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30,800
30,801
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
27
AI/ML engineer
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
null
Software Development
Opportunities to mentor and lead junior-level coworkers NA
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
30,801
30,802
I am learning to code
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,802
30,803
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Easy-to-use API Good documentation
Poor usability 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
5
null
Brazil
BRL Brazilian real
null
Yes
HTML/CSS;JavaScript;PHP;SQL
C#;HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel;WordPress
ASP.NET;ASP.NET Core;jQuery;Laravel;WordPress
jQuery;Laravel;WordPress
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Ubuntu
Ubuntu
GitHub
GitHub
GitHub
BitBucket BitBucket
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube
laracasts.com laracasts.com
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Videos
Bookmark posts to look at later NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Writing code;Debugging or fixing code
Deployment and monitoring;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
null
null
10
30,803
30,804
I am a developer by profession
35-44 years old
Other (please specify):
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp;Games or coding challenges
No, I didn't spend time learning in the past year
null
7
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
null
null
Software Development
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
null
Windows
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 1 and 3 years
Less than once per month or monthly
null
null
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;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
I don't believe in vibe coding.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
I don't think AI can replace human intelligence, so all the skill will remain valuable.
null
10
30,804
30,805
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
15
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
30,805
30,806
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
15
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
30,806
30,807
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.);Transitioning to retirement (gradually reducing work hours)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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)
18
Architect, software or solutions
null
null
null
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
30,807
30,808
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Not 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 for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
9
Developer, front-end
null
null
null
null
Personal Project
Other (please specify): High demand in the job market
Other (please specify): Too niche with too little demand in the job market, and hard to use with a too steep learning curve
null
Other (please specify): Career growth regardless of job stability
No
I have strongly considered changing my career and/or the industry I work in
4
4
Spain
EUR European Euro
40,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Assembly;Bash/Shell (all shells);C;C#;Go
Bash/Shell (all shells)
NA NA
Yes
null
null
null
NA NA
Yes
npm
Docker;Kubernetes;Vercel;Webpack
null
NA NA
Yes
Next.js;React
Next.js;React
Next.js;React
NA NA
Yes
Bolt;Cursor;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Windows;Windows Subsystem for Linux (WSL)
GitHub;Markdown File;Obsidian
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Videos;Direct messaging of users;Job board
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Very well at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning new concepts or technologies
Search for answers;Generating content or synthetic data
Writing code;Testing code
I don’t use AI tools regularly;Other (write in):
Yes. It's like using a jackhammer instead of a pickaxe.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
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
ChatGPT;GitHub Copilot;Tabnine;Bolt.new
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Cybersecurity, talking to clients to properly understand their problems and think of a solution that fits them best, fixing bugs and problems created by AI, and implementing optimizations and considering corner cases that most people wouldn't even think about.
46,406
2
30,808
30,809
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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);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
Technical documentation (is generated for/by the tool or system)
9
Student
null
null
null
null
School
Robust and complete API NA
Inefficient or time-costly NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;GDScript;Go;HTML/CSS;Java;JavaScript;Lua;Python;SQL;TypeScript;Zig
Go;Kotlin;Rust;TypeScript;Zig
Go;TypeScript;Zig
NA NA
Yes
MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Vue.js
Vue.js
Vue.js
Crow NA
No
null
null
null
NA NA
Large Language Model
.NET 8 or higher
null
null
null
Android;Linux (non-WSL);Fedora
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Doxygen;GitHub;Lucid (includes Lucidchart);Markdown File;Microsoft Planner
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;YouTube;LinkedIn
GitHub (public projects, not private repos)
null
NA NA
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
Browse content related to Q&A posts I recently viewed NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unsure
Somewhat distrust
Very poor at handling complex tasks
Writing code;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Project planning;Search for answers;Generating content or synthetic data
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;Other (write in):
I find that AI, while it certainly has a place in software development, is severely limited. I usually only use it as a 'quick reference' or a learning tool, rather then directly involving it in any codebases. When I do have it write code, I highly scrutinize it, often revealing flaws in its solution.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Most of them. We didn't re-invent the wheel, they're literally just content generators.
null
null
30,809
30,810
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
25
Developer, front-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,810
30,811
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
12
Developer, back-end
1,000 to 4,999 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
30,811
30,812
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
8
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,812
30,813
I used to be a developer by profession, but no longer am
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
45
Retired
null
null
null
null
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
null
null
null
null
null
null
Australia
AUD Australian dollar
null
Yes
Ada
Ada
Ada
NA NA
No
null
null
null
NA NA
Yes
Pacman
Pacman
Pacman
NA NA
No
null
null
null
NA NA
Yes
null
null
null
gnatstudio gnatstudio
null
null
null
null
null
Arch
null
GitHub
null
null
codeberg codeberg
YouTube
YouTube
YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unsure
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,813
30,814
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
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)
No, I didn't spend time learning in the past year
null
14
Developer, front-end
Just me - I am a freelancer, sole proprietor, etc.
People manager
Remote
No
Work
Robust and complete API NA
Inefficient or time-costly NA
Software Development
Opportunities to mentor and lead junior-level coworkers NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
null
JavaScript;TypeScript
JavaScript;TypeScript
JavaScript;TypeScript
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
Angular
Angular
Angular
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub;GitLab;Jira
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
null
null
Yes, definitely
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
30,814
30,815
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
3
Student
null
null
null
null
School
Reputation for quality NA
Poor usability NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
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
30,815
30,816
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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
Support engineer or analyst
500 to 999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
null
null
Manufacturing
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Malaysia
MYR Malaysian ringgit
75,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Unsure
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
Project planning;Learning new concepts or technologies
Documenting code;Testing code;Search for answers
Learning about a codebase;Creating or maintaining documentation
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
17,672
null
30,816
30,817
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)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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)
12
Developer, front-end
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Energy
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
10
Ukraine
UAH Ukrainian hryvnia
3,000,000
Yes
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;TypeScript
JavaScript;TypeScript
JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;Heroku;Kubernetes;npm;Vite;Webpack;Yarn
Docker;Kubernetes;npm;pnpm;Vite;Yarn
Docker;Kubernetes;npm;Vite;Yarn
NA NA
Yes
Angular;Express;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Vue.js
Node.js;React
Node.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Sublime Text;Visual Studio;Visual Studio Code;WebStorm
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows;MacOS
GitHub;GitLab;Trello
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);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, somewhat
About half of the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Testing code;Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Documenting code;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering;Decision intelligence
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
Google Gemini
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
Human readable code is gonna be valuable. Support, maintain and scale is much more complicated then write
71,899
8
30,817
30,818
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
null
Student
null
null
null
null
Work
null
null
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
C;Java;JavaScript;Python;SQL
null
null
NA NA
Yes
MySQL
null
null
NA NA
null
Cloudflare
null
null
NA NA
Yes
jQuery;Node.js;Spring Boot;Vue.js
null
null
NA NA
Yes
IntelliJ IDEA
null
null
NA NA
null
null
null
null
null
MacOS
null
Obsidian;Redmine
null
null
NA NA
Stack Overflow;Discord;X;YouTube
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Infrequently, less than once per year
Less than one year
I have never participated in Q&A on Stack Overflow
Message Boards
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
Writing code
null
null
Learning about a codebase;Project planning;Documenting 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
Debugging or fixing code;Testing code
null
null
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Customer service support;Cybersecurity
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
ChatGPT
null
null
null
null
null
30,818
30,819
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,819
30,820
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,820
30,821
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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)
8
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
5
4
India
INR Indian rupee
2,650,000
Yes
Bash/Shell (all shells);Go;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Go;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Go;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;Clickhouse
MongoDB;MySQL;PostgreSQL;Redis;Clickhouse
MongoDB;MySQL;PostgreSQL;Redis;Clickhouse
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;npm;Pip;Prometheus
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;npm;Pip;Prometheus
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;npm;Pip;Prometheus
NA NA
Yes
Django;Flask;React
React
React
Gin NA
Yes
Vim;Visual Studio Code;Zed
null
null
NA NA
null
null
null
null
null
Ubuntu;Android
MacOS;Ubuntu
Confluence;GitHub;Google Workspace;Jira;Notion
Confluence;GitHub;Google Workspace;Jira;Notion
Confluence;GitHub;Google Workspace;Jira;Notion
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
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
null
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Testing code
Learning about a codebase
null
AI solutions that are almost right, but not quite
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.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
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;When I need quick help troubleshooting
Desiging solutions for complex problems
30,804
8
30,821
30,822
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
8
Developer, full-stack
10,000 or more 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
Prohibitive pricing NA
Software Development
Recognition from leadership for your work NA
Yes
I have strongly considered changing my career and/or the industry I work in
10
4
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Go;Lua;Rust;Scala
null
NA NA
Yes
BigQuery;Cosmos DB;Microsoft SQL Server;MongoDB
Cassandra;Neo4J;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Firebase;Gradle;Heroku;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pacman;Pip;Splunk;Webpack;Yarn
Bun;Datadog
null
NA NA
Yes
Express;Node.js;React;Spring Boot;WordPress
Deno;NestJS;Next.js;Nuxt.js;Ruby on Rails;Svelte;Vue.js
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;PyCharm;Visual Studio Code;WebStorm
null
null
NA NA
Google Gemini
Large Language Model;RAG;Ollama
null
null
null
Windows;Android
MacOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Trello
Notion
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
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 1 and 3 years
Infrequently, less than once per year
Chat (people);Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Use discussion or chat feature NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Committing and reviewing code
null
Learning about a codebase;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Documenting code;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Somewhat
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
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 platfo...
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Innovation, reuse, deciding which feature is needed and which can come later or is unnecessary
null
3
30,822
30,823
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
40
Database administrator or engineer
100 to 499 employees
People manager
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
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have strongly considered changing my career and/or the industry I work in
10
5
Finland
EUR European Euro
160,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lisp;Lua;Perl;Python;Rust;SQL
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lisp;Perl;Python;Rust
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lisp;Perl;Python;Rust
Berry NA
Yes
MariaDB
MariaDB
MariaDB
NA NA
Yes
Docker;Make;Ninja;Podman
Docker;Make;Ninja;Podman;Terraform
Docker;Make;Ninja;Podman
cmake, debhelper cmake, debhelper
Yes
null
null
null
Jekyll Jekyll
No
null
null
null
NA NA
null
null
null
null
null
Debian
Debian
Confluence;Doxygen;GitHub;Google Workspace;Jira;Markdown File
Doxygen;GitHub;GitLab;Markdown File
Doxygen;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Answer a question NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Writing code;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
One needs to understand what the code is supposed to do and how it is doing that. Using AI like "magic" may be good for mocking up ideas, but such practices have no place in a maintainable code base or product.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
understanding the history behind design choices, making good design decisions, and debugging at the appropriate level
185,623
7
30,823
30,824
I used to be a developer by profession, but no longer am
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);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;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, full-stack
null
null
null
null
Personal Project
Good brand and public image NA
Availability of better alternatives NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
4
4
Bangladesh
BDT Bangladeshi taka
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Debugging or fixing code
null
Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,824
30,825
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.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
20
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Prohibitive pricing 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
30,825
30,826
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Blogs or podcasts;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
2
Developer, full-stack
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features 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
30,826
30,827
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);AI CodeGen tools or AI-enabled apps
No, I didn't spend time learning in the past year
null
13
Developer, mobile
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
3
India
INR Indian rupee
500,000
Yes
Swift
Dart;Swift
Swift
NA NA
Yes
MySQL;SQLite
Cloud Firestore;MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Firebase
Amazon Web Services (AWS)
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Visual Studio;Visual Studio Code;Xcode
Android Studio;Cursor;Visual Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio;Visual Studio Code;Xcode
NA NA
SwiftData
SwiftData
SwiftData
null
null
MacOS;iOS
MacOS;iOS
Asana;GitHub;GitLab;Jira
Asana;GitHub;GitLab;Jira
Asana;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Daily or almost daily
Coding challenges
Use discussion or chat feature NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
Writing code;Documenting code;Debugging or fixing code;Search for answers;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
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
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
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
ChatGPT
null
I don’t think I’ll need help from people anymore
nothings
5,812
8
30,827
30,828
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
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
1
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
30,828
30,829
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
5
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Viet Nam
VND Vietnamese dong
null
Yes
C++;Python
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;Rust;Zig
C++;Python
NA NA
No
null
null
null
NA NA
Yes
Ninja;Pip
Docker;Ninja;Pip
Ninja;Pip
NA NA
Yes
null
null
null
NA NA
Yes
Vim
Neovim;Vim
Vim
NA NA
null
null
null
null
null
Linux (non-WSL)
Windows;Linux (non-WSL)
Wikis
Wikis
Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
Multiple times per day
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Critical thinking skill; analytical skills; soft skills; planning for the long term skills; understanding of circumstances and audience demographics skills
null
null
30,829
30,830
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
12
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Inefficient or time-costly NA
Internet, Telecomm or Information 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
3
2
New Zealand
NZD New Zealand dollar
52,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
Bash/Shell (all shells);C++;Go;HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL;Redis
MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Bun;Docker;Pacman;Pip;Vite;Yarn
Amazon Web Services (AWS);Bun;Docker;Pacman;Pip;Vite
Amazon Web Services (AWS);Bun;Docker;Pacman;Pip;Vite
NA NA
Yes
Ruby on Rails;WordPress
Ruby on Rails
Ruby on Rails
NA NA
Yes
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Arch
Arch
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Is this a joke? No I don't vibe code for my professional work. I am responsible for the quality of the software I produce.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
General problem solving and creativity. The ability to come up with comprehensive solutions that meet my client's needs.
31,322
7
30,830
30,831
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
21
Architect, software or solutions
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Working with new technologies and tools NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Sri Lanka
LKR Sri Lankan rupee
null
Yes
Dart;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;MySQL;PostgreSQL;Clickhouse
MongoDB;MySQL;PostgreSQL;Clickhouse
MongoDB;MySQL;PostgreSQL;Clickhouse
NA NA
Yes
Docker;Kubernetes;Maven (build tool);npm;Prometheus
Docker;Kubernetes;Maven (build tool);npm;Prometheus
Docker;Kubernetes;Maven (build tool);npm;Prometheus
NA NA
Yes
Django;NestJS;React;Spring Boot
Django;NestJS;React;Spring Boot
Django;NestJS;React;Spring Boot
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code;Windsurf
Cursor;IntelliJ IDEA;Visual Studio Code;Windsurf
Cursor;IntelliJ IDEA;Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Pydantic;RAG;Google Gemini;Shadcn/ui;LangGraph
Tailwind CSS 4;RAG;Google Gemini;Shadcn/ui
null
null
Ubuntu;Android
Ubuntu;Android
GitLab;Notion
GitLab;Notion
GitLab;Notion
NA NA
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers
null
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code
Generating content or synthetic data
Debugging AI-generated code is more time-consuming
Yes, I think it will be the future of coding
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Agency
null
7
30,831
30,832
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.)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types);Coding Bootcamp
15
Project manager
500 to 999 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
Personal Project
Easy-to-use API NA
Ethical concerns NA
Other:
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
Dart;Java;JavaScript;PHP;Python;SQL;TypeScript
C;Dart;Java;JavaScript;SQL;TypeScript
Dart;Java;JavaScript;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;H2;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cloud Firestore;Firebase Realtime Database;H2;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cloud Firestore;Firebase Realtime Database;H2;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;npm;pnpm;Supabase;Webpack
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Homebrew;npm;pnpm;Supabase;Webpack
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Homebrew;npm;pnpm;Supabase;Webpack
NA NA
Yes
Angular;Deno;Express;jQuery;NestJS;Next.js;Node.js;React;Spring Boot;Vue.js
Angular;ASP.NET;ASP.NET Core;Deno;Django;Express;Node.js;React;Spring Boot
Angular;Deno;Express;Node.js;React;Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code;Windsurf
Android Studio;IntelliJ IDEA;Visual Studio Code;Windsurf
Android Studio;IntelliJ IDEA;Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;Odoo
Tailwind CSS 4;Odoo
Tailwind CSS 4;Odoo
null
null
MacOS;Android
Windows
Confluence;GitHub;GitLab;Miro;Trello
Confluence;GitHub;Miro;Trello
Confluence;GitHub;Miro;Trello
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
null
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Vector databases for AI applications;MCP servers
null
null
null
null
null
null
null
null
null
null
GitHub MCP Server;supabase
null
LangChain;LangGraph
null
Snyk;LangSmith
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
null
null
10
30,832
30,833
I am a developer by profession
Prefer not to say
Primary/elementary school
I prefer not to say
null
null
null
null
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
30,833
30,834
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
26
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
27
Developer, front-end
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): documentation, support replies
Prohibitive pricing NA
Software Development
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
50
null
Australia
AUD Australian dollar
150,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Vue.js
Vue.js
Vue.js
NA NA
Yes
Cursor
Cursor
Cursor
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Android
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
loop NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Committing and reviewing code;Learning new concepts or technologies
Deployment and monitoring
Predictive analytics
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Other (write in):
ai does most of the code now, but needs oversight, although claude 3.7-4 more often zero shot all problems or desired improvements, documentation, unit tests etc.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
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
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
Other (please specify):;I don’t think I’ll need help from people anymore
snr devs, quality code review skills, communication, understanding of core concepts to oversee the ai and steer
97,514
8
30,834
30,835
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
29
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
29
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Lack of or sub-par API NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
20
30
Canada
CAD Canadian dollar
160,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Kotlin;Perl;Python;SQL;Swift
null
null
NA NA
Yes
PostgreSQL;Redis;SQLite
Valkey
null
NA NA
Yes
Ansible;Chocolatey;Docker;Homebrew;Make;MSBuild;Ninja;NuGet;Pacman;Pip
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Vim;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
c++23
null
null
null
null
Android;Arch
Windows;MacOS;Ubuntu;Red Hat
Confluence;Doxygen;GitHub;GitLab;Stack Overflow for Teams
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Chat (people)
Browse content related to Q&A posts I recently viewed NA
No, not really
About half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Documenting code
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Writing code
Testing code;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Debugging code and real life experience
116,733
3
30,835
30,836
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, 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);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exch...
1
Developer, full-stack
I don’t know
Individual contributor
Remote
No
Work
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
Software Development
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
6
Viet Nam
VND Vietnamese dong
null
Yes
Go;HTML/CSS;JavaScript;Lua;Rust;SQL;TypeScript
Go;HTML/CSS;JavaScript;Lua;Rust;SQL;TypeScript
Go;HTML/CSS;JavaScript;Lua;Rust;SQL;TypeScript
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;NestJS;Next.js;Node.js;React;Vue.js
Express;NestJS;Next.js;Node.js;React;Vue.js
Express;NestJS;Next.js;Node.js;React;Vue.js
NA NA
Yes
Claude Code;Cursor;Visual Studio Code;Windsurf
Claude Code;Cursor;Visual Studio Code;Windsurf
Claude Code;Cursor;Visual Studio Code;Windsurf
NA NA
null
null
null
null
null
MacOS;Ubuntu
MacOS;Ubuntu
GitHub;GitLab;Jira;Notion
GitHub;GitLab;Jira;Notion
GitHub;GitLab;Jira;Notion
NA NA
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Substack
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI);Other (write in):
Ask a question NA
Not sure
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
30,836
30,837
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
9
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 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)
14
Developer, full-stack
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Working with new technologies and tools NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Ukraine
EUR European Euro
6,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL
MongoDB;MySQL;PostgreSQL
MongoDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;npm;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;npm;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;npm;Webpack;Yarn
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Visual Studio Code;WebStorm
WebStorm
WebStorm
NA NA
Tailwind CSS 4
Google Gemini
null
null
null
MacOS;iOS
MacOS
Confluence;GitHub;GitLab;Jira;Miro;Notion
Confluence;GitHub;GitLab;Jira;Miro;Notion
Confluence;GitHub;GitLab;Jira;Miro;Notion
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once every 2 - 3 months
Long-form articles
Upvote/Downvote Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Neither good or bad at handling complex tasks
Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Project planning;Writing code;Debugging or fixing code;Deployment and monitoring
Learning about a codebase;Documenting code;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics;Customer service support
null
AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more 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
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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
6,961
9
30,837
30,838
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
null
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)
30
Developer, embedded applications or devices
null
null
null
No
Work
Connected to an open-source project NA
null
Software Development
Recognition from peers for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Sweden
SEK Swedish krona
600,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Groovy;Python;Rust
Assembly;Bash/Shell (all shells);C;C++;Rust
Assembly;Bash/Shell (all shells);C;C++;Rust
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Make;Ninja;Pip
Amazon Web Services (AWS);APT;Cargo;Ninja
Amazon Web Services (AWS);APT;Cargo;Ninja
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Debian;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);X
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
GitHub Copilot GitHub Copilot
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
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 improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I 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
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Someone has to control and debug the AI agents
62,893
10
30,838
30,839
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools 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, full-stack
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Lack of or sub-par API NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
C++;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL
Cassandra;Dynamodb;MariaDB;MongoDB;MySQL;PostgreSQL;Redis
MariaDB;MongoDB;MySQL
NA NA
Yes
Docker;Firebase;npm;Pip;Vite;Webpack
Digital Ocean;Docker;Firebase;npm;Pip;Vercel;Vite
Docker;Firebase;npm;Pip;Vite
NA NA
Yes
Angular;AngularJS;Express;jQuery;Laravel;Next.js;Node.js;React;Vue.js
Angular;AngularJS;Django;Express;jQuery;Laravel;NestJS;Node.js;React
Angular;AngularJS;Express;jQuery;Laravel;Node.js;React
NA NA
Yes
PhpStorm;PyCharm;Visual Studio Code
Claude Code;PhpStorm;PyCharm;Visual Studio Code
PhpStorm;PyCharm;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Linux (non-WSL);ChromeOS
GitHub;GitLab;Trello
GitHub;GitLab;Trello
GitHub;GitLab;Trello
NA NA
Stack Overflow;Stack Exchange;Medium
Stack Overflow;Stack Exchange;Dev.to;Medium
Stack Overflow;Stack Exchange;Medium
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Testing code
Project planning;Search for answers
It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Tabnine;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
skills of understanding the code and how the execution works. DSA skills still must to have
null
10
30,839
30,840
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Stack Overflow or Stack Exchange
20
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Poor usability NA
Software Development
Working with new technologies and tools NA
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Norway
NOK Norwegian krone
1,200,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;Lua;Python;Rust;Scala;SQL;TypeScript
Rust;Scala
Rust;Scala
NA NA
Yes
Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Bun;Cargo;Docker;Homebrew;Kubernetes;Maven (build tool);npm;Pacman;Pip;Podman;Poetry;Prometheus;Terraform;Vercel;Vite;Yarn
Cargo;Docker;Homebrew;Kubernetes
Cargo;Docker;Homebrew;Kubernetes
NA NA
Yes
Deno;Express;Next.js;Node.js;React;Spring Boot;Axum
null
null
tapir tapir
Yes
Cursor;IntelliJ IDEA;Neovim;Vim
Neovim;Vim
Neovim;Vim
NA NA
Tailwind CSS 4;uv
null
null
null
null
MacOS;Arch
MacOS;Arch
GitHub;Monday.com;Obsidian;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very unfavorable
Highly distrust
Bad at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
As of now vibe coding only works for very simple problems with low complexity, which makes it "unusable" in my work.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
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 improved collaboration within my team.
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
Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;Tabnine;Cody
Junie
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
118,593
7
30,840
30,841
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
30
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Transportation, or Supply Chain
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
5
5
Ukraine
USD United States dollar
100,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
null
null
NA NA
Yes
H2;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Datadog;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);npm;Pip;Poetry;Prometheus;Terraform;Yarn
null
null
NA NA
Yes
React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;WebStorm
null
null
NA NA
Large Language Model;Amazon Bedrock;Pydantic;RAG;Google Gemini;LangGraph
null
null
null
null
Windows;MacOS;Android
MacOS
Confluence;GitHub;GitLab;Miro
null
null
NA NA
Stack Overflow;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (V- General purpose models);openAI Reasoning models;X Grok models
openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
null
Deployment and monitoring
Learning about a codebase;Project planning;Learning new concepts or technologies
Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
Yes for sure
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Data and analytics
Personalized agent creation
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
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.
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.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis;pgvector;LangMem
null
LangChain;Amazon Bedrock Agents;LangGraph
null
Grafana + Prometheus;LangSmith
null
ChatGPT;GitHub Copilot;Cody
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
Search, refine, create
100,000
6
30,841
30,842
I am learning to code
25-34 years old
Some college/university study without earning a degree
Not employed
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);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)
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);Other (please specify):
2
Student
null
null
null
null
Work
Reputation for quality NA
Security or privacy concerns NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
Australia
AUD Australian dollar
18,000
Yes
Bash/Shell (all shells);C#;C++;Go;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C++;Elixir;Go;JavaScript;Rust;SQL;TypeScript
Bash/Shell (all shells);C++;Go;JavaScript;SQL;TypeScript
NA NA
null
Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;SQLite;Supabase
null
null
NA NA
null
Amazon Web Services (AWS);APT;Bun;Cargo;Firebase;Google Cloud;Homebrew;Make;npm;Pacman;Pip;pnpm;Supabase;Webpack;Yarn
Homebrew;npm;Pacman;pnpm;Webpack
Homebrew;npm;Pacman;pnpm;Webpack
NA NA
null
Express;jQuery;Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor;Neovim;Notepad++;Rider;Vim;Visual Studio Code;Xcode
Neovim;Notepad++
Neovim;Notepad++
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;MacOS;iOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Notion;Trello
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Testing code;Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
supabase
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
11,702
null
30,842
30,843
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
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
7
Developer, front-end
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
15
12
France
EUR European Euro
44,000
Yes
HTML/CSS;Java;JavaScript;PHP;TypeScript
HTML/CSS;Java;JavaScript;PHP;TypeScript
HTML/CSS;Java;JavaScript;PHP;TypeScript
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
Yes
Docker;npm;Vite;Yarn
Docker;npm;Vite;Yarn
Docker;npm;Vite;Yarn
NA NA
Yes
Nuxt.js;Vue.js
Nuxt.js;Vue.js
Nuxt.js;Vue.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Ollama
Tailwind CSS 4;Ollama
Tailwind CSS 4;Ollama
null
null
Windows;MacOS
MacOS
GitHub
GitHub
GitHub
NA NA
GitHub (public projects, not private repos);Bluesky;YouTube
GitHub (public projects, not private repos);Bluesky;YouTube
GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
complex enterprise and legacy code knowledge
51,046
10
30,843
30,844
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week);Engaged in paid work (less than 10 hours per week)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Books / Physical media
12
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Good brand and public image NA
Prohibitive pricing NA
Software Development
Control over the level of quality in projects NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
6,000,000
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Search for answers
null
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Customer service support;Cybersecurity
null
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 collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
Fireproof;LanceDB;Letta;GitHub MCP Server;LangMem;mem0
null
AutoGen (Microsoft);Llama Index;Amazon Bedrock Agents;Haystack
null
Honeycomb;Grafana + Prometheus;Langfuse;helicone
null
ChatGPT;Auto-GPT;Bolt.new;Blackbox AI
null
When I don’t trust AI’s answers;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
69,744
8
30,844
30,845
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
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);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
20
Developer, mobile
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Healthcare
Competitive pay and benefits NA
Yes
I have transitioned into a new career and/or industry voluntarily
5
2
Netherlands
EUR European Euro
95,000
Yes
Bash/Shell (all shells);C;F#;Kotlin;PowerShell;Python;Swift
Kotlin;Swift
Kotlin;Swift
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Kotlin Multiplatform Web Assembly NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++
Android Studio;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++
Android Studio;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++
NA NA
null
null
null
null
null
null
MacOS
GitLab
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Project planning;Predictive analytics;Search for answers
null
Generating content or synthetic data
Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes, especially for new platforms
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
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.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;Write in the most significant benefit if not listed above.
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
Ollama
null
Snyk
null
ChatGPT;Claude Code;Google Gemini
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
110,214
6
30,845
30,846
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
22
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
27
Architect, software or solutions
5,000 to 9,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): Free and open source
Prohibitive pricing NA
Transportation, or Supply Chain
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
15
15
Kazakhstan
KZT Kazakhstani tenge
26,400,000
Yes
Bash/Shell (all shells);C#;PowerShell;SQL
C#;PowerShell;SQL
C#;PowerShell;SQL
NA NA
Yes
Elasticsearch;Microsoft SQL Server;Oracle;PostgreSQL
Elasticsearch;Microsoft SQL Server;PostgreSQL
Elasticsearch;Microsoft SQL Server;PostgreSQL
NA NA
Yes
Chocolatey;Docker;Kubernetes;npm;NuGet;Pacman;Yarn
Chocolatey;Docker;Kubernetes;npm;NuGet;Pacman;Yarn
Chocolatey;Docker;Kubernetes;npm;NuGet;Pacman;Yarn
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET Core
ASP.NET Core
Simplify.Web Simplify.Web
Yes
Visual Studio;VSCodium
VSCodium
VSCodium
NA NA
.NET 8 or higher;Google Gemini
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Confluence;GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Jira;Markdown File;YouTrack
GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per week
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Committing and reviewing code
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
Documenting code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
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
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Planning architecture
50,971
7
30,846
30,847
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
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
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);Colleague or on-the-job training
6
Developer, back-end
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Ethical concerns NA
Fintech
Innovation through solving challenging and complex problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
5
5
India
INR Indian rupee
350,000
Yes
Bash/Shell (all shells);C;C++;Go;Groovy;HTML/CSS;Java;JavaScript;MicroPython;PowerShell;Python;R;SQL;Visual Basic (.Net)
Bash/Shell (all shells);Go;Groovy;Java;PowerShell;Python
Bash/Shell (all shells);Go;Groovy;Java;PowerShell;Python
NA NA
Yes
Elasticsearch;MongoDB;MySQL;PostgreSQL;SQLite
Elasticsearch;MongoDB;Neo4J;Snowflake;Amazon Redshift
Elasticsearch;MongoDB
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Kubernetes;Make;Microsoft Azure;Netlify;Pip;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Docker;Google Cloud;Kubernetes;Make;Microsoft Azure;Pip;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;Docker;Kubernetes;Make;Microsoft Azure;Pip;Prometheus;Terraform
NA NA
Yes
AngularJS;Django;Express;Next.js;Node.js;React
Django;FastAPI;Flask;Next.js
Django;Next.js
NA NA
Yes
Claude Code;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code
NA NA
Google Gemini
Amazon Bedrock;Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);ChromeOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;Red Hat;Fedora;ChromeOS
Azure Devops;Coda;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Notion;Stack Overflow for Teams
Azure Devops;Coda;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Notion;Stack Overflow for Teams
Azure Devops;Coda;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Notion;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
Yes
Amazon Titan models;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok m...
Amazon Titan models;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Chat (bot/AI)
Comment on Q&A posts 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
Learning about a codebase;Writing code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging or fixing code;Committing and reviewing code
Project planning;Documenting code;Generating content or synthetic data
Search for answers
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Robotics
Multi-platform search enablement;Language processing
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
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
Neo4j;Qdrant;GitHub MCP Server;ChromaDB;Milvus
null
LangChain
null
Grafana + Prometheus;Wiz;helicone
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Replit;Perplexity;Blackbox AI
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
3
4,068
9
30,847
30,848
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, full-stack
1,000 to 4,999 employees
People manager
Remote
No
Work
null
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,848
30,849
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Developer, mobile
100 to 499 employees
People manager
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
5
Pakistan
PKR Pakistani rupee
4,800,000
Yes
Swift
GDScript;Python
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Lovable.dev;Xcode
Claude Code
null
NA NA
SwiftData
Large Language Model;SwiftData
SwiftData
null
null
Windows;MacOS
MacOS;iOS
Asana;GitHub;GitLab
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Discord;Hacker News;Slack (public channels, not work)
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
It is one of the parts of my professional development work.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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;When I need help fixing complex or unfamiliar code
AI tools are just that, 'tools', and for most good and hard-working developers their skills will evolve rather than become obsolete.
16,856
6
30,849
30,850
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
45
Other (please specify):
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Availability of better alternatives NA
Government
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis
Elasticsearch;MariaDB;PostgreSQL
Elasticsearch;MariaDB;PostgreSQL
NA NA
Yes
Ansible;APT;Docker;Google Cloud;Kubernetes;Make;Pip;Prometheus
Ansible;Kubernetes;Pip;Prometheus
Ansible;Kubernetes;Pip;Prometheus
NA NA
Yes
FastAPI
FastAPI
FastAPI
Flask Flask
Yes
Claude Code;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Pydantic;Ollama
Pydantic
Pydantic
null
null
Debian;Arch
Windows;Red Hat
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Project planning;Learning new concepts or technologies
Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
for heaven's sake, no
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
Multi-platform search enablement;Integration with external agents and APIs
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
Redis;pgvector
null
Llama Index;Ollama;Haystack
null
Sentry;Grafana + Prometheus
null
Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;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
Software architecture, problem understanding and solving, best practices
null
6
30,850
30,851
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
6
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
8
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API Well documented
Lack of or sub-par API NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
10
6
Australia
AUD Australian dollar
94,000
Yes
Bash/Shell (all shells);C#;GDScript;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;SQL
Bash/Shell (all shells);C#;GDScript;HTML/CSS;JavaScript;SQL
Bash/Shell (all shells);C#;GDScript;HTML/CSS;JavaScript;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Neo4J;PostgreSQL;SQLite
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);npm;NuGet;Pip
npm
npm
NA NA
Yes
ASP.NET;ASP.NET Core;Node.js;React
ASP.NET Core;React
ASP.NET Core;React
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code;Xcode
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;MacOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Other (write in): I just want to read the answers to a question related to the problem I'm having
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Debugging or fixing code;Search for answers;Generating content or synthetic data;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;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No, it's really not part of my process and, in my opinion, it's an idiotic approach to writing software.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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 platfor...
null
null
null
null
null
null
null
null
null
null
Other (please specify):
The ability to engage with non-technical people involved in the development process (i.e. clients or non-technical management).
61,109
8
30,851
30,852
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
14
Developer, back-end
500 to 999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
null
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
30,852
30,853
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
15
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
null
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Japan
JPY Japanese yen
null
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
null
GitHub;Markdown File;Notion
null
null
NA NA
Stack Overflow;Medium
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
null
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
30,853
30,854
I am learning to code
18-24 years old
Other (please specify):
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am new to coding or currently a student
Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
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
30,854
30,855
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
null
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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
Colleague or on-the-job training;Blogs or podcasts
15
Developer, embedded applications or devices
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reputation for quality NA
null
Software Development
Developing specialized expertise NA
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Czech Republic
CZK Czech koruna
160,000
Yes
Ada;Bash/Shell (all shells);C;C++;Python
Go
null
NA NA
Yes
InfluxDB;MongoDB;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;Microsoft Azure;Pip;Podman
Kubernetes
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code;Windsurf
null
null
NA NA
Large Language Model;uv
null
null
null
null
Linux (non-WSL);Arch;Fedora
Linux (non-WSL)
Confluence;GitHub;GitLab;Jira
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
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)
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning
Learning about a codebase;Documenting code;Testing code
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, no, no
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Marketing
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.
null
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
7,489
7
30,855
30,856
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)
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
8
Developer, back-end
Less than 20 employees
Individual contributor
In-person
No
Work
Costs are manageable NA
Lack of or sub-par API NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
null
null
Bulgaria
BGN Bulgarian lev
null
Yes
HTML/CSS;JavaScript;PHP
HTML/CSS;JavaScript;PHP;TypeScript
HTML/CSS;JavaScript;PHP
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
Yes
Cloudflare
Cloudflare
Cloudflare
NA NA
Yes
jQuery
jQuery;Laravel
jQuery
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;iOS
Ubuntu;Android;iOS
GitHub
null
null
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, but I plan to soon
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
30,856
30,857
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)
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);School (i.e., University, College, etc)
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)
4
Developer, full-stack
10,000 or more 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
30,857
30,858
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
6
Developer, back-end
20 to 99 employees
People manager
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
Good brand and public image NA
Poor usability NA
Fintech
Developing specialized expertise NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;MacOS;Ubuntu;Android
Windows;MacOS;Ubuntu;Android
Asana;Azure Devops;GitHub;Google Colab;Jira;Miro;Notion;Wikis
GitLab
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Discord;Dev.to;Kaggle
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 per month or monthly
Chat (people);Coding challenges;Direct messaging of users
Upvote/Downvote Q&A posts NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Deployment and monitoring
Committing and reviewing code
Predictive analytics;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
30,858
30,859
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
23
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
30
Senior executive (C-suite, VP, etc.)
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
30,859
30,860
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Other (please specify):
I prefer not to say
null
20
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
1
Other (please specify):
null
null
null
null
Personal Project
Reputation for quality NA
Lack of AI or AI agents NA
null
null
No
I have transitioned into a new career and/or industry involuntarily
3
3
United States of America
USD United States dollar
null
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, but I plan to soon
Very favorable
Highly trust
Very poor at handling complex tasks
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Other (write in):
Unknown
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
Other (please specify):
Agree
null
null
30,860
30,861
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
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
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp
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);Blogs or podcasts
4
Developer, back-end
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
Personal Project
Good brand and public image NA
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
30,861
30,862
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,862
30,863
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification)
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
30,863
30,864
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Stack Overflow or Stack Exchange
15
Developer, game or graphics
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,864
30,865
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
16
Developer, mobile
10,000 or more employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Lack of AI or AI agents NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
5
India
INR Indian rupee
1,200,000
Yes
Java;Kotlin
Bash/Shell (all shells);Kotlin;Python
Kotlin
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Notepad++
Android Studio;Notepad++
Android Studio;Notepad++
NA NA
null
null
null
null
null
Windows;Android;Linux (non-WSL)
Windows;Linux (non-WSL)
GitHub;GitLab;Jira
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Answer a question NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
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
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
13,949
6
30,865
30,866
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
null
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
30,866
30,867
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
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)
null
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
3
null
China
CNY Chinese Yuan Renminbi
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
30,867
30,868
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
null
null
null
null
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
30,868
30,869
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
30,869
30,870
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
11
DevOps engineer or professional
10,000 or more employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Computer Systems Design and Services
null
No
I have transitioned into a new career and/or industry involuntarily
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C++;PowerShell;Python;R
Bash/Shell (all shells);C;C++;Go;Python;R;Rust
Bash/Shell (all shells);C;C++;Python;R
NA NA
No
null
null
null
NA NA
null
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;Kubernetes;Make;Microsoft Azure;Pip;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Pip;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Pip;Terraform
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu
MacOS;Ubuntu
Asana;Azure Devops;Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File
Asana;GitHub
Asana;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
null
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
absolutely not, wtf kind of question is this
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.
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
10
30,870
30,871
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
25
Data engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Lack of or sub-par API NA
Transportation, or Supply Chain
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
8
5
Norway
NOK Norwegian krone
1,050,000
Yes
C#;C++;JavaScript;Python;SQL;TypeScript
C#;C++;Python;Rust;SQL;TypeScript
C#;C++;Python;SQL;TypeScript
NA NA
Yes
Databricks SQL;DuckDB;Microsoft SQL Server;Oracle;PostgreSQL;Snowflake;SQLite
Databricks SQL;DuckDB;PostgreSQL;Snowflake;SQLite
Databricks SQL;DuckDB;PostgreSQL;Snowflake;SQLite
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Microsoft Azure;npm;NuGet;Pip;Terraform
Docker;Microsoft Azure;npm;NuGet;Pip;Podman;Terraform
Docker;Microsoft Azure;npm;NuGet;Pip;Terraform
UV UV
Yes
Svelte
Svelte
Svelte
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;Vim;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Google Gemini;uv
.NET 8 or higher;Large Language Model;Google Gemini;uv
.NET 8 or higher;Large Language Model;Google Gemini;uv
null
null
Windows;Windows Subsystem for Linux (WSL);Debian
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira;Obsidian
Azure Devops;Confluence;GitHub;Jira;Obsidian
Azure Devops;Confluence;GitHub;Jira;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Project planning;Debugging or fixing code;Testing code;Predictive analytics;Generating content or synthetic data
null
Documenting code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
I refuse to work with "vibe coders"
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Writing and reading code
103,769
7
30,871
30,872
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
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
30,872
30,873
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
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
9
Developer, front-end
100 to 499 employees
Individual contributor
Remote
No
Work
null
null
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
4
4
Spain
USD United States dollar
125,000
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
Infrequently, less than once per year
Between 5 and 10 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
125,000
9
30,873
30,874
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
Developer, back-end
20 to 99 employees
null
null
No
Work
Easy-to-use API NA
null
Software Development
Working with new technologies and tools NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
null
C#
C#
C#
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
7
30,874
30,875
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
34
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
45
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Transportation, or Supply Chain
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
12
8
Australia
AUD Australian dollar
150,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;npm;NuGet
Microsoft Azure;npm;NuGet
NA NA
Yes
ASP.NET;jQuery
jQuery
jQuery
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA IDX
.NET 8 or higher
.NET 8 or higher;Large Language Model;Microsoft Fabric
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;Jira;Lucid (includes Lucidchart);Markdown File;Microsoft Planner
Azure Devops;Jira;Lucid (includes Lucidchart);Markdown File
Azure Devops;Jira;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Chat (people);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
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
Debugging or fixing code
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation
Writing code;Testing code;Generating content or synthetic data
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes, I would do it more but it's a bit laborious, especially when the result is not guaranteed to be accurate or helpful. Thinking about using a microphone to transcribe my longer prompts.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
I see those who will use agentic programming in code editors to become more efficient and move forward. Those who don't know how, will be left behind.
97,514
8
30,875
30,876
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Coding Bootcamp
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
1
Developer, full-stack
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
30,876
30,877
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Attending school (full-time)
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);AI CodeGen tools or AI-enabled apps;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
1
Developer, back-end
null
null
null
null
School
Easy-to-use API NA
null
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,877
30,878
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
9
Data scientist
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reliability and low latency NA
Poor usability 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
11
2
Austria
EUR European Euro
52,000
Yes
Python
null
null
NA NA
Yes
MongoDB;PostgreSQL
Cassandra
null
NA NA
Yes
Docker;Microsoft Azure;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
null
null
NA NA
RAG;Ollama;LangGraph
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Kaggle;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);X Grok models
null
NA NA
No
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Generating content or synthetic data
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Deployment and monitoring
Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming
Not really, As I am a researcher that test and explores new AI use cases, I use the technology, but not to generate my own code or software.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Data and analytics
Vector databases for AI applications
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 platfor...
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
Pinecone
null
Ollama;LangChain;LangGraph;Haystack
null
LangSmith
null
Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
understanding the code
60,328
8
30,878
30,879
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)
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);Colleague or on-the-job training;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
30,879
30,880
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
14
Developer, full-stack
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
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Lithuania
EUR European Euro
65,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL;Redis;SQLite
Elasticsearch;MongoDB
null
NA NA
Yes
Docker;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;pnpm;Webpack
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Node.js;Vue.js
null
null
NA NA
Yes
Bolt;Cursor;Lovable.dev;Rider;Visual Studio;Visual Studio Code;WebStorm
null
null
NA NA
.NET 8 or higher;Google Gemini
Tailwind CSS 4
null
null
null
Windows;Android;iOS
Windows
Azure Devops;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Debugging or fixing code;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;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
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 increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 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
75,410
9
30,880
30,881
I am learning to code
45-54 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Attending school (full-time);Attending school (part-time)
20
Yes, I am new to coding or currently a student
School (i.e., University, College, etc);Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
1
System administrator
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
School
null
null
Media & Advertising Services
null
Yes
I have strongly considered changing my career and/or the industry I work in
1
2
Guyana
INR Indian rupee
7
Yes
Ada
null
null
NA NA
Yes
BigQuery
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
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
30,881
30,882
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
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
28
Engineering manager
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
30,882
30,883
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Bl...
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
30,883
30,884
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Games or coding challenges
24
Developer, desktop or enterprise applications
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project Good documentation
Prohibitive pricing NA
Computer Systems Design and Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
5
2
Peru
PEN Peruvian sol
200,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Ruby;Rust;SQL;VBA
C++;Go
null
NA NA
Yes
Cloud Firestore;H2;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
Amazon Redshift
null
NA NA
Yes
Firebase;Google Cloud;Gradle;Maven (build tool);npm;Pacman;Pip
Amazon Web Services (AWS);Kubernetes
null
NA NA
Yes
Angular;React;Vue.js;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;PyCharm;Visual Studio Code;WebStorm
null
null
NA NA
Odoo;Google Gemini
null
null
null
null
Arch
Arch
GitHub;Google Workspace;Jira;Markdown File;YouTrack
GitLab;Google Colab
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Dev.to
null
NA NA
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Less than once every 2 - 3 months
Message Boards;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Project planning;Writing code;Deployment and monitoring;Search for answers
Learning about a codebase
Learning new concepts or technologies
Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation
Committing and reviewing code;Generating content or synthetic data
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
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 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
Optimizing algorythms, optimizing data modeling, database design and creating user experience.
55,723
7
30,884
30,885
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
30
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
41
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
Poor usability NA
Manufacturing
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
2
3
Switzerland
CHF Swiss franc
130,000
Yes
Ada;MATLAB
Ada
Ada
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++
Notepad++
Notepad++
GNAT Studio, LEA GNAT Studio, LEA
null
null
null
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
Use discussion or chat feature NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Search for answers;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
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
null
161,191
8
30,885
30,886
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
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
30
Architect, software or solutions
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
5
Germany
EUR European Euro
50,000
Yes
Bash/Shell (all shells);C;C#;C++;GDScript;Go;HTML/CSS;JavaScript;Lua;Perl;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;GDScript;Go;HTML/CSS;JavaScript;Lua;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;GDScript;Go;HTML/CSS;JavaScript;Lua;PowerShell;Python;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
APT;Docker;Make;MSBuild;Ninja;npm;Pip;Vite;Webpack;Yarn
APT;Docker;Make;MSBuild;Ninja;npm;Pip;Vite;Webpack;Yarn
APT;Docker;Make;MSBuild;Ninja;npm;Pip;Vite;Webpack;Yarn
NA NA
Yes
FastAPI;Node.js;Svelte
Node.js;Svelte
Node.js;Svelte
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;Ollama
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;Jira;Markdown File;Obsidian;Trello;Wikis
GitHub;Markdown File;Obsidian;Trello;Wikis
GitHub;Markdown File;Obsidian;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I sometimes tried to get inspiration in the sense of "How could I approach problem X?" but not in general.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Multi-platform search enablement;Language processing
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have impr...
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
58,007
9
30,886
30,887
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,887
30,888
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
9
Developer, mobile
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
null
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
7
7
Pakistan
PKR Pakistani rupee
null
Yes
C;C#;C++;Dart;HTML/CSS;Kotlin;Python
Dart;Kotlin;SQL
Dart;Kotlin
Solidity NA
Yes
Cloud Firestore;Firebase Realtime Database;Supabase
Cloud Firestore;Firebase Realtime Database;MySQL;Supabase
Cloud Firestore;Firebase Realtime Database;Supabase
NA NA
null
Firebase;Google Cloud;Netlify;Supabase
Firebase;Google Cloud;Netlify;Supabase
Firebase;Google Cloud;Netlify;Supabase
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code;Xcode
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows;Android
GitHub
GitHub
GitHub
NA NA
Stack Overflow;YouTube;LinkedIn;Medium
Stack Overflow;YouTube;LinkedIn;Medium
Stack Overflow;YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Documenting code;Generating content or synthetic data
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Search for answers
Learning about a codebase;Project planning;Writing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
8
30,888
30,889
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
10
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Insurance
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
6
6
Germany
EUR European Euro
65,000
Yes
HTML/CSS;JavaScript;TypeScript
null
null
NA NA
Yes
MongoDB;MySQL
PostgreSQL;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Bun;Cloudflare;Docker;Homebrew;Microsoft Azure;npm;pnpm;Vercel;Vite;Webpack
null
null
NA NA
Yes
Astro;Deno;Express;Next.js;Node.js;React
null
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;hostinger;Shadcn/ui
null
null
null
null
Windows;Android
Windows;MacOS
GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;Discord;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers
Project planning
Learning about a codebase;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
Generating content or synthetic data
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
Sentry
null
v0.dev;Perplexity
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
I don't know.
75,410
7
30,889
30,890
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.)
6
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)
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);Books / Physical media
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
30,890
30,891
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)
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
9
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
4
null
India
INR Indian rupee
null
Yes
HTML/CSS;Java;JavaScript;SQL
HTML/CSS;Java;JavaScript;Kotlin;Python;SQL
HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
PostgreSQL
MongoDB;PostgreSQL;Clickhouse
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Maven (build tool);Pip
Amazon Web Services (AWS);Maven (build tool);Pip
Amazon Web Services (AWS);Maven (build tool);Pip
NA NA
Yes
Express;Node.js;React;Spring Boot
Express;Node.js;React;Spring Boot
Express;Node.js;React;Spring Boot
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Android Studio;Jupyter Notebook/JupyterLab;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
NA NA
Google Gemini;Ollama
Large Language Model
null
null
null
Windows;Android;iOS
MacOS;Android;iOS
GitHub;Google Workspace
GitHub;Google Colab;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models)
Gemini (Flash general purpose models);X Grok models
Gemini (Flash general purpose models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
Learning new concepts or technologies
Writing code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
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.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
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 complex problems and solving it
null
9
30,891
30,892
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
Australia
AUD Australian dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Delphi;Go;Java;JavaScript;Kotlin;PHP;Ruby;TypeScript
null
null
NA NA
Yes
MySQL;PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;jQuery;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;GitLab
GitHub;GitLab;Obsidian
GitHub;GitLab
NA NA
Stack Overflow;Hacker News
Stack Overflow;Hacker News
Stack Overflow;Hacker News
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Coding challenges
Ask a question NA
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.
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 want to fully understand something
null
null
6
30,892
30,893
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
5
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
30,893
30,894
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
4
Developer, mobile
Less than 20 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
30,894
30,895
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.)
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);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
26
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Fintech
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
20
Netherlands
EUR European Euro
100,000
Yes
Bash/Shell (all shells);Java;Kotlin;Python;Rust;SQL
Bash/Shell (all shells);C++;Java;Python;Rust;Zig
Bash/Shell (all shells);Java;Python;Rust
NA NA
Yes
IBM DB2;Microsoft SQL Server;PostgreSQL
BigQuery;PostgreSQL;Redis;Clickhouse
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Maven (build tool);Pip;Splunk
Amazon Web Services (AWS);Cargo;Docker;Google Cloud;Homebrew;Maven (build tool);Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Maven (build tool)
NA NA
Yes
React
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code
IntelliJ IDEA;Neovim;Notepad++;Visual Studio Code
IntelliJ IDEA;Notepad++;Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;iPadOS
MacOS;Red Hat
Azure Devops;Confluence;GitHub;Markdown File;Miro
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Chat (bot/AI)
null
No, not at all
More than half the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Other (please specify):
null
116,015
8
30,895
30,896
I used to be a developer by profession, but no longer am
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
40
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)
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);Other (please specify):
42
Senior executive (C-suite, VP, etc.)
100 to 499 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
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Government
null
No
I have neither consider or transitioned into a new career or industry
10
16
Switzerland
CHF Swiss franc
170,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;MicroPython;Python;R;SQL;Swift
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;MicroPython;Python;Rust;SQL;Swift
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;MicroPython;Python;SQL;Swift
NA NA
Yes
Elasticsearch;IBM DB2;PostgreSQL;SQLite
Elasticsearch;IBM DB2;PostgreSQL;Redis;SQLite
Elasticsearch;IBM DB2;PostgreSQL;SQLite
NA NA
Yes
Docker;Make;Pip;Splunk
Docker;IBM Cloud;Kubernetes;Make;Pip;Prometheus;Splunk;Terraform
Docker;Make;Pip;Splunk
NA uv
Yes
Django
Django
Django
NA NA
Yes
Neovim;PyCharm;Sublime Text;Vim;Xcode
Jupyter Notebook/JupyterLab;Neovim;PyCharm;Sublime Text;Vim;Xcode
Neovim;PyCharm;Sublime Text;Vim;Xcode
NA NA
c++23;SwiftData
c++23;SwiftData;Ollama;uv;visionOS
c++23;SwiftData
null
null
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);iPadOS
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);iPadOS;Red Hat
Confluence;GitHub;GitLab;Jira;Markdown File;Microsoft Planner;Miro
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Microsoft Planner;Miro
Confluence;GitHub;GitLab;Jira;Markdown File;Microsoft Planner;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles;Videos;Coding challenges;Logic games/puzzles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
null
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Absolutely not, and never will be.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Decision intelligence;Data and analytics
Language processing;Vector databases for AI applications
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoS...
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
Basic understanding of computer science and coding principles.
210,788
null
30,896
30,897
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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)
5
Student
null
null
null
null
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
null
null
No
I have neither consider or transitioned into a new career or industry
2
null
Australia
AUD Australian dollar
null
Yes
HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;Dart;Java
null
NA NA
Yes
MongoDB;MySQL
Cloud Firestore;Redis
null
NA NA
No
null
null
null
NA NA
Yes
Express;FastAPI;Node.js;React
Deno;Next.js;Svelte
null
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Tailwind CSS 4
Google Gemini
null
null
null
Windows;Android
null
GitHub;Google Colab;Notion;Stack Overflow for Teams
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Videos
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Highly trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Predictive analytics;Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
null
Project planning;Debugging or fixing code;Learning new concepts or technologies
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
no
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,897
30,898
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
3
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
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
30,898
30,899
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
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, back-end
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Robust and complete API NA
Lack of or sub-par API 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
5
Bulgaria
BGN Bulgarian lev
null
Yes
Dart;Java;JavaScript;SQL
null
null
NA NA
Yes
MariaDB;MongoDB;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Spring Boot
null
null
flutter NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Jira
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
A few times per month or weekly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
critical thinking, problem solving
null
7
30,899
30,900
I used to be a developer by profession, but no longer am
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Retired
Volunteering (regularly)
45
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
50
Retired
null
null
null
null
Personal Project
Connected to an open-source project NA
Ethical concerns NA
null
null
null
null
null
1
Germany
EUR European Euro
null
Yes
HTML/CSS;PowerShell;Python
Assembly;Bash/Shell (all shells);HTML/CSS;PowerShell;Python
HTML/CSS;PowerShell;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
PSPAD PSPAD
null
null
null
null
null
Windows
null
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Reddit;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Reddit;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
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
null
null
null