB;MySQL;PostgreSQL;SQLite
Elasticsearch;MongoDB;MySQL;PostgreSQL
MongoDB;MySQL;PostgreSQL
Amazon DocumentDB NA
Yes
Amazon Web Services (AWS);Terraform;Yarn
Terraform;Yarn
Terraform;Yarn
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React;Svelte
Next.js;Node.js;React
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;MacOS;iOS
MacOS
Airtable;GitHub;Google Workspace;Jira;Notion
GitHub;Google Workspace;Jira;Notion
GitHub;Google Workspace;Jira;Notion
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Testing code;Deployment and monitoring;Predictive analytics
Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
31,324
8
37,062
37,063
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
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, game or graphics
null
null
null
No
Personal Project
Connected to an open-source project NO FUCKING AI please!
Other (please specify): AI first shit software
Software Development
Job stability and career growth with a single employer MONEY!
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Romania
RON Romanian leu
50,000
Yes
C#;GDScript;Go;HTML/CSS;Java;JavaScript;PHP;Rust;SQL;TypeScript;Visual Basic (.Net)
C#
C#
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Clickhouse;Cockroachdb
MongoDB;SQLite
MongoDB;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Composer;Datadog;Docker;Google Cloud;Homebrew;Microsoft Azure;New Relic;npm;Terraform;Vite;Webpack
null
null
NA NA
Yes
Node.js;Nuxt.js;Symfony;Vue.js
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Asana;Azure Devops;Jira
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Other (write in):
Other (write in): wtf is this?
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;Other (write in):
null
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
whomever is doing vibe coding should get banned from writing code!
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
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
Other (please specify):
critical thinking
11,487
2
37,063
37,064
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
12
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
Videos (not associated with specific online course or certification);Books / Physical media
15
Developer, desktop or enterprise applications
Less than 20 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,064
37,065
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
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;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, back-end
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Banking/Financial Services
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
5
Romania
EUR European Euro
60,000
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Java;Python;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
MySQL;Oracle;SQLite
BigQuery;MySQL;Oracle;SQLite
MySQL;Oracle;SQLite
NA NA
Yes
Google Cloud;Maven (build tool)
Google Cloud;Maven (build tool)
Google Cloud;Maven (build tool)
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows;MacOS;Ubuntu
Confluence;GitLab;Jira
Confluence;GitLab;Jira
Confluence;GitLab;Jira
BitBucket NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Job board
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Writing code;Testing code;Search for answers
Documenting code;Deployment and monitoring;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;I’ve become less confident in my own problem-solving
No, Software generated by LLM's must be understood and tested.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Communication
69,609
3
37,065
37,066
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
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)
15
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
3
Denmark
DKK Danish krone
610,000
Yes
Bash/Shell (all shells);C#;Java;Kotlin;PowerShell;SQL;TypeScript
C#;Java;Kotlin;PowerShell;SQL;TypeScript
C#;Java;Kotlin;PowerShell;SQL;TypeScript
yaml yaml
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL;Redis
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Bun;Chocolatey;Docker;Kubernetes;Maven (build tool);MSBuild;NuGet;Prometheus
Ansible;Bun;Chocolatey;Docker;Kubernetes;Maven (build tool);MSBuild;NuGet;Prometheus
Bun;Chocolatey;Docker;Kubernetes;Maven (build tool);MSBuild;NuGet;Prometheus
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;React;Spring Boot
Angular;ASP.NET;ASP.NET Core;React;Spring Boot
Angular;ASP.NET;ASP.NET Core;React;Spring Boot
NA NA
Yes
Rider;Visual Studio Code
Rider;Visual Studio Code
Rider;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Ubuntu
Azure Devops;Jira;Markdown File
Jira;Markdown File;Notion
Jira;Markdown File
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Search for answers
Learning about a codebase
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Other (write in):
No
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
Language processing
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;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;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
94,868
8
37,066
37,067
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
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 for my personal curiosity and/or hobbies
Stack Overflow or Stack Exchange
null
Other (please specify):
null
null
null
No
Personal Project
Connected to an open-source project NA
Lack of or sub-par API NA
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
7
null
Indonesia
IDR Indonesian rupiah
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
No
Infrequently, less than once per year
Less than one year
Less than once every 2 - 3 months
Chat (people)
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Very favorable
Highly trust
Very well 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
null
37,067
37,068
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
5
Developer, mobile
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Ethical concerns NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
4
2
Kazakhstan
KZT Kazakhstani tenge
24,000,000
null
C++;Dart;Groovy;Kotlin;Python
TypeScript;Zig
null
NA NA
No
null
null
null
NA NA
Yes
Ansible;Cargo;Docker;Gradle;Homebrew;Make;Ninja;Poetry
Ansible;Cargo;Cloudflare;Docker;Gradle;Ninja;Podman;Poetry
Ansible;Cargo;Docker;Gradle;Ninja;Poetry
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS;Ubuntu;Android;iOS;iPadOS
Confluence;GitHub;GitLab;Jira;Markdown File;Notion
Confluence;GitHub;GitLab;Linear;Markdown File
Confluence;GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X
NA NA
null
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
A few times per month or weekly
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code
Learning about a codebase;Project planning
Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
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
null
46,337
7
37,068
37,069
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
2
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;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
6
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Availability of better alternatives NA
Other:
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
2
4
Slovenia
EUR European Euro
22,880
Yes
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;MATLAB;OCaml;PHP;PowerShell;Python;R;Rust;SQL;TypeScript;VBA;Gleam
R;Rust;Gleam
R;Rust;Gleam
Nushell Nushell
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
SQLite
SQLite
NA NA
null
Cargo;npm;Pacman;Pip;Poetry
Cargo
Cargo
NA NA
null
Angular;Django;jQuery;Axum
Axum
Axum
Leptos Leptos
No
null
null
null
NA NA
Polars;Ollama;LangGraph;uv
Polars;uv
Polars;uv
null
null
NixOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Markdown File
null
null
NA NA
Discord;Reddit;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
NA Matrix
Yes
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
No
Less than once every 2 - 3 months
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed 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
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;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Critical thinking
26,544
5
37,069
37,070
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Stack Overflow or Stack Exchange
13
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Prohibitive pricing NA
Manufacturing
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
4
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
65,000
Yes
C;C#;C++;Java;Python;Ruby;Visual Basic (.Net)
C#;C++;Python
C#;C++;Python
NA NA
Yes
null
null
null
NA NA
Yes
Docker;Google Cloud;Pip
Amazon Web Services (AWS);Docker
Docker
NA NA
No
null
null
null
NA NA
Yes
Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Google Gemini
c++23
null
null
null
Windows;Android
Windows;Ubuntu
Confluence;Doxygen;GitHub;Google Workspace;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
Project planning;Deployment and monitoring;Generating content or synthetic data
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’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Business process automation
Multi-platform search enablement
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;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
Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Problem solving, lateral thinking, communication
88,492
3
37,070
37,071
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
20
Developer, full-stack
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Netherlands
EUR European Euro
0
Yes
GDScript;HTML/CSS;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
GDScript;Go;HTML/CSS;Java;Kotlin;Python;Rust;Gleam
GDScript;HTML/CSS;Kotlin;Python;Rust
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
Gel NA
null
Cargo;Docker
Cargo;Docker
Cargo;Docker
uv uv
Yes
Deno;FastAPI;Node.js
FastAPI
FastAPI
NA NA
null
Aider;Claude Code;Visual Studio Code
Aider;Claude Code;Visual Studio Code
Aider;Claude Code;Visual Studio Code
NA NA
Large Language Model;Ollama;uv
Large Language Model;Ollama;uv
Large Language Model;Ollama;uv
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;Direct messaging of users;Job board;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 daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
null
37,071
37,072
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Blogs or podcasts
20
Developer, mobile
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Working with new technologies and tools NA
Yes
I have neither consider or transitioned into a new career or industry
5
4
France
EUR European Euro
50,000
Yes
C#;Java;Kotlin;Python;SQL
Go;Kotlin;Python;SQL
Kotlin;Python;SQL
NA NA
Yes
Microsoft SQL Server;SQLite
SQLite;Supabase
SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Sublime Text;Visual Studio;Visual Studio Code
Android Studio;Jupyter Notebook/JupyterLab;Sublime Text
Android Studio;Sublime Text
NA NA
.NET 8 or higher;Google Gemini
Google Gemini
Google Gemini
null
null
Fedora
Windows
Azure Devops;GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;X;Medium
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 month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Search for answers
Project planning
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Predictive analytics;Generating content or synthetic data
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
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
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
null
58,007
7
37,072
37,073
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
18
Data scientist
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API Quality of documentation
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems Commute
I'm not sure
I have neither consider or transitioned into a new career or industry
20
5
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA NA
Yes
Elasticsearch;Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;SQLite
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
Docker;Microsoft Azure
Docker
Docker
NA NA
Yes
FastAPI;React
FastAPI;React
FastAPI;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
Polars;Large Language Model;RAG;uv
Polars;Large Language Model;RAG;uv
Polars;Large Language Model;RAG;uv
null
null
Windows
MacOS;Ubuntu
Clickup;GitHub;GitLab;Jira;Miro
Clickup;GitHub;GitLab;Miro
Clickup;GitHub;GitLab;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;Kaggle;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Learning about a codebase
null
Predictive analytics
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Only for hackathon-like settings.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Data and analytics
Language processing;Vector databases for AI applications;Integration with external agents and APIs
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 accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
Qdrant;ChromaDB;Milvus
null
LangChain;Haystack
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
When I want to fully understand something;When I have ethical or security concerns about code;Other (please specify):
Requirements engineering, understanding the problem
null
9
37,073
37,074
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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts
17
Developer, mobile
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Fintech
Recognition from leadership for your work NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
10
Germany
EUR European Euro
85,000
null
JavaScript;Swift
Swift
Swift
NA NA
Yes
MongoDB
MongoDB
MongoDB
NA NA
Yes
npm
null
null
NA NA
Yes
React
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Xcode
Xcode
Xcode
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitHub;Jira;Notion;Trello
Confluence;GitHub;Jira;Notion
Confluence;GitHub;Jira;Notion
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles;Job board;Chat (bot/AI)
Answer a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
null
Learning about a codebase
Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations
Agent/multi-agent orchestration
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 accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Cursor
null
null
Sentry
null
ChatGPT
null
When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
98,612
5
37,074
37,075
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
6
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
Retail and Consumer Services
Collaboration and support from a team NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
10
4
India
INR Indian rupee
null
Yes
Dart;HTML/CSS;Java;JavaScript;SQL;TypeScript
Python
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL
null
null
NA NA
Yes
Docker;Firebase;Google Cloud;npm
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure
Docker
NA NA
Yes
Angular;Express;Node.js;React
Django;React
React
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
null
null
null
null
Windows;Android
Windows;MacOS;Android;iOS
Clickup;Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Hacker News
null
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 1 and 3 years
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
It should be because everyone can know everything and this AI tools allows us get an understanding of the concepts quickly and also helps in reducing the time.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
37,075
37,076
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
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);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
17
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Ethical concerns NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
4
3
Spain
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;R;SQL;TypeScript
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Lisp;Python;Rust;SQL;TypeScript;Gleam
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Cassandra;Dynamodb;MariaDB;MongoDB;Neo4J;PostgreSQL;SQLite
MariaDB;PostgreSQL;SQLite
MariaDB;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Docker;Google Cloud;Kubernetes;Make;Microsoft Azure;npm;Pip;Prometheus;Terraform;Yarn
Docker;Kubernetes;Make;Pip;Prometheus;Terraform;Yarn
Docker;Kubernetes;Make;Pip;Prometheus;Terraform;Yarn
NA NA
Yes
Angular;Flask;NestJS;React;Vue.js
Angular;Flask;NestJS;Phoenix
Angular;Flask;NestJS
NA NA
null
Android Studio;Jupyter Notebook/JupyterLab;Visual Studio Code;VSCodium
Android Studio;Jupyter Notebook/JupyterLab;VSCodium
Android Studio;Jupyter Notebook/JupyterLab;VSCodium
NA NA
Large Language Model;Amazon Bedrock;Ollama;uv
null
null
null
null
Windows;Android;Debian
null
Asana;GitHub;Google Colab;Miro;Notion;Wikis
GitHub;GitLab;Wikis
GitHub;Wikis
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Direct messaging of users
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Bad at handling complex tasks
Other (write in):
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
Generating content or synthetic data
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;I 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 have ethical or security concerns about code
Understanding the user's needs and matching feature requierements with the real world conditions.
null
5
37,076
37,077
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
4
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;Coding Bootcamp;Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Easy-to-use API NA
Poor usability NA
Healthcare
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
12
10
Switzerland
CHF Swiss franc
null
Yes
HTML/CSS;JavaScript;Kotlin;Lua;Python;Rust;SQL;TypeScript
Python;Rust;TypeScript
Python;Rust;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Chocolatey;Docker;Gradle;npm;Pip;Terraform
Cargo;Chocolatey;Docker
Cargo;Chocolatey;Docker
NA NA
Yes
Flask;Next.js;React
Flask;React
Flask;React
NA NA
Yes
Android Studio;IntelliJ IDEA;PyCharm;RustRover;WebStorm
Android Studio;IntelliJ IDEA;PyCharm;RustRover;WebStorm
Android Studio;IntelliJ IDEA;PyCharm;RustRover;WebStorm
NA NA
Pydantic
Pydantic
Pydantic
null
null
Windows;Ubuntu
Windows;Linux (non-WSL)
Confluence;GitHub;Jira;Notion;Obsidian;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
Stack Overflow
Stack Overflow
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
No
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos
Browse content related to Q&A posts I recently viewed NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Predictive analytics
Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
Generating content or synthetic data
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Problem solving
null
8
37,077
37,078
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 (less than 10 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;Blogs or podcasts
11
Project manager
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Inefficient or time-costly NA
Transportation, or Supply Chain
null
No
null
30
15
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;MATLAB;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL
Dynamodb;InfluxDB;PostgreSQL
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Make;npm;Pip
Amazon Web Services (AWS);Homebrew;Make;npm;Pip
Amazon Web Services (AWS);Homebrew;Make;npm;Pip
NA NA
Yes
Angular;Node.js
Angular;Django;Node.js;Ruby on Rails
Angular;Node.js
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows;MacOS;iOS
MacOS;Ubuntu;iOS
Asana;GitHub;GitLab;Markdown File;Notion
Asana;GitHub;GitLab;Markdown File;Notion
Asana;GitHub;GitLab;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
null
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
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
Yes, somewhat
Data and analytics
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT
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
null
null
9
37,078
37,079
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
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
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
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
3
3
Germany
EUR European Euro
30,000
Yes
Dart;HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;Python;SQL;Swift;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA QML
Yes
InfluxDB;MariaDB;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Docker;npm;Vite;Webpack
Docker;npm;Vite;Webpack
Docker;npm;Vite;Webpack
NA NA
Yes
jQuery
Django;Node.js;Vue.js
null
NA NA
null
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;iOS;Linux (non-WSL)
Windows;MacOS
GitLab
GitLab
GitLab
OpenProject NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Rarely
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Reviewing Code
34,804
7
37,079
37,080
I used to be a developer by profession, but no longer am
45-54 years old
Primary/elementary school
Retired
Engaged in paid work (20-29 hours per week)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,080
37,081
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
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);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 (please specify):
25
Architect, software or solutions
null
null
null
No
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
5
null
Mozambique
USD United States dollar
150,000
No
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies;Other (write in):
Documenting code;Predictive analytics;Generating content or synthetic data
null
null
I do not use vibe coding nor plan to
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
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.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
GitHub MCP Server
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
Ability to understand and own the compromises that will always exist in code
150,000
10
37,081
37,082
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
7
2
Germany
EUR European Euro
40,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;MySQL;Redis;SQLite;Valkey
Elasticsearch;MariaDB;MySQL;Redis;SQLite;Valkey
Elasticsearch;MariaDB;MySQL;Redis;SQLite;Valkey
NA NA
Yes
Ansible;Chocolatey;Composer;Docker;Homebrew;Kubernetes;Make;Maven (build tool);npm;NuGet;Webpack;Yarn
Ansible;Composer;Docker;Kubernetes;npm;Prometheus;Vite;Webpack
Ansible;Composer;Docker;Kubernetes;npm;Webpack
NA NA
Yes
Express;Next.js;Node.js;React;Symfony
Node.js;React;Symfony
Node.js;React;Symfony
Neos Neos
Yes
IntelliJ IDEA;PhpStorm;Sublime Text;Vim;Visual Studio Code
IntelliJ IDEA;PhpStorm;Sublime Text;Vim
IntelliJ IDEA;PhpStorm;Sublime Text;Vim
NA NA
Ollama
RAG;Ollama
Ollama
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Ubuntu
GitLab;Markdown File;Miro;YouTrack
GitLab;YouTrack
GitLab;YouTrack
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Hacker News;GitHub (public projects, not private repos)
Hacker News;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
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
46,406
6
37,082
37,083
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
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);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
25
Architect, software or solutions
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Prohibitive pricing NA
Transportation, or Supply Chain
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
20
5
Italy
EUR European Euro
40,000
Yes
Go;Java;JavaScript;Python;SQL
C;C++;Java;JavaScript
Java;JavaScript
NA NA
Yes
BigQuery;H2;MongoDB
H2
H2
NA NA
Yes
Google Cloud;Kubernetes;Maven (build tool);npm
Maven (build tool);npm
Maven (build tool);npm
NA NA
Yes
Svelte
Svelte
Svelte
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;Substack
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;Substack
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;Substack
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Predictive analytics;Generating content or synthetic data
null
null
I don’t use AI tools regularly
No. I despise "vibe coding".
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
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
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
null
46,406
6
37,083
37,084
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
9
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
12
8
Finland
EUR European Euro
37,000
Yes
C;C#;C++;GDScript;HTML/CSS;JavaScript;PHP;PowerShell;Python
Bash/Shell (all shells);C++;HTML/CSS;Lua;Rust;SQL;TypeScript
C++;HTML/CSS
NA NA
Yes
null
null
null
NA NA
Yes
Docker;Make;MSBuild;npm;NuGet;Pip
Docker
Docker
NA NA
Yes
Django;Flask;React
Angular;Deno
null
NA NA
Yes
Nano;Visual Studio;Visual Studio Code
Android Studio;Rider;Zed
null
NA NA
Large Language Model;Google Gemini;Ollama
c++23;Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
null
null
Windows;Android;Debian
Windows;Android;Windows Subsystem for Linux (WSL);Debian
Clickup;GitHub;Google Workspace;Markdown File;Obsidian;Wikis
GitHub;GitLab;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models)
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
A few times per month or weekly
Message Boards;Long-form articles;Videos;Coding challenges;Direct messaging of users
Upvote/Downvote Q&A posts NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Writing code;Testing code;Deployment and monitoring
Documenting code;Committing and reviewing code;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
No, absolutely not
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
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 reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
null
AI agents have improved collaboration within my team.
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
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
null
42,925
6
37,084
37,085
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
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
9
Student
null
null
null
null
School
Reputation for quality NA
Ethical concerns NA
null
null
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
Romania
RON Romanian leu
null
Yes
Assembly;Bash/Shell (all shells);C;C++;PowerShell;Python;SQL
null
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows
Windows
GitHub;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Project planning;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Debugging
null
null
37,085
37,086
I code primarily as a hobby
25-34 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Other (please specify):
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);Other (please specify):
2
Developer, back-end
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,086
37,087
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
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
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
20
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
3
France
EUR European Euro
90,000
Yes
Bash/Shell (all shells);Python;Rust;SQL
Bash/Shell (all shells);Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Python;Rust;SQL
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Pip
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Pip
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Pip
NA NA
Yes
FastAPI;Flask
FastAPI;Flask;Node.js
FastAPI;Flask
NA NA
Yes
Aider
Aider
Aider
emacs emacs
Google Gemini;uv
Google Gemini;uv
Google Gemini;uv
null
null
Ubuntu
Ubuntu
Confluence;GitHub;Google Workspace;Jira;Markdown File
GitHub;Google Workspace;Markdown File
GitHub;Google Workspace;Markdown File
emacs emacs
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per month or weekly
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 monthly or infrequently
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, 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 helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
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.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
104,413
8
37,087
37,088
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
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
37,088
37,089
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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);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
9
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Customizable and manageable codebase NA
Inefficient or time-costly NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
1
3
Romania
RON Romanian leu
120,000
Yes
C#;Dart;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;R;SQL;TypeScript;VBA
C#;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;SQL;Swift;TypeScript
C#;Dart;HTML/CSS;JavaScript;Kotlin;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server
Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server;Supabase
Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server
NA NA
null
Gradle;NuGet
Docker;Firebase;Gradle;Kubernetes;NuGet
Gradle;NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor
Angular;ASP.NET;ASP.NET Core;Node.js;React
Angular;ASP.NET;ASP.NET Core
NA NA
No
null
null
null
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android
Windows
Clickup;GitHub;Lucid (includes Lucidchart)
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;Hacker News;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Hacker News;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Hacker News;YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
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
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
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Message Boards
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Documenting code;Learning new concepts or technologies
Project planning;Testing code;Search for answers
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Committing and reviewing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
27,570
4
37,089
37,090
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training
15
Developer, mobile
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Ukraine
USD United States dollar
63,600
Yes
HTML/CSS;JavaScript;Kotlin;Swift;TypeScript
null
null
NA NA
Yes
Firebase Realtime Database;PostgreSQL;Redis;Supabase
null
null
NA NA
Yes
Docker;Firebase;Homebrew;npm;Supabase;Vercel;Vite;Yarn
null
null
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cline and/or Roo;Cursor;Windsurf;Xcode
Cline and/or Roo;Cursor;Xcode
Cline and/or Roo;Cursor;Xcode
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS;iOS
MacOS;Android;iOS
Confluence;GitHub;Jira;Miro;Trello
Confluence;GitHub;Jira;Miro;Trello
Confluence;GitHub;Jira;Miro;Trello
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Job board
Ask a question NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;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
Project planning
null
AI solutions that are almost right, but not quite
yes, it is
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
MCP servers;Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
supabase
null
null
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Google Gemini;Glean (Enterprise Agents);Roo code (Roo-Cline);Perplexity
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
communication, critical thinking
63,600
6
37,090
37,091
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.)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Banking/Financial Services
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
6
3
Romania
RON Romanian leu
7,000
Yes
Bash/Shell (all shells);C#;GDScript;HTML/CSS;Java;JavaScript;MicroPython;Python;SQL
Bash/Shell (all shells);C;C++;GDScript;HTML/CSS;JavaScript;Lua;MicroPython;Python;SQL;TypeScript
Bash/Shell (all shells);GDScript;HTML/CSS;JavaScript;MicroPython;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;Oracle;SQLite
MariaDB;PostgreSQL;Redis;Snowflake;SQLite
MariaDB;SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Flask;jQuery;Spring Boot;Vue.js
Django;FastAPI;Flask;jQuery;Vue.js
Flask;jQuery;Vue.js
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Notepad++;PyCharm;Visual Studio Code;VSCodium
Neovim;VSCodium
VSCodium
NA NA
Large Language Model
hostinger;Large Language Model;Google Gemini;Ollama
Large Language Model
null
null
Windows;Ubuntu;Android;Debian;Linux (non-WSL)
Windows;Linux (non-WSL);Red Hat
Confluence;GitHub;Jira
Confluence;GitLab;Jira
Confluence;Jira
NA Codeberg, GitTea
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers
Project planning
Writing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
yes and no
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;IT operations
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
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.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I have ethical or security concerns about code
The decision making process and reviewing code
1,608
2
37,091
37,092
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Other (please specify):
No, I didn't spend time learning in the past year
null
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
37,092
37,093
I used to be a developer by profession, but no longer am
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Retired
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
43
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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);Books / Physical media
49
Project manager
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reliability and low latency Capable of being used by both application programmers and system programmers
Security or privacy concerns NA
Computer Systems Design and Services
null
null
null
null
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Delphi;Visual Basic (.Net)
Delphi;Prolog;VBA
Delphi
Xojo NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Windsurf
Cursor;Windsurf
Cursor;Windsurf
Copilot, chatGPT NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows;Linux (non-WSL)
Windows;Linux (non-WSL)
Lucid (includes Lucidchart)
null
null
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
null
null
Cursor, Windsurf Cursor, Windsurf
No
A few times per month or weekly
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
Documenting code;Search for answers
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Predictive analytics
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
Yes, but not for complex tasks.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Personal previous experience.
null
null
37,093
37,094
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
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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
12
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Inefficient or time-costly NA
Healthcare
Developing specialized expertise NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
5
Germany
EUR European Euro
74,000
Yes
Bash/Shell (all shells);C++;Go;JavaScript;Python;TypeScript
C++;Python
C++;Python
CUDA NA
Yes
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Ansible;Docker;Homebrew;Make;Pip;Poetry;Prometheus
Ansible;Docker;Homebrew;Kubernetes;Make;Pip;Poetry;Prometheus
Ansible;Docker;Homebrew;Make;Pip;Poetry;Prometheus
uv, pyenv NA
Yes
FastAPI;React
FastAPI
FastAPI
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Vim;Visual Studio Code
NA NA
Large Language Model;Pydantic;uv
Large Language Model;Pydantic;uv
Large Language Model;Pydantic;uv
null
null
MacOS
MacOS;Ubuntu
Confluence;GitHub;Jira;Markdown File;Notion;Obsidian
Confluence;Doxygen;GitHub;Jira;Markdown File;Notion;Obsidian
Confluence;GitHub;Jira;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;X Grok 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 (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Unfavorable
Highly distrust
Good, but not great at handling complex tasks
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
Generating content or synthetic data
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Not directly. But most of my code comes from llm (chat gpt) but in chunks. I don't integrate code with my ide if I am not sure of it.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;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 learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Business domain knowledge. A very niche programming language expertise.
85,851
6
37,094
37,095
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
35
Developer, back-end
null
null
null
No
Work
Robust and complete API NA
Lack of or sub-par API NA
Fintech
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
3
Slovakia
EUR European Euro
60,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server
MariaDB;Microsoft SQL Server;PostgreSQL
MariaDB;Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Maven (build tool)
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Maven (build tool)
Amazon Web Services (AWS);Docker;Homebrew;Maven (build tool)
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
HTMX, Tailwind HTMX, Tailwind
No
null
null
null
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Amazon Bedrock;RAG;Google Gemini;Ollama
Tailwind CSS 4;Large Language Model;Google Gemini
null
null
Windows;MacOS;iOS
MacOS;Ubuntu;Red Hat
Confluence;GitHub;Google Workspace;Jira
Confluence;Google Workspace;Jira
Confluence;Google Workspace;Jira
bitbucket bitbucket
YouTube;LinkedIn
YouTube;LinkedIn
YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
Neutral
Rarely, almost never
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;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Creating or maintaining documentation
Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite
No, I use AI for isolated parts, or very specific issues.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Cybersecurity
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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
domain understanding, analytical thinking, algorithms
69,609
5
37,095
37,096
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
13
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Inefficient or time-costly NA
Software Development
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
15
5
Romania
RON Romanian leu
130,000
Yes
C;C++;Python;SQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
Confluence;Jira
GitLab
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);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
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Debugging or fixing code;Testing code;Search for answers
null
Learning about a codebase;Writing code;Documenting code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No, I use AI only for fixing issues or suggesting implementation methods
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Adaptability, problem-solving skill, communication, flexibility in decisions, good understanding of bussines
29,867
8
37,096
37,097
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 (less than 10 hours per week)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Customizable and manageable codebase NA
Inefficient or time-costly NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Romania
RON Romanian leu
156,000
Yes
JavaScript;PHP;SQL
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery
null
null
NA NA
Yes
Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
null
null
null
NA NA
Stack Overflow;Discord;Reddit;X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;X;YouTube;Twitch;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);X Grok models
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
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
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unsure
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Project planning;Testing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.
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.
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
Problem solving and the capability to understand programming and how the tools work or should be used
35,841
7
37,097
37,098
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);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
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
12
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
null
HTML/CSS;JavaScript;PHP;SQL;TypeScript
Go;HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cosmos DB;MongoDB;MySQL;Redis
MongoDB;MySQL;Redis
MongoDB;MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Microsoft Azure;npm;Terraform;Vite;Webpack
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;Microsoft Azure;New Relic;npm;Terraform;Vite
Amazon Web Services (AWS);Cloudflare;Docker;Microsoft Azure;npm;Terraform;Vite
NA NA
Yes
Express;jQuery;Laravel;NestJS;Next.js;Node.js;React
Express;NestJS;Next.js;Node.js;React
Express;NestJS;Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;MacOS;iOS
Asana;Azure Devops;GitHub;Jira
Azure Devops;GitHub;Jira
Azure Devops;GitHub;Jira
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
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
null
null
Yes, somewhat
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;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Not at all or minimally
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 reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
37,098
37,099
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
15
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);Blogs or podcasts
23
Developer, full-stack
null
null
null
No
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
7
Romania
EUR European Euro
110,000
Yes
Java;JavaScript;Kotlin;SQL;Swift;TypeScript
null
null
NA NA
Yes
BigQuery;Cloud Firestore;PostgreSQL;Supabase
null
null
NA NA
Yes
Firebase;Google Cloud;Gradle;npm
null
null
NA NA
Yes
jQuery;Node.js;React;Spring Boot;WordPress
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code;Windsurf
null
null
NA NA
null
null
null
null
null
Windows
Windows;MacOS;Windows Subsystem for Linux (WSL)
Notion
null
null
NA NA
Stack Overflow;Reddit
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Testing code;Committing and reviewing code
Learning about a codebase;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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
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 need help fixing complex or unfamiliar code
System design and software architecture.
127,616
8
37,099
37,100
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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)
35
Developer, full-stack
Less than 20 employees
null
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
10
5
Finland
EUR European Euro
60,000
Yes
Dart;HTML/CSS;JavaScript;PHP;Python;TypeScript
Dart;HTML/CSS;JavaScript;PHP;Python;TypeScript
Dart;HTML/CSS;JavaScript;PHP;Python;TypeScript
NA NA
Yes
Dynamodb;MariaDB;PostgreSQL
MariaDB;PostgreSQL
MariaDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Composer;Docker;Microsoft Azure;npm;Pip;Vite;Webpack
Amazon Web Services (AWS);APT;Composer;Microsoft Azure;Pip
Amazon Web Services (AWS);APT;Composer;Microsoft Azure;Pip
NA NA
Yes
Django;FastAPI;jQuery;Node.js;React;WordPress
FastAPI;WordPress
FastAPI;WordPress
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model;Pydantic;RAG;Ollama
Large Language Model;Pydantic;RAG;Ollama
Large Language Model;Pydantic;RAG;Ollama
null
null
Windows
Windows;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Jira;Markdown File
Jira;Markdown File
Jira;Markdown File
NA NA
Stack Overflow;Medium
Stack Overflow;Medium
Stack Overflow;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning;Testing code;Committing and reviewing code
null
null
I’ve become less confident in my own problem-solving
yes
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 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
null
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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.
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
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Programmers must understand code still
69,609
9