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30,900
30,901
I am learning to code
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Volunteering (regularly)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
null
Database administrator or engineer
null
null
null
null
Personal Project
Reputation for quality NA
Availability of better alternatives NA
null
null
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
India
INR Indian rupee
0
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Less than one year
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Unsure
Somewhat trust
Good, but not great at handling complex tasks
null
null
Writing code
Search for answers
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,901
30,902
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
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);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;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
40
Academic researcher
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
null
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
20
10
Nomadic
USD United States dollar
null
Yes
Python;R;Visual Basic (.Net)
null
null
NA Julia
Yes
Elasticsearch;PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;MacOS;Ubuntu
null
null
null
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
A few times per week
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,902
30,903
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Other (please specify):
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools 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);Games or coding challenges
5
Data or business analyst
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,903
30,904
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);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);Colleague or on-the-job training
15
Developer, back-end
null
null
null
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,904
30,905
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
UX, Research Ops or UI design professional
20 to 99 employees
null
null
No
Work
Costs are manageable NA
Poor usability NA
Retail and Consumer Services
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
6
1
India
INR Indian rupee
null
Yes
C;Dart;Go;HTML/CSS
Dart;Go;HTML/CSS;JavaScript;TypeScript
Dart;Go;HTML/CSS
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MySQL;SQLite
Cloud Firestore;Dynamodb
Cloud Firestore
NA NA
Yes
Firebase;Google Cloud
Firebase;Google Cloud
Firebase;Google Cloud
NA NA
Yes
React
Express;Next.js;Node.js;React
React
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows;MacOS;Android;iOS
GitHub;Jira;Trello
GitHub;GitLab;Google Colab;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;YouTube;Medium
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Less than once every 2 - 3 months
null
Answer a question NA
Yes, definitely
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Debugging or fixing code;Learning new concepts or technologies
null
Writing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code;Testing code;Search for answers
Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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 need quick help troubleshooting
logic building
null
6
30,905
30,906
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week);Engaged in paid work (10-19 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools 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
30,906
30,907
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
31
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
39
DevOps engineer or professional
500 to 999 employees
Individual contributor
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
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
3
2
Switzerland
CHF Swiss franc
null
Yes
C#;C++;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;R;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;SQLite
Cosmos DB;PostgreSQL;SQLite
SQLite
NA RavenDB
Yes
Chocolatey;Docker;Microsoft Azure;MSBuild;npm;NuGet;Pip;Vite
Chocolatey;Docker;Microsoft Azure;MSBuild;npm;NuGet;Vite
Chocolatey;Docker;Microsoft Azure;MSBuild;npm;NuGet;Vite
NA NA
Yes
Angular;ASP.NET Core;Node.js
Blazor;Svelte
null
NA NA
Yes
Notepad++;PhpStorm;Rider;Visual Studio;Visual Studio Code;WebStorm;Zed
PhpStorm;Rider;Visual Studio;Visual Studio Code;WebStorm;Zed
PhpStorm;Rider;Visual Studio;Visual Studio Code;WebStorm;Zed
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
MacOS
Windows
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File;Obsidian
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Substack
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 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
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have 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.
null
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
Other (please specify):
All of the ones that have always been valuable: analyzing and understanding complex systems and domains; ascertaining and refining requirements; developing tests and verifying that they actually test the requirements.
null
10
30,907
30,908
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
30
Other (please specify):
20 to 99 employees
Individual contributor
In-person
No
School
Connected to an open-source project NA
Security or privacy concerns NA
Higher Education
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
null
null
Austria
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;HTML/CSS;JavaScript;MicroPython;PHP;PowerShell;Python;R;SQL;TypeScript
null
null
vhdl, verilog NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
APT;Chocolatey;Composer;Docker;Kubernetes;npm;NuGet;Pip;Prometheus
null
null
NA NA
Yes
Angular;ASP.NET Core;Blazor;jQuery;Laravel;Node.js;Vue.js
null
null
NA NA
Yes
Android Studio;Eclipse;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Google Gemini
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
null
GitHub;Markdown File;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
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
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
Learning about a codebase;Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
9
30,908
30,909
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
10
Data or business analyst
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Higher Education
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
3
2
United States of America
USD United States dollar
65,000
Yes
Bash/Shell (all shells);HTML/CSS;Lisp;Python;TypeScript
C++;Go;HTML/CSS;Lisp;Python
HTML/CSS;Lisp;Python
Racket Racket
Yes
PostgreSQL
DuckDB;PostgreSQL
PostgreSQL
NA NA
Yes
Ansible;Cargo;Cloudflare;Digital Ocean;Kubernetes;Make;Podman;Prometheus
Ansible;Cargo;Digital Ocean;Kubernetes;Podman
Ansible;Cargo;Digital Ocean;Kubernetes;Podman
uv, conda, mamba uv
Yes
Django
Django
Django
NA NA
Yes
Vim;Zed
Vim;Zed
Vim;Zed
NA NA
Pydantic;uv
Pydantic;uv
Pydantic;uv
null
null
Fedora
Fedora
GitHub;GitLab;Google Workspace;Markdown File;Obsidian
GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Google Workspace;Markdown File
sourcehut sourcehut
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
fediverse fediverse
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
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
I have tried this, and largely failed. LLMs are not capable of producing anything meaningful for all but the most mundane assignments.
No, and I don't 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.;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.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Most all of them. I am still responsible for my work. I cannot rely on AI to do my work for me; it consistently fails. I cannot imagine AI taking over programming work. It is a tool that can help with mundane tasks, and occasionally lend some insight into topics I'm unfamiliar with.
65,000
8
30,909
30,910
I code primarily as a hobby
45-54 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,910
30,911
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
26
Developer, full-stack
10,000 or more employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Banking/Financial Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
25
10
Australia
AUD Australian dollar
186,000
Yes
HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Go;JavaScript;SQL;TypeScript
JavaScript;SQL;TypeScript
NA NA
Yes
Cosmos DB;MongoDB;PostgreSQL;Redis
Cosmos DB;MongoDB;PostgreSQL;Redis
Cosmos DB;MongoDB;PostgreSQL;Redis
NA NA
Yes
Homebrew;Maven (build tool);Microsoft Azure;Poetry;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS)
null
NA NA
Yes
Angular;Express;FastAPI;Fastify;NestJS;Next.js;Node.js;React
null
null
NA NA
Yes
Cursor;Visual Studio Code
Cursor
Cursor
NA NA
Pydantic;uv
null
null
null
null
Windows
MacOS
Azure Devops;GitHub
null
null
NA NA
Stack Overflow;Reddit;YouTube
null
null
NA NA
Yes
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);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people)
null
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;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
null
Predictive analytics
Project planning;Generating content or synthetic data
Learning about a codebase;Documenting code;Testing code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite
yeah, they get small stuff implemented in a new language in lightning speed; not great in logic across code in large codebases
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;IT operations
null
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;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
pgvector
null
LangChain
null
Snyk
null
ChatGPT
null
When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
e2e flow, human touch, creativity, persistence, patience
120,917
9
30,911
30,912
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
27
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
33
Developer, desktop or enterprise applications
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
School
Customizable and manageable codebase Literally anything else
Availability of better alternatives Existance of AI or AI agents
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);C;C#;C++
Bash/Shell (all shells);C;C#;C++
Bash/Shell (all shells);C;C#;C++
NA NA
Yes
Microsoft Access;Microsoft SQL Server;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
No
null
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
Azure Devops;Jira
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer Leave
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
It isn't part of anyone's professional development. Anyone who claims it is isn't a professional developer.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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
null
5
30,912
30,913
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);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;Coding Bootcamp
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)
3
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
Customizable and manageable codebase NA
Security or privacy concerns NA
Software Development
Expert mentors NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
9
India
INR Indian rupee
600,000
Yes
C#;JavaScript;SQL;TypeScript
Bash/Shell (all shells);C#;Go;JavaScript;Rust;SQL;TypeScript;Zig
C#;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Datadog;Digital Ocean;Firebase;Vercel;Yarn
Amazon Web Services (AWS);APT;Digital Ocean;Vercel
Amazon Web Services (AWS);APT;Digital Ocean;Vercel
NA NA
Yes
ASP.NET;ASP.NET Core;Express;jQuery;Next.js;Node.js;React
ASP.NET Core;Astro;Deno;Express;NestJS;Next.js;Node.js;React;Svelte
ASP.NET Core;Express;Next.js;Node.js;React
NA NA
Yes
Cursor;Eclipse;Nano;Neovim;Rider;Visual Studio;Visual Studio Code;VSCodium;Windsurf
Nano;Neovim;Rider;Visual Studio Code;VSCodium;Windsurf
Nano;Neovim;Rider;Visual Studio Code;VSCodium;Windsurf
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui;Ollama
.NET 8 or higher;Tailwind CSS 4
null
null
Windows;Ubuntu
Windows;MacOS;Windows Subsystem for Linux (WSL)
GitHub;Jira;Monday.com
GitHub;GitLab
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
I’ve become less confident in my own problem-solving;I haven’t encountered any problems
No never, I give guarantee to my employer that my code works and is maintainable to for long run. So can't vide code.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I 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
Understanding and Solving real world problems and communication.
6,974
6
30,913
30,914
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
19
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
30,914
30,915
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
11
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Poor usability NA
Healthcare
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,915
30,916
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
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,916
30,917
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Other (please specify):
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;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
8
System administrator
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
null
Reliability and low latency NA
Inefficient or time-costly NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
5
5
Austria
EUR European Euro
40,000
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 1 and 3 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
critical thinking
46,406
null
30,917
30,918
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.)
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)
No, I didn't spend time learning in the past year
null
25
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Germany
EUR European Euro
110,000
Yes
Bash/Shell (all shells);C++;Java;Kotlin;Python;TypeScript
C++;Java;Python;TypeScript
C++;Java;Python;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;Spring Boot
Angular;React;Spring Boot
Angular;Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio Code
IntelliJ IDEA;PyCharm;Sublime Text;Visual Studio Code
IntelliJ IDEA;PyCharm;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitLab;Jira
Jira
Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Favorable
Somewhat distrust
Bad 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;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
working on large codebases, working on legacy codebases, conservative changes, systems design, solution design, understanding the system, setting goals, planning work, splitting work, system analysis, non-functional requirements, gathering requirements
127,616
3
30,918
30,919
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
Engaged in paid work (20-29 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types)
41
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Government
Other (please specify): smart work
No
I have strongly considered changing my career and/or the industry I work in
15
4
Italy
EUR European Euro
150,000
No
null
null
null
NA NA
Yes
MongoDB;MySQL;Oracle;PostgreSQL
Dynamodb;Elasticsearch;MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Make;Maven (build tool);Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool)
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool)
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Large Language Model
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Red Hat
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Markdown File;Stack Overflow for Teams
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;LinkedIn
Stack Overflow
Stack Overflow
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Documenting code;Testing code
Learning about a codebase;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite
It is quite dangerous, because AI can make many many nisunderstanding
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.
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
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’m stuck and can’t explain the problem
Designing big architectural solution
174,022
9
30,919
30,920
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
23
Engineering manager
100 to 499 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Finland
EUR European Euro
84,000
Yes
Bash/Shell (all shells);Go;PHP;Python;SQL
Go;PHP;Python;Rust
Go;PHP;Python
NA NA
Yes
MySQL;Redis
MySQL;PostgreSQL;Redis;Clickhouse;Valkey
MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Composer;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;Poetry;Terraform;Yarn
Docker;Google Cloud;Kubernetes;Make;Terraform
Docker;Google Cloud;Kubernetes;Make;Terraform
NA NA
Yes
Symfony
Symfony
Symfony
NA NA
Yes
Aider;Claude Code;PhpStorm;PyCharm;Vim
Aider;Claude Code;PhpStorm;PyCharm;Vim
Aider;Claude Code;PhpStorm;PyCharm;Vim
GoLand, JetBrains AI Assistant, Junie GoLand, JetBrains AI Assistant, Junie
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows;MacOS;Ubuntu
MacOS;Ubuntu
Confluence;GitHub;Google Workspace;Jira;Markdown File
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
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
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Learning about a codebase;Committing and reviewing code;Generating content or synthetic data
Project planning
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes, but always with a very thorough review afterwards. I never blindly trust the code it generates.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Multi-platform search enablement;Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
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
Vertex AI
null
null
null
ChatGPT;Claude Code;Google Gemini
JetBrains Junie, JetBrains AI Assistant
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
97,452
7
30,920
30,921
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
3
Yes, I am new to coding or currently a student
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Coding Bootcamp
1
Developer, QA or test
10,000 or more employees
null
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
30,921
30,922
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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 for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
5
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
School
Costs are manageable NA
Prohibitive pricing NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
3
3
Egypt
EGP Egyptian pound
96,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Writing code
null
Learning about a codebase;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
1,917
5
30,922
30,923
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges
7
Cybersecurity or InfoSec professional
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
4
India
INR Indian rupee
1,200,000
Yes
Bash/Shell (all shells);Java;Python
Bash/Shell (all shells);Java;Python
Bash/Shell (all shells);Java;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Sublime Text;Visual Studio;Visual Studio Code
Claude Code;Cursor;Eclipse;IntelliJ IDEA;Sublime Text;Visual Studio;Visual Studio Code
Eclipse;IntelliJ IDEA;Sublime Text;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (people);Videos;Coding challenges;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data
null
null
null
Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
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
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Security Engineer
13,949
8
30,923
30,924
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
22
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
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 strongly considered changing my career and/or the industry I work in
10
null
Netherlands
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Python
MicroPython;Rust
null
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Docker;Make;Ninja;Pip;Podman
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;iOS
Windows;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;Jira
null
null
Bitbucket NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
null
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
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Writing code;Debugging or fixing code;Committing and reviewing code
Search for answers
null
I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
AI agents have increased my productivity.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Debugging
null
7
30,924
30,925
I code primarily as a hobby
25-34 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 didn't spend time learning in the past year
null
7
Academic researcher
null
null
null
null
Personal Project
Connected to an open-source project NA
Poor usability NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
4
India
INR Indian rupee
null
Yes
C;HTML/CSS;JavaScript;Python;Ruby;SQL
Assembly;Bash/Shell (all shells);C;Elixir;Erlang;Go;HTML/CSS;JavaScript;Lua;OCaml;Python;Ruby;SQL
C;HTML/CSS;JavaScript;Python;Ruby;SQL
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
No
null
null
null
NA NA
Yes
Laravel;React;Ruby on Rails
Deno;Express;Laravel;React;Ruby on Rails;Svelte
Laravel;React;Ruby on Rails
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL)
Linux (non-WSL)
GitHub
null
null
fossil-scm NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
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
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;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
Generating content or synthetic data
null
I don’t use AI tools regularly
Absolutely not.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Real problem solving skills, not the vibe coding BS.
null
null
30,925
30,926
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (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);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-...
Yes, I learned how to use AI-enabled tools 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);Blogs or podcasts
14
Developer, back-end
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
8
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Search for answers
Deployment and monitoring;Predictive analytics
Project planning;Writing code;Testing code;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;Write in the most significant benefit if not listed above.
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
null
null
null
4
30,926
30,927
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Stack Overflow or Stack Exchange;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Games or coding challenges
null
AI/ML engineer
null
null
null
null
School
Reputation for quality NA
Poor usability NA
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
India
USD United States dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Documenting code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
null
Committing and reviewing code;Deployment and monitoring
null
Learning about a codebase;Project planning;Writing code;Testing code;Predictive analytics;Creating or maintaining documentation
I haven’t encountered any problems
null
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics
null
AI agents have helped me solve complex problems more effectively.
null
null
null
null
null
null
null
null
null
GitHub MCP Server
null
AutoGen (Microsoft)
null
null
null
null
null
null
null
null
null
30,927
30,928
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
1
Student
null
null
null
null
Work
Connected to an open-source project Low level engineering
Prohibitive pricing NA
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
30,928
30,929
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
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
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
30,929
30,930
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
16
Other (please specify):
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Reliability and low latency NA
Poor usability NA
Software Development
Other (please specify): Not having to sell my soul to do my job
No
I have strongly considered changing my career and/or the industry I work in
10
30
Austria
EUR European Euro
27,500
Yes
Assembly;C;C++;HTML/CSS;Java;JavaScript;VBA;Visual Basic (.Net)
Assembly;Java;Visual Basic (.Net)
Assembly;Java;Visual Basic (.Net)
NA NA
Yes
MariaDB
null
null
NA NA
null
Make
null
null
Custom NA
Yes
null
null
null
GWT NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
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
Chat (people);Message Boards;Long-form articles;Coding challenges;Logic games/puzzles
Other (write in): Finding a solution to my problem
No, not really
Rarely, almost never
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor 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;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;Other (write in):
No
No, and I don't 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.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Using their brain.
31,904
3
30,930
30,931
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
Volunteering (regularly);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
Videos (not associated with specific online course or certification)
5
Academic researcher
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Higher Education
null
Yes
I have neither consider or transitioned into a new career or industry
4
4
United States of America
USD United States dollar
40,000
Yes
C;C++;Python
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
Large Language Model
null
null
null
null
Windows;MacOS;iOS;iPadOS
null
GitHub;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Logic games/puzzles
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
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
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Somewhat. Start with AI, and I do the rest, with some AI help for debugging and new bells and whistles
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
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I need help fixing complex or unfamiliar code
Above all, humans must still be able to understand and to find out the truth.
40,000
null
30,931
30,932
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts;Stack Overflow or Stack Exchange
10
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
Insurance
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Singapore
SGD Singapore dollar
75,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
C++;COBOL;Go;Lua;PowerShell;R;Rust;Zig
null
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;InfluxDB;PostgreSQL;Supabase
PostgreSQL
NA NA
Yes
Docker;npm;Webpack
Amazon Web Services (AWS);Ansible;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Gradle;Kubernetes;Make;npm;Pip;pnpm;Podman;Supabase;Vite
Docker;npm
NA NA
Yes
ASP.NET;ASP.NET Core;Express;Laravel;Next.js;Node.js;React;Spring Boot;Vue.js
Django;Express;Flask;Laravel;Next.js;Node.js;React;Spring Boot;Vue.js
Express;Laravel;Next.js;Node.js;React;Spring Boot;Vue.js
NA NA
Yes
Claude Code;Notepad++;Visual Studio;Visual Studio Code
Claude Code;Cursor;IntelliJ IDEA;Notepad++;PhpStorm;PyCharm;RustRover;Vim;Visual Studio Code;WebStorm;Windsurf
Claude Code;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Trello
GitHub;GitLab;Jira;Monday.com;Trello
GitHub;GitLab;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Learning new concepts or technologies
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
null
Debugging or fixing code
Search for answers
AI solutions that are almost right, but not quite
Vibe coding sucks
Yes, I use AI agents at work daily
Not at all or minimally
null
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have 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
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
GitHub Copilot;Perplexity
null
When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
AI will eventually evolve. People will be less reliant once they realize how much AI could get out of control if not properly managed.
58,584
3
30,932
30,933
I work with developers or my work supports developers but am not 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.);Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (part-time)
27
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
9
Architect, software or solutions
10,000 or more 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
Reputation for quality NA
Ethical concerns NA
Computer Systems Design and Services
null
Yes
I have strongly considered changing my career and/or the industry I work in
5
3
Switzerland
CHF Swiss franc
138,000
Yes
Ada;Assembly;Bash/Shell (all shells);C;C++
null
null
Object Rexx (Rexx) NA
No
null
null
null
NA NA
Yes
Ansible;Docker;IBM Cloud;Splunk
Ansible
Ansible
NA NA
Yes
Laravel
null
null
NA NA
Yes
Notepad++
Notepad++
Notepad++
NA NA
Odoo
null
null
null
null
Arch
Debian
Confluence;GitLab;Jira;Wikis
GitHub;GitLab;Jira;Obsidian
GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;LinkedIn
Stack Overflow;Stack Exchange;Discord;Bluesky;LinkedIn
Stack Overflow;Stack Exchange;Discord;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
A few times per month or weekly
Job board;Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
No, and I don't plan to
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies;Other (write in):
Project planning;Writing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, and I don't plan to
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.;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.;Write in the most significant c...
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 want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
objectivity
171,110
null
30,933
30,934
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
23
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
26
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Ethical concerns NA
Higher Education
Developing specialized expertise NA
Yes
I have neither consider or transitioned into a new career or industry
10
10
Denmark
DKK Danish krone
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp;Lua;Perl;Python;SQL
null
null
NA NA
Yes
MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery
React
null
Mojolicious NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu
Windows;Ubuntu
GitLab;Markdown File
null
null
NA NA
Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Daily or almost daily
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
8
30,934
30,935
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Other (please specify):
No, I didn't spend time learning in the past year
null
22
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable Good documentation
Availability of better alternatives NA
Other:
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
65,000
Yes
Python;SQL
C#;Lisp;Python;Rust
Python
NA Haskell
Yes
Microsoft SQL Server;PostgreSQL
Clickhouse
null
NA NA
Yes
Docker;Kubernetes;Podman;Poetry
null
null
uv uv
Yes
null
null
null
Streamlit Panel
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
PyCharm;Rider;Visual Studio Code
PyCharm;Visual Studio Code
NA NA
Pydantic;uv
.NET 8 or higher;Pydantic;uv
Pydantic;uv
null
null
Windows;Debian
Windows;Debian
Azure Devops;YouTrack
Azure Devops;YouTrack
Azure Devops;YouTrack
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;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Other (write in):
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Generating content or synthetic data;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;Other (please specify):
null
88,492
8
30,935
30,936
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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
27
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
In-person
No
Work
Costs are manageable 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
20
null
Hungary
HUF Hungarian forint
16,000,000
Yes
Delphi;Java;SQL;VBA
Java;SQL
Java;SQL
NA NA
Yes
Oracle
Oracle
Oracle
Firebird Firebird
Yes
Maven (build tool)
Maven (build tool)
Maven (build tool)
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Ubuntu;Android
null
null
null
OTRS NA
Stack Overflow;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;GitHub (public projects, not private repos);Bluesky;X;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
null
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
null
No, and I don't plan to
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.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
46,266
9
30,936
30,937
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.);None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
17
Developer, full-stack
500 to 999 employees
Individual contributor
Remote
No
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
2
1
Lithuania
EUR European Euro
80,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL
C#;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL
C#;HTML/CSS;JavaScript;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;jQuery;Next.js;Node.js;React
AngularJS;ASP.NET Core;Blazor;Next.js;Node.js;React
ASP.NET Core;Blazor;Next.js;Node.js;React
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
Tailwind CSS 4
null
null
Windows
Windows;Android
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
null
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;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
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Testing code
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
Understanding the problem, being able to see the point of view of users/customers.
92,812
9
30,937
30,938
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
6
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);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
6
Developer, full-stack
100 to 499 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
AI integration or AI Agent capabilities NA
null
Healthcare
null
No
null
null
null
United Arab Emirates
AED United Arab Emirates dirham
null
Yes
C++;HTML/CSS;Java;JavaScript;PHP;Python;TypeScript
HTML/CSS;JavaScript;PHP;Python;TypeScript
HTML/CSS;JavaScript;PHP;Python;TypeScript
NA NA
Yes
DuckDB;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Redis;SQLite
DuckDB;Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
DuckDB;Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;Redis;SQLite
NA NA
Yes
Docker;Kubernetes;Netlify;npm;Pip;Terraform;Vite;Yarn
Docker;Kubernetes;Netlify;npm;Pip;Vite
Docker;Kubernetes;Netlify;npm;Pip;Vite
NA NA
Yes
Express;FastAPI;jQuery;Laravel;Node.js;React;Vue.js;WordPress
Django;FastAPI;jQuery;Laravel;NestJS;Next.js;Node.js;React;Vue.js;WordPress
FastAPI;jQuery;Laravel;Node.js;React;Vue.js;WordPress
NA NA
Yes
Bolt;Claude Code;Cursor;Sublime Text;Visual Studio;Visual Studio Code
Claude Code;Cursor;Sublime Text;Visual Studio;Visual Studio Code
Claude Code;Cursor;Sublime Text;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL)
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL)
Asana;Clickup;GitHub;GitLab;Jira;Trello
GitHub;GitLab;Jira;Trello
GitHub;GitLab;Jira;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 3 and 5 years
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,938
30,939
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
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
30
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Computer Systems Design and Services
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
4
4
China
CNY Chinese Yuan Renminbi
800,000
Yes
Assembly;Bash/Shell (all shells);C
Assembly;Bash/Shell (all shells);C;OCaml
Assembly;Bash/Shell (all shells);C
NA NA
No
null
null
null
NA NA
Yes
APT;Docker;Make;Ninja;Pip
APT;Docker;Make;Ninja;Pip
APT;Docker;Make;Ninja;Pip
CMake CMake
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
ComfyUI
ComfyUI
Windows;Ubuntu;iOS;Linux (non-WSL);iPadOS
Windows;Ubuntu;Linux (non-WSL)
Confluence;Doxygen;GitHub;GitLab;Jira;Obsidian;Wikis
Confluence;Doxygen;GitHub;GitLab;Jira;Obsidian;Stack Overflow for Teams;Wikis
Confluence;Doxygen;GitHub;GitLab;Jira;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Long-form articles;Videos;Job board
Ask a question NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
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;Search for answers;Generating content or synthetic data
null
null
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.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed ab...
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’m stuck and can’t explain the problem
Creativity.
111,428
8
30,939
30,940
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
I prefer not to say
null
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Ga...
8
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
30,940
30,941
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools 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
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
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
30,941
30,942
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
17
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Poor usability NA
Government
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
2
null
India
INR Indian rupee
800,000
Yes
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;PHP;PowerShell;Python;TypeScript
Dart;Go;HTML/CSS;JavaScript;MATLAB;MicroPython;PHP;PowerShell;Python;TypeScript
Dart;HTML/CSS;JavaScript;PHP;PowerShell;Python;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
Cosmos DB;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
NA NA
null
Composer;Docker;Firebase;Google Cloud;npm;Pip;Vercel;Vite
Amazon Web Services (AWS);Bun;Cloudflare;Composer;Docker;Firebase;Google Cloud;npm;Pip;Vite
Composer;Docker;Firebase;Google Cloud;npm;Pip;Vite
NA NA
Yes
Express;Laravel;Next.js;Node.js;React
Angular;Astro;Deno;Django;Express;Laravel;NestJS;Node.js;React
Express;Laravel;Node.js;React
NA NA
Yes
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Red Hat
GitHub
GitHub;Notion;Stack Overflow for Teams
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
NA NA
null
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Unfavorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
Writing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have 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 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
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
ChatGPT;Google Gemini;Blackbox AI
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
null
9,299
8
30,942
30,943
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
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);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
Online Courses or Certification (includes all media types)
35
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
5
10
Italy
EUR European Euro
28,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
Python;Rust
null
NA NA
Yes
Dynamodb;PostgreSQL;Redis;Amazon Redshift
SQLite
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;npm;Vite;Webpack
Ansible;Pip
null
NA NA
Yes
Angular;AngularJS;Express;Next.js;Node.js;React;Vue.js
Django
null
NA NA
Yes
Android Studio;Nano;Visual Studio Code;Xcode
PyCharm
null
NA NA
Large Language Model;RAG
Tailwind CSS 4;Google Gemini;Ollama
null
null
null
MacOS;Ubuntu
MacOS
Confluence;GitHub;Jira;Monday.com
null
null
NA NA
Stack Overflow;Discord;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Meta Llama (all models)
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Job board
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
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Writing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Project planning;Debugging or fixing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Testing code
null
I don’t use AI tools regularly
no
Yes, I use AI agents at work daily
Yes, somewhat
Customer service support
Language processing;Agent/multi-agent orchestration;Integration with external agents and APIs
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
null
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.
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.
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.
Redis
null
null
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers
null
32,484
3
30,943
30,944
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.)
11
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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,944
30,945
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
32
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
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
43
Database administrator or engineer
null
null
null
No
Work
Easy-to-use API NA
Poor usability NA
Government
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
15
10
Belgium
EUR European Euro
175,000
Yes
Delphi;HTML/CSS;JavaScript;Python;SQL;Zig
Delphi;HTML/CSS;JavaScript;Python;SQL;Zig
Delphi;HTML/CSS;JavaScript;Python;SQL;Zig
NA NA
Yes
MariaDB;Oracle;PostgreSQL;SQLite
MariaDB;Oracle;PostgreSQL;SQLite
MariaDB;Oracle;PostgreSQL;SQLite
NA NA
Yes
null
null
null
Hetzner Hetzner
Yes
Blazor
Blazor
Blazor
NA NA
Yes
Notepad++;PyCharm;Visual Studio Code
Notepad++;PyCharm;Visual Studio Code
Notepad++;PyCharm;Visual Studio Code
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows;MacOS;iOS
Windows;iOS;Red Hat
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);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
No
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Writing code;Debugging or fixing code
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Other (write in):
Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
null
null
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.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
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
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I want to learn best practices;When I’m stuck and can’t explain the problem
Formulate the right question for ai
203,026
null
30,945
30,946
I code primarily as a hobby
45-54 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange
No, I didn't spend time learning in the past year
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
30,946
30,947
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Attending school (part-time)
25
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);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;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
37
Academic researcher
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 influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): Integrity
Other (please specify): Data leakage
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
15
8
Sweden
SEK Swedish krona
null
Yes
Bash/Shell (all shells);C++;Java;MATLAB;Python;R
Bash/Shell (all shells);C++;Java;Lisp;Lua;Python;R;Rust
Bash/Shell (all shells);C++;Java;Python;R
NA Clojure, Haskel, Erlang
Yes
MariaDB;MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Angular;Node.js
Node.js;React
Node.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code;VSCodium
NA NA
Large Language Model;RAG
Large Language Model;RAG
Large Language Model;RAG
null
null
Ubuntu;Android
Windows;Ubuntu;iOS;Red Hat
Asana;GitHub;GitLab;Google Colab
GitLab;Google Colab
GitLab;Google Colab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;LinkedIn
NA NA
Yes
Meta Llama (all models)
null
null
Phi-3, DistilBERT, BERT NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Bad at handling complex tasks
Writing code;Committing and reviewing code;Search for answers
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Language processing;Vector databases for AI applications;Personalized agent creation;Other specific task (write in):
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;Write in the most significant challenge if not listed above:
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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;Other (please specify):
AI can produce average results. Only humans can excel.
null
10
30,947
30,948
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
1
Student
null
null
null
null
School
Good brand and public image NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
9
5
Pakistan
PKR Pakistani rupee
null
Yes
C++;Java
Java
Java
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA
Android Studio;IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA
DevC++ NA
null
null
null
null
null
Windows;Android
Windows;Android
GitHub
GitHub
GitHub
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Very favorable
Highly trust
Good, but not great at handling complex tasks
null
Writing code
Learning about a codebase;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;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 want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
null
null
null
30,948
30,949
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Other (please specify):;School (i.e., University, College, etc)
2
Student
null
null
null
null
Work
Easy-to-use API NA
Poor usability NA
null
null
No
I have neither consider or transitioned into a new career or industry
8
3
France
EUR European Euro
null
Yes
C;Java;JavaScript;MATLAB;PHP;Python;R;SQL;VBA
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
null
FastAPI
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Google Colab
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos
null
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No, absolutely not
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I 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
Structure a program/architecture, have ideas for new projects
null
null
30,949
30,950
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)
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
12
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Poor usability NA
Media & Advertising Services
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Austria
EUR European Euro
null
Yes
C#;HTML/CSS;Java;JavaScript;PHP;SQL
null
null
NA NA
Yes
MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel;WordPress
null
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS
null
GitLab
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Videos;Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Testing code
Writing code;Debugging or fixing code;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I need quick help troubleshooting
null
null
5
30,950
30,951
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, front-end
100 to 499 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,951
30,952
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Retail and Consumer Services
Recognition from peers for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
5
2
Ukraine
UAH Ukrainian hryvnia
372,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;SQL
C#;SQL
NA NA
Yes
Dynamodb;Microsoft SQL Server;PostgreSQL;Snowflake
Dynamodb
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);Docker;Podman;Terraform
Amazon Web Services (AWS);Docker;Podman;Terraform
Amazon Web Services (AWS);Docker;Podman;Terraform
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Vue.js
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Rider
Rider
NA NA
.NET 8 or higher
RAG
null
null
null
Windows;Ubuntu;iOS
Windows
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Monday.com;Trello
null
null
NA NA
Stack Overflow;Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Comment on Q&A posts NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code
Project planning;Predictive analytics;Generating content or synthetic data
Writing code;Debugging or fixing code;Deployment and monitoring;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
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code
More general view of project and architechture, less code more planning.
8,915
6
30,952
30,953
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, ...
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)
5
Developer, front-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Transportation, or Supply Chain
null
Yes
I have neither consider or transitioned into a new career or industry
3
3
Poland
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;HTML/CSS;JavaScript;PHP;PowerShell;Rust;SQL;TypeScript
C#;Go;HTML/CSS;JavaScript;PowerShell;Rust;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Rust;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
DBeaver NA
Yes
Cargo;Make;npm;NuGet;Vite
Cargo;Docker;Kubernetes;npm;NuGet;Vite
Cargo;npm;NuGet;Vite
WinSCP NA
Yes
Blazor;React;Vue.js
ASP.NET;ASP.NET Core;Blazor;Vue.js
Blazor;Vue.js
SolidJS NA
Yes
Neovim;Notepad++;Visual Studio;Visual Studio Code
Neovim;Notepad++;Visual Studio Code
Neovim;Notepad++;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;iOS
Windows;iOS
GitHub
GitHub
GitHub
BitBucket NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
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
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Testing code;Deployment and monitoring
Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
null
I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
All of them
null
null
30,953
30,954
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.)
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;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
20
Developer, back-end
null
null
null
No
Work
Reliability and low latency NA
Poor usability NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
10
Poland
PLN Polish zloty
null
null
C#
null
null
NA NA
Yes
null
null
null
RavenDB RavenDB
No
null
null
null
NA NA
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Rider;Visual Studio
Rider;Visual Studio
Rider;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows;Windows Subsystem for Linux (WSL)
null
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot 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
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Documenting code
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
8
30,954
30,955
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
Caring for dependents (children, elderly, etc.)
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
25
Academic researcher
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
Connected to an open-source project NA
Security or privacy concerns NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
null
Yes
R
R
R
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Sublime Text
Sublime Text
Sublime Text
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;Twitch
Mastodon Mastodon
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Chat (bot/AI)
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Writing code
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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 have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
You still need the same skills. AI tools can help you generate code, but if you don't understand the code, then this is a huge problem.
null
null
30,955
30,956
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
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
12
Data engineer
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,956
30,957
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);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
7
Academic researcher
null
null
null
null
Work
Connected to an open-source project NA
Prohibitive pricing NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
10
10
India
INR Indian rupee
650,000
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA NA
Yes
MongoDB;Neo4J;PostgreSQL
MongoDB;Neo4J;PostgreSQL
MongoDB;Neo4J;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;npm;Pip
APT;Docker;npm;Pip
APT;Docker;npm;Pip
NA NA
Yes
Django;Flask;jQuery;React
Django;Flask;jQuery;React
Django;Flask;jQuery;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Ollama
RAG;Ollama;LangGraph;visionOS
Ollama
null
null
Windows;Ubuntu
Windows;Ubuntu;Debian
GitHub
GitHub
GitHub
NA NA
Reddit;YouTube
Reddit;YouTube
Reddit;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning 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);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Not sure/can't remember
Less than once per month or monthly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Testing code
Deployment and monitoring
Predictive analytics
Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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
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
Problem solving and algorithmic thinking
7,556
null
30,957
30,958
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.);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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Coding Bootcamp
19
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
4
null
Norway
NOK Norwegian krone
1,100,000
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Videos;Direct messaging of users;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Predictive analytics
null
null
null
Deployment and monitoring
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Yes, to a great extent
Cybersecurity
Agent/multi-agent orchestration
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have ...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
GitHub MCP Server
null
AutoGen (Microsoft)
null
null
null
ChatGPT;Claude Code
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
108,710
10
30,958
30,959
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
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);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
14
Developer, AI apps or physical AI
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,959
30,960
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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)
10
Developer, front-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
Yes
I have transitioned into a new career and/or industry involuntarily
null
null
Malaysia
MYR Malaysian ringgit
90,000
Yes
HTML/CSS;JavaScript;TypeScript
Java
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;Next.js;React;Vue.js
Svelte
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows;MacOS
Clickup;GitHub;GitLab;Jira;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;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
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Testing code
Learning about a codebase;Project planning;Committing and reviewing code
Predictive analytics
Documenting code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers
Debugging AI-generated code is more time-consuming
Sort of work.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have 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.
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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
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 learn best practices;When I’m stuck and can’t explain the problem
Problem solving
21,206
5
30,960
30,961
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
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);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
5
Developer, front-end
20 to 99 employees
Individual contributor
Remote
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,961
30,962
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Other (please specify):
Not employed
None of the above
null
null
null
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
30,962
30,963
I am a developer by profession
25-34 years old
Primary/elementary school
Employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
12
Data engineer
20 to 99 employees
Individual contributor
In-person
No
null
null
null
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
2
2
Ukraine
UAH Ukrainian hryvnia
60,000
null
Bash/Shell (all shells);HTML/CSS;Kotlin;PHP;TypeScript
Go;Rust
null
NA NA
Yes
MariaDB;PostgreSQL
null
null
NA NA
Yes
Composer;Docker;Homebrew
null
null
NA NA
Yes
Drupal;Next.js;React
null
null
NA NA
Yes
IntelliJ IDEA;PhpStorm
null
null
NA NA
Tailwind CSS 4;Google Gemini
null
null
null
null
Windows;MacOS;Android;Arch
Arch
Redmine
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
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
null
null
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Project planning;Writing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Nope
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
1,438
7
30,963
30,964
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
27
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
40
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Poor usability NA
Other:
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
2
null
Norway
NOK Norwegian krone
1,100,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Ruby;SQL
Elixir;Zig
null
NA NA
Yes
PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Vue.js
null
null
NA NA
Yes
Vim
null
null
eMacs NA
c++23
null
null
null
null
Fedora
Fedora
Doxygen;GitLab;Jira
null
null
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Testing code;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
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
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.;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 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
108,710
8
30,964
30,965
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,965
30,966
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
3
Developer, back-end
null
null
null
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,966
30,967
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,967
30,968
I am learning to code
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
School (i.e., University, College, etc)
1
Student
null
null
null
null
School
Robust and complete API NA
Prohibitive pricing NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Amazon Bedrock;Google Gemini
Large Language Model
null
null
null
Windows;Android
Windows;Android
GitHub;Google Colab
GitHub
GitHub
NA NA
Discord;YouTube;LinkedIn
Discord;GitHub (public projects, not private repos);LinkedIn
Discord;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
A few times per week
I don't use Stack Overflow
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, definitely
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Debugging or fixing code;Predictive analytics;Search for answers;Creating or maintaining documentation
null
Writing code;Committing and reviewing code
Documenting code;Testing code;Deployment and monitoring
Project planning;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Decision intelligence;IT operations;Data and analytics;Robotics;Cybersecurity
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
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 reduced the time spent on specific development tasks.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
GitHub MCP Server
null
Vertex AI;AutoGen (Microsoft);LangChain;Zapier;Amazon Bedrock Agents
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT
null
null
null
null
null
30,968
30,969
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
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);Colleague or on-the-job training;Blogs or podcasts
15
Data engineer
20 to 99 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Energy
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
4
France
EUR European Euro
70,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
81,210
5
30,969
30,970
I am a developer by profession
45-54 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,970
30,971
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types)
10
Developer, mobile
1,000 to 4,999 employees
null
null
No
Work
Customizable and manageable codebase 12
Poor usability 12
Software Development
Innovation through solving challenging and complex problems 12
No
I have strongly considered changing my career and/or the industry I work in
9
60
China
CNY Chinese Yuan Renminbi
1,000,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;PHP;Python
HTML/CSS;Java;JavaScript;Kotlin
HTML/CSS;Java;JavaScript;Kotlin
java kotlin
Yes
BigQuery;MySQL;Redis;SQLite
BigQuery;MySQL;Redis;SQLite
BigQuery;MySQL;Redis;SQLite
sql sql
null
Gradle;Maven (build tool);Yarn
Gradle;Maven (build tool)
Gradle;Maven (build tool)
gradle maven
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android;iOS
Windows;MacOS;Android;iOS
Jira
Jira
Jira
jira jira
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
A few times per month or weekly
Chat (people)
Ask a question NA
No, not at all
About half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Very well at handling complex tasks
Search for answers
null
null
null
null
I haven’t encountered any problems
never
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation
Integration with external agents and APIs
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
ChromaDB
null
null
null
Adversarial Robustness Toolbox (ART)
hh
ChatGPT;Cody
hh
When I’m stuck and can’t explain the problem
no
139,285
10
30,971
30,972
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);Technical documentation (is generated for/by the tool or system);Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
null
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Israel
ILS Israeli new shekel
150,000
Yes
Bash/Shell (all shells);Groovy;Python
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA NA
null
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);npm;Pip;Terraform
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes
helm, crossplane, argo NA
Yes
Express;Flask;Node.js;React
Express;Node.js
Express;Node.js
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android;Debian
MacOS;Android
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Obsidian
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Obsidian
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
null
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Deployment and monitoring;Predictive analytics
null
Learning new concepts or technologies
I’ve become less confident in my own problem-solving
no, i copy paste and correct LLM produced code
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
44,121
null
30,972
30,973
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
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);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
4
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
null
Software Development
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Italy
EUR European Euro
22,000
Yes
C#;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Next.js;Nuxt.js;React;Vue.js
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows;MacOS;Android;iOS;Linux (non-WSL)
GitHub
Clickup
null
NA NA
Stack Overflow;Discord
Stack Overflow;Discord
Stack Overflow;Discord
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles
null
No, not at all
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Testing code;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Writing code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Documenting code;Search for answers
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
25,523
7
30,973
30,974
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
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)
10
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,974
30,975
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
33
Applied scientist
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Energy
null
No
I have neither consider or transitioned into a new career or industry
30
25
France
EUR European Euro
null
Yes
Ada;Bash/Shell (all shells);Python;R
Ada;R
Ada;R
NA NA
No
null
null
null
NA NA
Yes
Pacman;Pip;Poetry
Pacman;Pip
Pacman;Pip
alire alire
No
null
null
null
NA NA
Yes
Nano;Notepad++
Nano;Notepad++
Nano;Notepad++
gnatstudio, gnatstudio
null
null
null
null
null
Android;Arch
Windows;Android
Markdown File;Wikis
null
null
gnatdoc gnatdoc
Stack Overflow;GitHub (public projects, not private repos);Company-sponsored forums
GitHub (public projects, not private repos);Company-sponsored forums
GitHub (public projects, not private repos);Company-sponsored forums
forgejo forgejo
No
null
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
null
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
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
Yes, I use AI agents at work weekly
Not at all or minimally
null
Multi-platform search enablement
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed ab...
null
null
null
null
null
null
null
null
Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Human relationship
null
null
30,975
30,976
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
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 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)
20
Data scientist
Less than 20 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Other:
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
10
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
30,976
30,977
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,977
30,978
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
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);Blogs or podcasts
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,978
30,979
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Media & Advertising Services
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
Ukraine
UAH Ukrainian hryvnia
516,000
null
Java;JavaScript;SQL;TypeScript
Go
null
NA NA
null
MongoDB;MySQL;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;npm;Yarn
Docker;Kubernetes;Terraform
null
NA NA
Yes
Express;NestJS;Node.js
Express;NestJS;Next.js;Node.js
Express;NestJS;Node.js
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code;WebStorm
Cursor;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
null
Clickup;GitHub;Google Workspace;Notion
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI Image generating models
openAI GPT (chatbot models)
null
NA NA
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Testing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
null
Debugging or fixing code;Committing and reviewing code
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;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;Marketing
Language processing
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
Write in the most significant challenge if not listed above:
null
null
null
null
supabase
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
security, humanability
12,367
10
30,979
30,980
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
4
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Other:
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
1
Germany
EUR European Euro
75,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
Python;Rust
Python
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL;PostgreSQL
MariaDB;MySQL
Hadoop NA
Yes
Docker;Kubernetes;npm;Pip;Vite
Cargo;Docker;Pip;Vite
Docker;Pip;Vite
NA NA
Yes
Node.js;Svelte
Svelte
Svelte
NA NA
Yes
Vim;Visual Studio
IntelliJ IDEA;Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows
Windows;Debian
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Less than once per month or monthly
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Search for answers
Project planning;Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
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.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
understanding ai generated code
87,011
7
30,980
30,981
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
10
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,981
30,982
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
35
Engineering manager
10,000 or more employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Ethical concerns NA
Other:
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
10
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
85,000
Yes
Delphi;PowerShell;Python;SQL
Delphi;HTML/CSS;Java;PowerShell;Python;SQL
Delphi;PowerShell;Python;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Rad studio Rad studio
null
null
null
null
null
Windows;Debian
Windows
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people)
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Documenting code;Committing and reviewing code;Creating or maintaining documentation
Testing code;Deployment and monitoring;Predictive analytics
Debugging or fixing code;Generating content or synthetic data
null
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Not really
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Data and analytics
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
I am concerned about the accuracy of the information provided by AI agents.
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
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
AI will never be able to completely replace human creativity. It will always, by definition, be artificial. So it is a tool that makes developers much more efficient, but I’ll still happily pay to keep the human developers on my team
115,720
10
30,982
30,983
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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 for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
6
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
30,983
30,984
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
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;Blogs or podcasts;Games or coding challenges;School (i.e...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges
7
Developer, full-stack
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
5
7
Pakistan
PKR Pakistani rupee
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;Perl;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C++;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;Perl;PHP;PowerShell;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);C++;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;Perl;PHP;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL;SQLite;Supabase
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL;SQLite;Supabase
NA NA
Yes
Chocolatey;Cloudflare;Composer;Firebase;Google Cloud;Gradle;Homebrew;Maven (build tool);npm;Pip;pnpm;Supabase;Vite;Webpack;Yarn
Chocolatey;Cloudflare;Composer;Firebase;Google Cloud;Gradle;Homebrew;Maven (build tool);Netlify;npm;Pip;pnpm;Supabase;Vercel;Vite;Webpack;Yarn
Chocolatey;Cloudflare;Composer;Firebase;Google Cloud;Gradle;Homebrew;Maven (build tool);npm;Pip;pnpm;Supabase;Vite;Webpack;Yarn
NA NA
Yes
Express;FastAPI;jQuery;Laravel;Node.js;Nuxt.js;Svelte;Vue.js;WordPress
Angular;AngularJS;Astro;Express;FastAPI;Fastify;jQuery;Laravel;Node.js;Nuxt.js;React;Svelte;Symfony;Vue.js;WordPress
Express;FastAPI;jQuery;Laravel;Node.js;Nuxt.js;Svelte;Vue.js;WordPress
NA NA
Yes
Android Studio;Bolt;Lovable.dev;Notepad++;Sublime Text;Visual Studio Code;Xcode
Android Studio;Bolt;Claude Code;Cursor;IntelliJ IDEA;Lovable.dev;Notepad++;Sublime Text;Trae;Visual Studio Code;Xcode
Android Studio;Bolt;Lovable.dev;Notepad++;Sublime Text;Visual Studio Code;Xcode
NA NA
Odoo;Large Language Model;Google Gemini
Tailwind CSS 4;hostinger;Odoo;Large Language Model;Google Gemini
Odoo;Large Language Model;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;iOS;Linux (non-WSL);Fedora;ChromeOS
Windows;MacOS;Ubuntu;Android;iOS;Linux (non-WSL);Fedora;ChromeOS
Asana;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Trello
Asana;GitHub;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Stack Overflow for Teams;Trello
Asana;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Trello
Bitbucket Bitbucket
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;Reka ...
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 3 and 5 years
A few times per month or weekly
Chat (people);Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Answer a question NA
Not sure
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Debugging or fixing code;Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;I haven’t encountered any problems
Yes.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Cybersecurity
Multi-platform search enablement;Language processing;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;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.
null
null
AI agents have helped me automate repetitive tasks.;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 se...
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server;supabase
n8n
Vertex AI;Ollama
null
Sentry
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Devin AI;Tabnine;v0.dev;Bolt.new;Lovable.dev
null
When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
10
30,984
30,985
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 learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,985
30,986
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
7
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,986
30,987
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
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 podc...
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);School (i.e., University, College, etc)
4
Student
null
null
null
null
School
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
108,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics
Deployment and monitoring
null
null
Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
yes
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,473
null
30,987
30,988
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, 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
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)
22
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Computer Systems Design and Services
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
8
4
United States of America
USD United States dollar
200,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Python
Assembly;Bash/Shell (all shells);C++;Python;Rust;Zig
Assembly;Bash/Shell (all shells);C++;Python
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Docker;Gradle;Homebrew;Make;Ninja;Pacman;Pip
APT;Cargo;Homebrew;Ninja;Pacman;Pip
APT;Cargo;Homebrew;Ninja;Pacman;Pip
Github Github
No
null
null
null
NA NA
Yes
Vim;Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
c++23;Large Language Model;Ollama
c++23;Large Language Model;Ollama
c++23;Large Language Model;Ollama
null
null
MacOS;Ubuntu;Arch
Windows;Ubuntu;Red Hat
Confluence;Doxygen;GitHub;Jira;Markdown File;Wikis
Doxygen;GitHub;Markdown File;Wikis
Doxygen;GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
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.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Learning new concepts or technologies
Project planning;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Testing code;Deployment and monitoring;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite
No. Current LLM are too unreliable for "vibe coding" in my domain of expertise, they produce incorrect code, misunderstand technical issue and provide unreliable and/or absurd solutions. My main usage is for code completion or short function coding from a comment (even then, it requires correction but it still saves t...
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Language processing
AI agents have reduced the time spent on specific development tasks.
null
AI agents have increased my productivity.
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 improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.
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 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
Ingenuity in algorithmic and optimizations, AI tends to produce "naive" inefficient code unless coaxed towards specific algorithms and is unreliable at coming up with innovative solutions. Safety and correctness evaluation, as AI tends to make crucial mistakes once non-trivial invariants need to be preserved across a ...
200,000
7
30,988
30,989
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
1
Italy
EUR European Euro
null
Yes
C#;Dart;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);C#;Dart;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;Dart;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;Django;jQuery;Node.js
Angular;ASP.NET;jQuery;Node.js
Angular;ASP.NET;jQuery;Node.js
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Azure Devops;Clickup;Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
No
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Bookmark posts to look at later NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
9
30,989
30,990
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
6
Yes, I am new to coding or currently a student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,990
30,991
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
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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)
5
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I 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
Poor usability NA
Healthcare
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
6
4
Ukraine
UAH Ukrainian hryvnia
70,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL
NA NA
Yes
Docker;Firebase;Microsoft Azure;npm;NuGet;Webpack
Docker;Firebase;Microsoft Azure;npm;NuGet;Webpack
Docker;Firebase;Microsoft Azure;npm;NuGet;Webpack
NA NA
Yes
ASP.NET Core;Blazor;jQuery;React
ASP.NET Core;React
ASP.NET Core;React
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Azure Devops;GitLab
Azure Devops
Azure Devops
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;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
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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Search for answers
Project planning;Deployment and monitoring
Learning about a codebase;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Testing code
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
Multi-platform search enablement;Language processing;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if no...
AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
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
Redis
null
null
null
Grafana + Prometheus
null
null
null
When I want to fully understand something;When I have ethical or security concerns about code
Soft skills, ability to use AI tools, general understanding of processes — business logic and the ability to translate client requirements into code, software design
1,678
8
30,991
30,992
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
11
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Inefficient or time-costly 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
10
2
Sweden
SEK Swedish krona
1,000,000
Yes
HTML/CSS;JavaScript;Python
C#
null
NA NA
Yes
PostgreSQL;Redis
null
null
NA NA
Yes
Bun;Datadog;Digital Ocean;Docker;Homebrew;Kubernetes;npm;Pip;Vercel;Vite;Webpack;Yarn
Microsoft Azure
null
NA NA
Yes
Astro;Express;Flask;Next.js;Node.js;React
null
null
NA NA
Yes
Cursor;Lovable.dev;Vim;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Large Language Model;Shadcn/ui
null
null
null
null
MacOS
null
Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Testing code;Committing and reviewing code
null
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
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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 InfoS...
null
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Lovable.dev
Cursor
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Software architecture, learning to use AI tools, creating your own AI workflows
104,822
10
30,992
30,993
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
Volunteering (regularly);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
36
Academic researcher
20 to 99 employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Ethical concerns NA
Higher Education
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Spain
EUR European Euro
80,000
Yes
Ada;Bash/Shell (all shells);C;C++;Python
Ada
Ada
NA NA
No
null
null
null
NA NA
Yes
APT;Cloudflare;Composer;Docker;Pip
APT;Docker
APT;Docker
Alire Alire
No
null
null
null
NA NA
Yes
Android Studio;Claude Code;Cline and/or Roo;Vim;Visual Studio Code
Cline and/or Roo;Vim;Visual Studio Code
Cline and/or Roo;Vim;Visual Studio Code
GNAT Studio NA
Large Language Model
Large Language Model
Large Language Model
null
null
Ubuntu;Android;Linux (non-WSL)
Ubuntu;Linux (non-WSL)
GitHub;Google Workspace
GitHub;Google Workspace
GitHub;Google Workspace
Overleaf Overleaf
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
matrix.org NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI Reasoning models
Anthropic: Claude Sonnet;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Debugging or fixing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
only for incremental narrow additions
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
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Critical thinking
92,812
null
30,993
30,994
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
null
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
30,994
30,995
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
7
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Prohibitive pricing NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
15
10
Turkey
TRY Turkish lira
960,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Python
Bash/Shell (all shells);C;C++;Java;Kotlin;Python;Rust;Swift
Bash/Shell (all shells);C;C++;Python
NA NA
No
null
null
null
NA NA
Yes
APT;Docker;Make;Ninja;Pacman;Pip
APT;Cargo;Docker;Make;Ninja;Pacman;Pip
APT;Docker;Make;Ninja;Pacman;Pip
NA NA
No
null
null
null
NA NA
Yes
Nano;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Visual Studio Code;Xcode
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch;iPadOS
Windows;Ubuntu;Linux (non-WSL)
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
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;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No. I use AI but not for the whole thing. AI is imo terrible at generating whole projects. I design something, get help from AI here and there and make the whole code mostly myself.
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.;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.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Being able to design projects and writing novel code instead of repetitive stuff. Repetitive and basic stuff are going to be replaced by AI.
24,238
7
30,995
30,996
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.)
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
13
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Customizable and manageable codebase NA
Security or privacy concerns NA
Banking/Financial Services
Working with new technologies and tools NA
Yes
I have neither consider or transitioned into a new career or industry
5
1
Denmark
DKK Danish krone
624,000
Yes
C#;HTML/CSS;JavaScript;SQL
TypeScript
null
NA NA
Yes
Microsoft SQL Server
Cosmos DB;Elasticsearch;Redis;SQLite
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
Node.js;Nuxt.js;React;Vue.js
null
NA NA
Yes
Notepad++;Visual Studio;Xcode
Visual Studio Code
null
NA NA
.NET 8 or higher;Google Gemini
Tailwind CSS 4
null
null
null
Windows;Android;ChromeOS
Windows;MacOS;Android;iOS;iPadOS;ChromeOS
GitHub;Trello
Azure Devops;GitHub;Jira
GitHub
NA NA
Stack Overflow;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Videos;Coding challenges;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
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No
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.;The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Understanding the business and users
97,045
5
30,996
30,997
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
5
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
null
null
Switzerland
CHF Swiss franc
14,000
Yes
Bash/Shell (all shells);C;HTML/CSS;Python
Bash/Shell (all shells);C;Python;Rust
Bash/Shell (all shells);C;Python
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;Debian
Windows;Debian
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
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 don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
null
17,359
null
30,997
30,998
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
8
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)
11
Developer, embedded applications or devices
20 to 99 employees
People manager
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
Costs are manageable NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
3
Viet Nam
VND Vietnamese dong
550,000,000
Yes
C;C#;C++;Python
F#
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Docker;MSBuild;npm;NuGet;Pip;Yarn
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Django;FastAPI;Flask;WordPress
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;MacOS;Linux (non-WSL)
null
GitHub;GitLab;Jira;Redmine;Stack Overflow for Teams;Trello;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models);X Grok models
null
null
Microsoft Copilot NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Search for answers
null
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code
Writing code;Testing code;Deployment and monitoring;Creating or maintaining documentation
Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;Data and analytics
Personalized agent creation
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I want to 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
Embedded system, Hardware debugging, Low level debugging, Device driver, System design
21,016
8
30,998
30,999
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
19
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
15
5
Ecuador
USD United States dollar
100,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Kotlin;TypeScript
Bash/Shell (all shells);Dart;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;TypeScript
NA NA
Yes
Cloud Firestore;Dynamodb;Elasticsearch;MongoDB;Neo4J;Amazon Redshift
Cloud Firestore;Dynamodb;Elasticsearch;MongoDB;Neo4J;Redis;Amazon Redshift
Cloud Firestore;Dynamodb;Elasticsearch;MongoDB;Neo4J;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;npm;Vite
Amazon Web Services (AWS);Ansible;Docker;Gradle;Kubernetes;Maven (build tool);npm;Supabase;Terraform;Vite
Amazon Web Services (AWS);Docker;Kubernetes;npm;Vite
NA NA
Yes
Node.js;React;Spring Boot
Angular;Deno;Express;FastAPI;Next.js;Node.js;React;Spring Boot
Node.js;React;Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Notepad++;PyCharm;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;Nano;Notepad++;PyCharm;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;Nano;Notepad++;PyCharm;Visual Studio Code;WebStorm
NA NA
Large Language Model;RAG;Google Gemini;Ollama;LangGraph
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama;LangGraph
Large Language Model;RAG;Google Gemini;Ollama;LangGraph
null
null
Windows;Android
Ubuntu;Android
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Logic games/puzzles;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Testing code;Predictive analytics;Search for answers
Project planning;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Documenting code;Deployment and monitoring
Writing code
Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Data and analytics;Cybersecurity
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs;Personalized agent creation
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 improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.
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.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
LangChain;LangGraph
null
Sentry;New Relic;Snyk
null
ChatGPT;Claude Code;GitHub Copilot;Devin AI
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Client communication, being a polyglot, systems design and scaling.
100,000
7
30,999
31,000
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Attending school (part-time)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
10
Developer, front-end
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Ethical concerns NA
Software Development
Recognition from peers for your work NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
8
China
CNY Chinese Yuan Renminbi
300,000
Yes
Go;HTML/CSS;JavaScript;PHP;Python;Ruby;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;Redis;SQLite
MariaDB;MongoDB;MySQL;Redis;SQLite
MariaDB;MongoDB;MySQL;Redis;SQLite
NA NA
Yes
Bun;Docker;Homebrew;Kubernetes;npm;Pip;pnpm;Vite;Webpack;Yarn
Docker;Homebrew;Kubernetes;npm;Pip;pnpm;Vite;Webpack;Yarn
Docker;Homebrew;Kubernetes;npm;Pip;pnpm;Vite;Webpack;Yarn
NA NA
Yes
Django;Express;Flask;jQuery;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Vue.js;WordPress
Django;Express;Flask;Node.js;React
Django;Express;Flask;Node.js;React
NA NA
Yes
Cursor;IntelliJ IDEA;PyCharm;Sublime Text;Vim;Visual Studio Code;WebStorm
Cursor;Sublime Text;Vim;Visual Studio Code
Cursor;Sublime Text;Vim;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
MacOS;Ubuntu
MacOS;Ubuntu
Airtable;GitHub;GitLab;Notion;Obsidian;Trello
Airtable;GitHub;GitLab;Notion;Trello
Airtable;GitHub;GitLab;Notion;Trello
Seatable Seatable
Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Coding challenges;Chat (bot/AI)
Answer a question NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Learning about a codebase;Documenting code;Generating content or synthetic data
Testing code;Search for answers;Learning new concepts or technologies
I’ve become less confident in my own problem-solving
I don't know how to answer this question.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Data and analytics
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
Redis
Codeium, Github Copilot, Cursor, Trea
Ollama;LangChain
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;AgentGPT
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
How to find a problem in software system
41,786
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