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22,000
22,001
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
5
Developer, embedded applications or devices
500 to 999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Robust and complete API NA
Security or privacy concerns NA
Other:
Opportunities to mentor and lead junior-level coworkers NA
No
I have somewhat considered changing my career and/or the industry I work in
9
4
Bulgaria
BGN Bulgarian lev
65,000
Yes
Bash/Shell (all shells);C;C++;Python;Rust
Bash/Shell (all shells);C++;Lua;Python;Rust
Bash/Shell (all shells);C++;Python;Rust
NA NA
null
null
null
null
NA NA
Yes
APT;Cargo;Google Cloud;Make;Pip
APT;Cargo;Google Cloud;Pip
APT;Cargo;Google Cloud;Pip
CMake CMake
No
null
null
null
NA NA
Yes
Sublime Text;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA MS Edit
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Linux (non-WSL);Red Hat
Confluence;Doxygen;GitHub;Jira;Markdown File;Miro;Obsidian
Confluence;GitHub;Jira;Markdown File;Miro;Trello
Confluence;GitHub;Jira;Markdown File;Miro
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Writing code
Documenting code;Testing code;Search for answers
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Other (write in):
No, it seems impossible to apply due to the very specific nature of the software and physical context. Although I fear that some colleagues will try hard to make it work, producing a lot of noise to review and debug.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;Other (please specify):
Thinking in abstractions, planning ahead, risk analysis, real-life experience
38,549
7
22,001
22,002
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Online Courses or Certification (includes all media types)
8
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,002
22,003
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
null
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
8
null
Poland
PLN Polish zloty
50,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
null
null
Predictive analytics
AI solutions that are almost right, but not quite
No, I strongly oppose "vibe coding" in a serious environment. For funsies, experiments etc, sure, why not, but not when it comes to write something that goes to prod.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
MCP servers
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,645
5
22,003
22,004
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,004
22,005
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
6
Architect, software or solutions
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
6
3
Canada
CAD Canadian dollar
52,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
Assembly;Rust;Zig
null
NA WGSL, Vulkan
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Blazor
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Windows;Android
Windows
Confluence;GitHub;Jira;Obsidian
GitHub
GitHub
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, really not
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
null
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
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Copilot
null
Copilot
null
Copilot
ChatGPT;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Keeping the capacity to learn seriously good skills in the domain
37,938
7
22,005
22,006
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,006
22,007
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);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)
20
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
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
22,007
22,008
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
9
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,008
22,009
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
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;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;Stack Overflow or Stack Exchange
20
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
22,009
22,010
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
18
Developer, mobile
5,000 to 9,999 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
Work
Costs are manageable NA
Security or privacy concerns NA
Healthcare
null
No
I have strongly considered changing my career and/or the industry I work in
3
3
India
INR Indian rupee
4,600,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Debugging or fixing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
null
Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers
Learning about a codebase;Generating content or synthetic data
Writing code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Just know the Basic Coding and ask the AI Tool generate complete Software from the Scratch.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
supabase
null
null
null
null
null
null
null
null
null
53,470
8
22,010
22,011
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
9
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
18
Academic researcher
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Ethical concerns NA
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
65,000
Yes
Bash/Shell (all shells);Fortran;HTML/CSS;JavaScript;Perl;Python
C;C++
null
NA NA
Yes
MariaDB;SQLite
null
null
NA NA
Yes
APT;Homebrew;Make;Pip
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Android;Debian
Ubuntu
GitHub;GitLab;Markdown File;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
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
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Creativity, dedication, knowledge, scrutiny
75,410
null
22,011
22,012
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
15
Senior executive (C-suite, VP, etc.)
Less than 20 employees
People manager
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
22,012
22,013
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
10
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
Online Courses or Certification (includes all media types)
10
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
22,013
22,014
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
22,014
22,015
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
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
22,015
22,016
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
22,016
22,017
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Attending school (part-time)
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
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Stack Overflow or Stack Exchange
20
Developer, desktop or enterprise applications
null
null
null
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
6
United States of America
USD United States dollar
106,000
Yes
HTML/CSS;Java;JavaScript;MicroPython;PowerShell;Python
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;Kotlin;Lisp;Lua;MATLAB;OCaml;Perl;PHP;Prolog
null
NA NA
Yes
Oracle
null
null
NA NA
Yes
Cloudflare;Digital Ocean;Firebase;Google Cloud;Heroku;Maven (build tool);Microsoft Azure;New Relic;npm;Pacman;Pip;pnpm;Prometheus;Supabase;Terraform;Vercel;Webpack;Yandex Cloud;Yarn
null
null
NA NA
Yes
Angular;AngularJS;Astro;Flask;jQuery;Laravel;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Spring Boot;Vue.js
null
null
NA NA
Yes
Nano;PyCharm;Rider;Visual Studio;Visual Studio Code;VSCodium;WebStorm
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;Red Hat
null
GitHub;Jira;Obsidian;Stack Overflow for Teams
null
null
NA NA
Stack Overflow;Stack Exchange;Discord
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Yes, definitely
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;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
Redis;supabase
null
LangChain;Martian
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I have ethical or security concerns about code
null
106,000
6
22,017
22,018
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
3
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
School
Customizable and manageable codebase NA
Inefficient or time-costly 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
null
null
Sri Lanka
LKR Sri Lankan rupee
1,200,000
Yes
Dart;HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript
C;Dart;HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript
Dart;HTML/CSS;Java;JavaScript;PHP;Python;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL;SQLite;Supabase
MongoDB;MySQL;PostgreSQL;Supabase
MongoDB;MySQL;PostgreSQL;Supabase
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Composer;Firebase;Google Cloud;npm;Pip;Supabase;Vercel;Vite
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Google Cloud;npm;Pip;Supabase;Vercel;Vite
Amazon Web Services (AWS);Cloudflare;Composer;Google Cloud;npm;Pip;Supabase;Vercel;Vite
NA laravel clould
Yes
Django;FastAPI;Flask;Laravel;Next.js;Node.js;React;Spring Boot
FastAPI;Laravel;Next.js;React
FastAPI;Laravel;Next.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PhpStorm;PyCharm;Vim;Visual Studio Code;WebStorm
Android Studio;Bolt;IntelliJ IDEA;PhpStorm;PyCharm;Vim;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;PhpStorm;PyCharm;Vim;Visual Studio Code;WebStorm
NA NA
Tailwind CSS 4;Pydantic;Google Gemini
Tailwind CSS 4;Pydantic;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Pydantic;Google Gemini
null
null
Windows;Android
Windows;Ubuntu
GitHub;Google Workspace;Jira;Trello
GitHub;Google Workspace;Trello
GitHub;Google Workspace;Trello
bitbucket bitbucket
Stack Overflow;Stack Exchange;Discord;Reddit;Hashnode;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Less than once every 2 - 3 months
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Use discussion or chat feature NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Deployment and monitoring
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Marketing
Language processing;Vector databases for AI applications;Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.
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.
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Vertex AI
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Bolt.new
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
3,997
8
22,018
22,019
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);Videos (not associated with specific online course or certification);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);Colleague or on-the-job training;Blogs or podcasts
11
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Prohibitive pricing NA
Higher Education
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
22,019
22,020
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
2
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
22,020
22,021
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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, front-end
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Reputation for quality NA
Poor usability NA
Internet, Telecomm or Information Services
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
7
2
Ukraine
UAH Ukrainian hryvnia
996,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging or fixing code;Search for answers
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,870
6
22,021
22,022
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (full-time)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
15
Engineering manager
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits 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
22,022
22,023
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Not employed
Volunteering (regularly);Attending school (part-time)
1
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
2
Developer, front-end
null
null
null
null
Work
AI integration or AI Agent capabilities NA
null
null
null
No
I have somewhat considered changing my career and/or the industry I work in
45
2
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
4
22,023
22,024
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Government
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
10
4
United States of America
USD United States dollar
150,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
Elasticsearch;MongoDB;MySQL;Oracle
Elasticsearch;MongoDB;MySQL;Oracle
Elasticsearch;MongoDB;MySQL;Oracle
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;npm
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;npm
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;npm
NA NA
Yes
jQuery;Node.js;Spring Boot;Vue.js
null
null
NA NA
Yes
Eclipse;Vim;Visual Studio Code
Eclipse;Visual Studio Code
Eclipse;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira;Markdown File;Wikis
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;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
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges
Upvote/Downvote Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
Not at all
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
150,000
null
22,024
22,025
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
30
Data engineer
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Media & Advertising Services
Recognition from leadership for your work NA
No
I have strongly considered changing my career and/or the industry I work in
10
6
Spain
EUR European Euro
55,000
Yes
Bash/Shell (all shells);HTML/CSS;Prolog;Python;SQL
Go;Scala;Mojo
null
NA NA
Yes
BigQuery;Cosmos DB;Databricks SQL;Microsoft SQL Server;MongoDB;Neo4J;Redis
null
null
NA NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;New Relic;Pip;Poetry;Prometheus
null
null
NA NA
Yes
FastAPI;Flask
Vue.js
null
NA NA
Yes
Cursor;PyCharm;Sublime Text;Visual Studio Code;Xcode
null
null
NA NA
Large Language Model;Pydantic;Google Gemini;Ollama;LangGraph;uv
null
null
null
null
MacOS
MacOS;Ubuntu;Linux (non-WSL)
Azure Devops;Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI Reasoning models
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles;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
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Deployment and monitoring
Learning about a codebase;Project planning;Committing and reviewing code;Creating or maintaining documentation
Testing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes, but only in the early stages.
No, and I don't plan to
Yes, to a great extent
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.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
All computer science skills will be remain valuable, especially algorithms and data structures.
63,808
6
22,025
22,026
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Books / Physical media
20
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Insurance
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
1
France
EUR European Euro
100,000
Yes
COBOL;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Java;JavaScript;Kotlin;Python;SQL;TypeScript
Java;JavaScript;Kotlin;Python;SQL;TypeScript
NA NA
Yes
Cassandra;Dynamodb;IBM DB2;PostgreSQL
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Maven (build tool);npm;Splunk;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Maven (build tool);npm;Splunk;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Maven (build tool);npm;Splunk;Terraform;Webpack;Yarn
NA NA
Yes
AngularJS;Node.js;Spring Boot
AngularJS;Node.js;Spring Boot
AngularJS;Node.js;Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;Rider
IntelliJ IDEA;Notepad++;Rider
IntelliJ IDEA;Notepad++;Rider
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Trello
GitHub;GitLab;Markdown File;Miro;Trello
GitHub;GitLab;Markdown File;Miro;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
NA NA
null
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Chat (bot/AI)
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No, vibe coding should be eradicated, if not people will just learn how to spend too much money for little value, and no new skills on their knowledge path, just a waste of resources & time which is not the worst. The worst is that vibe coders don't improve their skills at a correct pace, their overall value will remai...
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agen...
The cost of using certain AI agent platforms is a barrier.
null
Redis;Neo4j
null
LangChain
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I need help fixing complex or unfamiliar code
Concurrency, atomicity, latency, performance, domain modeling
116,015
6
22,026
22,027
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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Data engineer
I don’t know
Individual contributor
Remote
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Brazil
BRL Brazilian real
70,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;VBA
Assembly;C;C#;C++;Elixir;F#;HTML/CSS;JavaScript;Lisp;Lua;Perl;Python;Rust;SQL;TypeScript;VBA
HTML/CSS;JavaScript;Python;SQL;VBA
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Docker
Docker
Docker
NA NA
Yes
FastAPI
FastAPI;Svelte
FastAPI
NA NA
Yes
Neovim;Vim;Visual Studio Code
Cursor;Neovim;Vim;Visual Studio;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
Pydantic;uv
c++23;Pydantic;uv
Pydantic;uv
null
null
Ubuntu;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Obsidian
GitHub;Obsidian
Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Infrequently, less than once per year
Message Boards;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
No, but I plan to soon
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Deployment and monitoring;Learning new concepts or technologies
Testing code;Generating content or synthetic data
Committing and reviewing code
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
null
12,743
7
22,027
22,028
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
19
Support engineer or analyst
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 ultimately not purchased or used at my organization
Work
Reliability and low latency NA
Availability of better alternatives NA
Other:
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
10
null
Czech Republic
CZK Czech koruna
1,680,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript;VBA
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
null
null
null
NA NA
Yes
Docker;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm
Docker;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm
Docker;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm
NA NA
Yes
jQuery;Node.js;React;Vue.js;WordPress
Node.js;React;WordPress
Node.js;React;WordPress
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Large Language Model;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini
.NET 8 or higher
null
null
MacOS;iOS;Linux (non-WSL)
Windows
Confluence;GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Google Workspace;Markdown File
GitHub;GitLab;Google Workspace;Markdown File
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Dev.to;GitHub (public projects, not private repos)
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
Documenting code;Testing code;Committing and reviewing code
null
null
Other (write in):
For small fun projects it is very usefull and can save time, if responding quickly and does not break code elsewhere.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Data and analytics
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;Write in the most significant benefit if not listed above.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agen...
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;Other (please specify):
Somebody will still need to read and understand the code (diffs). AI can’t be “responsible” for, say, bank core SW or gov stuff. Some devs will turn into vibe coders/prompt experts.
78,633
8
22,028
22,029
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.)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
26
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
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
22,029
22,030
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 new to coding or currently a student
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
3
Developer, full-stack
null
null
null
null
Work
AI integration or AI Agent capabilities NA
Lack of AI or AI agents 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
22,030
22,031
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
2
Developer, back-end
100 to 499 employees
People manager
In-person
No
Work
Reliability and low latency NA
Lack of or sub-par API NA
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
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat 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
5
22,031
22,032
I am learning to code
18-24 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
1
Student
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Good brand and public image NA
Poor usability NA
Manufacturing
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
India
INR Indian rupee
null
Yes
null
null
null
G Code NA
No
null
null
null
NA NA
No
null
null
null
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
Windows
GitHub
GitHub
GitHub
NA NA
Discord;Reddit;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Infrequently, less than once per year
Less than one year
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Generating content or synthetic data
null
I’ve become less confident in my own problem-solving
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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;When I’m stuck and can’t explain the problem
Human Intution
null
null
22,032
22,033
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
Attending school (full-time)
1
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);Online Courses or Certification (includes all media types);Games or coding challenges;School (i.e., University, College, etc)
6
Developer, full-stack
500 to 999 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
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
22,033
22,034
I am learning to code
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
22,034
22,035
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
11
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Healthcare
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,035
22,036
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,036
22,037
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Associate degree (A.A., A.S., etc.)
I prefer not to say
null
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
22,037
22,038
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
16
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Poor usability 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
22,038
22,039
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
13
Developer, back-end
10,000 or more 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
Connected to an open-source project NA
Prohibitive pricing NA
Banking/Financial Services
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
30
10
India
INR Indian rupee
3,500,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;Python;Scala;SQL
HTML/CSS;Java;JavaScript;Kotlin;Python;Scala;SQL
HTML/CSS;Java;JavaScript;Kotlin;Python;Scala;SQL
NA NA
Yes
DuckDB;MongoDB;MySQL;PostgreSQL;SQLite
MongoDB;MySQL;PostgreSQL;Redis;SQLite
MongoDB;MySQL;PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
React
React
React
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini
null
null
Windows
Windows
Confluence;GitHub;Jira;Stack Overflow for Teams
Confluence;GitHub;Google Colab;Jira;Stack Overflow for Teams
Confluence;GitHub;Jira;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Generating content or synthetic data
Project planning
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Testing code;Predictive analytics;Search for answers
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
Not professional, but personal.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
LangChain
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Understanding and designing a solution, innovation.
40,684
7
22,039
22,040
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)
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;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
3
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Inefficient or time-costly NA
Government
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
6
5
Libyan Arab Jamahiriya
LYD Libyan dinar
30,000
Yes
Go;HTML/CSS;Java;JavaScript;PHP;Rust;SQL
HTML/CSS;JavaScript;Rust;SQL
HTML/CSS;JavaScript;Rust;SQL
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Fastify;Laravel;Node.js;Svelte;Vue.js;Axum
Node.js;Svelte;Axum
Node.js;Svelte;Axum
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;YouTube;Medium
Stack Overflow;Stack Exchange;YouTube;Medium
Stack Overflow;Stack Exchange;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Videos
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring
Writing code;Debugging or fixing code;Testing code
null
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no, i only use AI in my professional development work to try to solve a specific problem in which the solution will be under my control and understanding
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Data and analytics
Language processing
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
null
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.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
problem solving
5,541
6
22,040
22,041
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
8
Developer, full-stack
null
null
null
null
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
null
Solving real-world problems NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
8
6
Honduras
HNL Honduran lempira
300,000
Yes
Go;HTML/CSS;Java;JavaScript;PHP;PowerShell;Rust;SQL;TypeScript
Go;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Go;JavaScript;PowerShell;Rust;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL
BigQuery;Cassandra;Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis;Cockroachdb
MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Composer;Microsoft Azure;npm;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Chocolatey;Docker;Google Cloud;Kubernetes;Netlify;New Relic;pnpm;Terraform;Vercel;Vite
Amazon Web Services (AWS);Chocolatey;pnpm;Vite
NA NA
Yes
Angular;AngularJS;ASP.NET;Express;Laravel;Next.js;Node.js;React
Astro;Deno;Django;Express;FastAPI;Next.js;Node.js;React;Vue.js
Express;Next.js;Node.js;React
NA Solid.js
Yes
Android Studio;Visual Studio;Visual Studio Code
Cursor;Visual Studio Code;Windsurf
Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows
Azure Devops;Clickup;GitHub;Google Workspace;Markdown File
Clickup;Confluence;GitHub;Google Workspace;Notion
Clickup;GitHub;Google Workspace
NA NA
Stack Overflow;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
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Not sure/can't remember
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Message Boards;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Committing and reviewing code
Learning about a codebase;Writing code;Deployment and monitoring;Predictive analytics
Search for answers
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no, not at all
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
problem solving, design thinking, search techniques
11,493
5
22,041
22,042
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
6
Developer, mobile
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,042
22,043
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
15
Developer, front-end
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
Developing specialized expertise NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
1
1
Ukraine
USD United States dollar
60,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
null
I don’t use AI tools regularly
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
60,000
10
22,043
22,044
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
9
Developer, QA or test
null
null
null
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Computer Systems Design and Services
null
No
I have strongly considered changing my career and/or the industry I work in
10
10
United States of America
USD United States dollar
52,000
Yes
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
null
null
NA NA
Yes
BigQuery;Cassandra;Elasticsearch;Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Clickhouse
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Chocolatey;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;New Relic;npm;NuGet;Pip;Splunk;Terraform;Yarn
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Django;jQuery;Node.js;Ruby on Rails;Spring Boot;Symfony;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;PhpStorm;PyCharm;Rider;Vim;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
.NET 8 or higher;Google Gemini
null
null
null
null
Windows;MacOS;Ubuntu;iOS;Debian;iPadOS;Red Hat
null
Confluence;GitHub;Google Workspace;Jira;Trello;YouTrack
null
null
NA NA
Stack Overflow;Discord;Reddit;Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Job board;Chat (bot/AI)
Bookmark posts to look at later NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Data and analytics
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
Redis
null
Zapier
null
Sentry;Grafana + Prometheus
null
ChatGPT;Google Gemini;Microsoft Copilot
null
When I’m stuck and can’t explain the problem
problem solving skills
52,000
null
22,044
22,045
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I 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
Remote
No
Personal Project
Easy-to-use API No focus on AI
Other (please specify): AI
Software Development
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
5
4
Germany
EUR European Euro
65,000
Yes
C#;HTML/CSS;JavaScript;TypeScript
C#;TypeScript
C#;TypeScript
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Kubernetes;npm;NuGet;Podman;Vite;Yarn
Kubernetes;Podman
Kubernetes;Podman
NA NA
Yes
ASP.NET;jQuery
ASP.NET Core;React
null
SolidJS SolidJS
Yes
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio Code
Rider;Visual Studio Code
NA NA
null
null
null
null
null
Linux (non-WSL);Fedora
Windows
GitHub;GitLab
null
null
Projektron BCS NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;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 and it will never be unless I'm brain dead but still have to work
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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...
Everything that is relevant and valuable now
75,410
4
22,045
22,046
I used to be a developer by profession, but no longer am
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
null
27
Engineering manager
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
null
Yes
I have transitioned into a new career and/or industry voluntarily
11
21
Ireland
EUR European Euro
200,000
Yes
C#;HTML/CSS;JavaScript;PHP;Python;SQL
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
null
null
Prometheus NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Pip;Prometheus
null
null
Ramnode, Mikrotik NA
Yes
Drupal;WordPress
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code
null
null
NA NA
Google Gemini
Large Language Model;Pydantic;Ollama
null
null
null
MacOS;Ubuntu;Android
MacOS
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Discord
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
NA NA
No
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Bad at handling complex tasks
Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code
Documenting code;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering;Business process automation
Multi-platform search enablement;Language processing
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
Grafana + Prometheus
null
GitHub Copilot;Google Gemini
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
Creating in-existing solutions, simplifying/optimizing codebases/projects, working in confidential projects, . In general anything that requires creation of new material or extreme privacy.
232,029
null
22,046
22,047
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Caring for dependents (children, elderly, etc.)
13
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);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
Developer, full-stack
null
null
null
null
null
null
null
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
2
null
United States of America
USD United States dollar
182,000
null
Go;HTML/CSS;JavaScript;Ruby;TypeScript
Ruby
Ruby
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Make;Podman;Webpack;Yarn
Docker
Docker
NA NA
Yes
React;Ruby on Rails
Ruby on Rails
Ruby on Rails
NA Hanami
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Debian;Linux (non-WSL)
MacOS;Debian;Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work)
null
null
NA NA
No
null
null
null
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
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
null
No
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
null
null
182,000
1
22,047
22,048
I am a developer by profession
35-44 years old
null
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
20
Developer, front-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,048
22,049
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,049
22,050
I work with developers or my work supports developers but am not a developer by profession
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Attending school (full-time)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
45
Academic researcher
100 to 499 employees
Individual contributor
In-person
No
School
Connected to an open-source project NA
Ethical concerns NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
15
10
Brazil
BRL Brazilian real
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
TeX
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows
GitHub;Google Workspace
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
Learning about a codebase;Writing code
null
Search for answers
I don’t use AI tools regularly
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
When I don’t trust AI’s answers
Creativity
null
null
22,050
22,051
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
26
Developer, full-stack
null
null
null
No
Personal Project
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
4
Russian Federation
USD United States dollar
10,000
Yes
C#;HTML/CSS;SQL
C#;HTML/CSS
C#;HTML/CSS
NA NA
Yes
Microsoft Access;Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
NA NA
Yes
Cloudflare;MSBuild;NuGet
Cloudflare;MSBuild;NuGet
Cloudflare;MSBuild;NuGet
NA NA
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Large Language Model
.NET 8 or higher
null
null
Windows;Android
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow
Stack Overflow;Stack Exchange
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
No, but I plan to soon
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
creativity
10,000
7
22,051
22,052
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)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Academic researcher
1,000 to 4,999 employees
Individual contributor
In-person
No
null
null
null
Other:
null
No
I have neither consider or transitioned into a new career or industry
5
5
Bangladesh
BDT Bangladeshi taka
null
Yes
Python;R
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
GitHub
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Coding challenges
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
Unsure
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
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.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I need help fixing complex or unfamiliar code
null
null
5
22,052
22,053
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
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;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
3
Database administrator or engineer
100 to 499 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
Reputation for quality NA
Inefficient or time-costly NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
France
EUR European Euro
40,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;PowerShell;Python;SQL;VBA
Bash/Shell (all shells);HTML/CSS;Java;Python;SQL
Bash/Shell (all shells);HTML/CSS;Java;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
PostgreSQL
PostgreSQL
ChromaDB NA
Yes
Chocolatey;Docker;Google Cloud;Maven (build tool);Pip
Chocolatey;Docker;Google Cloud;Kubernetes;Maven (build tool);Pip
Chocolatey;Docker;Google Cloud;Maven (build tool);Pip
NA NA
null
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio Code
Claude Code;Cursor;IntelliJ IDEA;Notepad++;Visual Studio Code;Windsurf
IntelliJ IDEA;Notepad++;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
Windows;iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Azure Devops;GitHub;GitLab;Google Workspace;Jira;Notion;Wikis
GitLab;Google Workspace;Notion
GitLab;Google Workspace;Notion
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Somewhat trust
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
46,406
null
22,053
22,054
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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
7
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): It being useful lol why isn't this an option
Availability of better alternatives NA
Software Development
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
7
5
Austria
EUR European Euro
null
Yes
HTML/CSS;Java;JavaScript;Rust;SQL
HTML/CSS;Java;JavaScript;Lua;Rust;SQL
HTML/CSS;Java;JavaScript;Rust;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Cargo;Digital Ocean;Docker;Homebrew
Cargo;Docker;Homebrew
Cargo;Docker;Homebrew
NA NA
Yes
Axum
Axum
Axum
GWT GWT
Yes
IntelliJ IDEA;Zed
IntelliJ IDEA;Neovim
IntelliJ IDEA
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;Perplexity Sonar models
Anthropic: Claude Sonnet;Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Chat (bot/AI)
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
Very favorable
Highly distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code
Learning about a codebase;Testing code;Deployment and monitoring;Generating content or synthetic data
null
Search for answers
I’ve become less confident in my own problem-solving
i hate low-quality work and i think it is extremely inconsiderate (unless you have a good reason that makes low quality work still the best option). so no. i'd use it if it was better than me and if it was unlikely for me to ever get better than it (like with a good chess engine), though i'd be sad that it doesn't make...
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
'- having a good understanding of the code base to be able to verify that an AI solution doesn't leave out relevant parts - same as now–being good at coding; unless the AI gets better than humans (like chess engines) in which case it doesn't make sense to be a dev anymore - having deep knowledge about the needs of yo...
null
3
22,054
22,055
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
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
24
Data engineer
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Transportation, or Supply Chain
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
1
Australia
AUD Australian dollar
null
Yes
JavaScript;Python;SQL;VBA
Python;SQL
Python;SQL
NA NA
Yes
Microsoft SQL Server
Databricks SQL;Snowflake
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
No
null
null
null
NA NA
null
Notepad++;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows
Windows
GitHub
null
null
NA NA
LinkedIn;Medium
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Bad at handling complex tasks
Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
Writing code;Predictive analytics
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data
Project planning;Search for answers
AI solutions that are almost right, but not quite
Not at the moment
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI a...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding business problems. Navigating stakeholders
null
6
22,055
22,056
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
22
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)
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)
25
UX, Research Ops or UI design professional
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
4
3
Romania
RON Romanian leu
null
Yes
GDScript;HTML/CSS;Java;JavaScript;Python;TypeScript
GDScript;HTML/CSS;Java;Python;TypeScript
GDScript;HTML/CSS;Java;Python;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Angular;Node.js
Angular;Express;FastAPI;Next.js;Node.js
Angular;Node.js
NA NA
Yes
Eclipse;IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS
Windows
GitHub;Notion
GitHub
GitHub
NA NA
Reddit;YouTube
Stack Overflow;Stack Exchange;YouTube
YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
22,056
22,057
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
17
Project manager
5,000 to 9,999 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Government
null
No
I have somewhat considered changing my career and/or the industry I work in
5
3
France
EUR European Euro
50,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
HTML/CSS;Python;Rust;TypeScript
HTML/CSS;Python;Rust;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;PostgreSQL;Redis
Elasticsearch;Neo4J;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
NA NA
Yes
Ansible;APT;Cargo;Docker;Make;pnpm;Podman;Prometheus;Splunk;Terraform
Ansible;APT;Cargo;Docker;Kubernetes;pnpm;Podman;Prometheus
Ansible;APT;Cargo;Docker;pnpm;Podman;Prometheus
uv uv
Yes
Angular;Django;FastAPI
Angular;FastAPI;Axum
Angular;FastAPI
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code;VSCodium
Vim;Visual Studio Code
NA NA
Pydantic;uv
Pydantic;uv
Pydantic;uv
null
null
Windows;Linux (non-WSL);Arch
Windows;Debian
Confluence;GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Mistral AI models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
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 don’t trust AI’s answers;When I have ethical or security concerns about code
null
58,007
null
22,057
22,058
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time)
9
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null
null
null
null
null
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null
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null
NA NA
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NA NA
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NA NA
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NA NA
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NA NA
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NA NA
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NA NA
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NA NA
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22,058
22,059
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
9
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
5
3
Germany
EUR European Euro
70,000
Yes
Java;JavaScript;PHP;SQL;TypeScript;VBA
Dart;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Java;JavaScript;SQL;TypeScript
NA NA
Yes
H2;Microsoft SQL Server;MySQL;PostgreSQL
H2;MySQL;PostgreSQL
H2;MySQL;PostgreSQL
NA NA
Yes
Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip
Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip
Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip
NA NA
Yes
Angular;Spring Boot
Angular;Django;Spring Boot
Angular;Spring Boot
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
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 favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Testing code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No vibe coding is the opposite of professional development
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Cybersecurity
Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have increased my productivity.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
81,210
8
22,059
22,060
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
26
Developer, back-end
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
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null
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null
null
null
null
null
null
null
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null
22,060
22,061
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
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null
null
null
null
null
null
null
null
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null
22,061
22,062
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Coding Bootcamp
7
Developer, full-stack
100 to 499 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
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,062
22,063
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);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Student
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
No
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
6
1
Philippines
USD United States dollar
null
Yes
C#;C++;JavaScript;PHP;Python;Rust
C#;C++;Rust
C#;C++;Rust
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
MongoDB;Redis
null
NA NA
Yes
Cargo;Cloudflare;npm;NuGet;Pip
Cargo;Cloudflare;Docker;NuGet;Pip
Cargo;Cloudflare;NuGet;Pip
NA NA
Yes
ASP.NET;Astro;Deno;Laravel;Node.js
ASP.NET;Astro;Deno;React
ASP.NET;Astro;Deno
NA NA
Yes
Rider;RustRover;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code;Zed
Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23;RAG;Google Gemini
.NET 8 or higher;c++23;RAG;Google Gemini
.NET 8 or higher;c++23;RAG;Google Gemini
null
null
Windows;Android;Pop!_OS
Windows
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
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
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Documenting code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Creating or maintaining documentation
null
null
I don’t use AI tools regularly
No. I will never use AI or have plans on using AI to write code for me.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I have ethical or security concerns about code
Translating user/business requirements into a software, problem solving, optimizing code, improving performance of code
null
null
22,063
22,064
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
7
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
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
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,064
22,065
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.)
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);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...
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
30
Architect, software or solutions
Less than 20 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
Other (please specify): Simplicity, Elegance
Prohibitive pricing Lock-in
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
100
20
Germany
EUR European Euro
120,000
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;PHP;Python
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;TypeScript
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript
Clojure Clojure
Yes
Elasticsearch;H2;MariaDB;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;H2;PostgreSQL;Redis;SQLite
Elasticsearch;H2;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Composer;Docker;Gradle;Kubernetes;Make;Maven (build tool);npm;Pip;Prometheus;Terraform;Vite;Yarn
Ansible;Docker;Kubernetes;Make;Maven (build tool);Prometheus;Vite;Yarn
Ansible;Docker;Kubernetes;Make;Maven (build tool);Prometheus;Vite;Yarn
Leiningen Leiningen
Yes
Laravel;React;Spring Boot;Vue.js
Laravel;Spring Boot;Vue.js
Laravel;Spring Boot;Vue.js
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PhpStorm;Visual Studio Code
null
null
Emacs,Cider Emacs,Cider
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Odoo;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Ubuntu
Ubuntu
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Miro
GitHub;GitLab;Google Colab;Google Workspace;Markdown File
GitHub;GitLab;Google Colab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Search for answers;Learning new concepts or technologies
Testing code;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
Vibe coding is not part of my work, yet. It might become part of my work in the future, if it proves helpful, though.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;IT operations;Customer service support
Language processing
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.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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;Other (please specify):
Logical thinking, abstracting and simplifying, designing, determining purpose
139,218
6
22,065
22,066
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
5
Data scientist
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,066
22,067
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 (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
22,067
22,068
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
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
22,068
22,069
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
17
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
12
8
Russian Federation
RUB Russian ruble
null
Yes
C++;HTML/CSS;Lua;Python
Assembly;C;C++;Rust
C++
NA NA
No
null
null
null
NA NA
Yes
APT;Docker;Google Cloud;Make;MSBuild;Ninja;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Nano;Neovim;Notepad++;Vim;Visual Studio Code
Android Studio;Cline and/or Roo
Android Studio
NA NA
Large Language Model
c++23
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian
MacOS;Debian
Confluence;Jira;Miro
null
null
Gitea NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Problem solving skills, management skills
null
6
22,069
22,070
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
25
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 didn't spend time learning in the past year
null
25
Developer, back-end
null
null
null
No
Work
Other (please specify): open source
Other (please specify): closed source
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
5
2
Romania
RON Romanian leu
null
Yes
C;Go;Perl;SQL
C;Go;Perl;SQL
C;Go;Perl;SQL
D D
Yes
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Debian;Linux (non-WSL)
Ubuntu;Debian;Linux (non-WSL)
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
gitprep gitprep
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
null
Other (write in): none of the below
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Vibe coding is a mental disease.
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.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
AI tools will not become more capable, they're as capable as they were 2 years ago only they can now plagiarize more code.
null
7
22,070
22,071
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
8
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Retail and Consumer Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,071
22,072
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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
3
Developer, back-end
100 to 499 employees
null
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Costs are manageable NA
Inefficient or time-costly NA
Transportation, or Supply Chain
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
46,000
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitLab;Redmine
GitLab
GitLab
NA NA
Stack Overflow;Reddit;YouTube
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
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
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has changed somewhat 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
53,367
6
22,072
22,073
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
22,073
22,074
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 not new to coding but am learning new coding techniques or programming language
School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
4
Student
null
null
null
null
School
Robust and complete API NA
Inefficient or time-costly NA
null
null
No
I have neither consider or transitioned into a new career or industry
6
6
Portugal
EUR European Euro
null
Yes
Java;Kotlin;Python
Kotlin;Python;Rust
Kotlin;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Django
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code;Windsurf
IntelliJ IDEA;Visual Studio Code;Windsurf
IntelliJ IDEA;Visual Studio Code;Windsurf
NA NA
null
null
null
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Discord;Kaggle;YouTube;LinkedIn;Medium
Discord;Kaggle;YouTube;LinkedIn;Medium
Discord;Kaggle;YouTube;LinkedIn;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 month or weekly
Less than one year
Infrequently, less than once per year
null
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Other (write in):
Writing code;Predictive analytics
Project planning;Debugging or fixing code
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoS...
null
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’m stuck and can’t explain the problem
null
null
null
22,074
22,075
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (full-time)
1
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
1
Student
null
null
null
null
Work
AI integration or AI Agent capabilities NA
null
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
1,000,000
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Bolt;Cursor;Sublime Text;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Linux (non-WSL)
null
GitHub
null
null
NA NA
Stack Overflow;Discord;Reddit;X;LinkedIn;Medium
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Less than one year
Daily or almost daily
Long-form articles;Logic games/puzzles;Job board
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
null
Testing code
null
Project planning
Debugging or fixing code;Committing and reviewing code
Learning new concepts or technologies
AI solutions that are almost right, but not quite
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
11,624
null
22,075
22,076
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
null
15
Yes, I am not new to coding but am learning new coding techniques or programming language
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
20
Cloud infrastructure engineer
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
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
22,076
22,077
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
16
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
22,077
22,078
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
13
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Fintech
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
6
6
India
INR Indian rupee
2,200,000
Yes
Python;SQL
JavaScript;Python;R;SQL;Mojo
Python;SQL
NA NA
Yes
MongoDB;MySQL
BigQuery;Databricks SQL;MongoDB;MySQL;Neo4J;PostgreSQL;Snowflake
MongoDB;MySQL
NA NA
Yes
Docker;Pip
Amazon Web Services (AWS);Docker;Kubernetes;Pip;Terraform
Docker;Pip
NA NA
Yes
FastAPI
FastAPI
FastAPI
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Pydantic
Large Language Model;Amazon Bedrock;Pydantic;RAG
Pydantic
null
null
Windows;Windows Subsystem for Linux (WSL);iOS
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Google Colab;Google Workspace;Jira
Confluence;GitHub;Google Colab;Google Workspace;Jira
Confluence;GitHub;Google Colab;Google Workspace;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
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
Generating content or synthetic data
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something
Building AI solutions
25,573
0
22,078
22,079
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
27
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
Robust and complete API NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
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
22,079
22,080
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.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
20
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
22,080
22,081
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
16
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Collaboration and support from a team NA
No
I have strongly considered changing my career and/or the industry I work in
5
3
United States of America
USD United States dollar
181,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp;Lua;Zig
Bash/Shell (all shells);Elixir;Erlang;F#;Lisp;OCaml;Rust;TypeScript;Zig
Bash/Shell (all shells);Lisp;Zig
clojure clojure, jank
Yes
H2;PostgreSQL;SQLite
DuckDB;PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Make;Microsoft Azure;npm;Pip
Amazon Web Services (AWS);Make;Podman;Prometheus
Amazon Web Services (AWS);Make
nix nix
Yes
React
null
null
datastar datastar, htmx
Yes
Aider;Claude Code;Cline and/or Roo;Vim;Visual Studio;Visual Studio Code;VSCodium
null
null
Emacs Emacs
Amazon Bedrock;Ollama
Pydantic;RAG;Google Gemini;Ollama;uv
Ollama
null
null
MacOS;Android;Linux (non-WSL);NixOS
MacOS;iOS;Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File;Notion;Obsidian
GitHub;GitLab;Linear;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
Org-mode NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;Substack
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
null
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Committing and reviewing code
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;IT operations;Marketing
Language processing;MCP servers;Integration with external agents and APIs
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
181,000
9
22,081
22,082
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
22
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
No, I didn't spend time learning in the past year
null
30
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
In-person
No
School
Reputation for quality NA
Availability of better alternatives NA
Energy
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Russian Federation
RUB Russian ruble
null
Yes
C;Python
Delphi;Python;Rust
Python
NA Argentum
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;VSCodium
null
null
PyScripter, IAR Embedded Workbench NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Message Boards;Videos;Logic games/puzzles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
3
22,082
22,083
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
27
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
8
3
United States of America
USD United States dollar
160,000
Yes
C;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;Rust;SQL;Swift;TypeScript;Zig
Assembly;C;PHP;Rust;SQL
C;PHP;Rust;SQL
NA NA
Yes
BigQuery;Cloud Firestore;MariaDB;MySQL;PostgreSQL;SQLite
Cassandra;InfluxDB;MariaDB;MySQL;SQLite;Supabase;Clickhouse
MariaDB;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Bun;Cargo;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Prometheus;Vite;Webpack;Yarn
Ansible;Bun;Composer;Digital Ocean;Docker;Ninja;Podman;Prometheus;Supabase;Vite
Ansible;Bun;Composer;Digital Ocean;Docker;Prometheus;Vite
NA NA
Yes
Flask;jQuery;Laravel;Vue.js
Laravel;Vue.js
Laravel;Vue.js
dioxus dioxus
Yes
Android Studio;Vim;Visual Studio Code;Windsurf
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Large Language Model;RAG;Ollama
Large Language Model;Amazon Bedrock;RAG;Ollama
Large Language Model;RAG;Ollama
null
null
Ubuntu
Ubuntu
Jira
Obsidian
null
NA NA
GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Bluesky;YouTube;Twitch
Bluesky;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Search for answers
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Testing code
Project planning;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no. I tried it, it's bad.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
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...
new technologies. AI is always 1 year behind.
160,000
7
22,083
22,084
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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
22,084
22,085
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not 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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
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
22,085
22,086
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
No, I didn't spend time learning in the past year
null
7
Other (please specify):
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Inefficient or time-costly NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
600,000
null
Python;Rust
Assembly;C++;Rust
Rust
NA NA
Yes
PostgreSQL;Redis;SQLite;Supabase
PostgreSQL;Redis;Snowflake
PostgreSQL;Redis
NA NA
No
null
null
null
NA NA
Yes
FastAPI
null
null
Actix,Fastapi Actix
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6,974
5
22,086
22,087
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
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);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;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
18
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
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
22,087
22,088
I used to be a developer by profession, but no longer am
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
40
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
Other online resources (e.g. standard search, forum, online community)
40
Senior executive (C-suite, VP, etc.)
10,000 or more employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,088
22,089
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
null
null
null
Software Development
null
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
Yes
C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;MicroPython;Python;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
MariaDB;Microsoft SQL Server;MySQL
MariaDB;Microsoft SQL Server;MySQL
NA NA
Yes
Composer;npm
Composer;npm
Composer;npm
NA NA
Yes
Angular;AngularJS;ASP.NET;Express;jQuery;Laravel;Node.js
Angular;AngularJS;Django;Express;jQuery;Laravel;Node.js;React
Angular;AngularJS;Express;jQuery;Laravel;Node.js
NA NA
No
null
null
null
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Debian
Windows;Ubuntu;Debian
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Indifferent
Somewhat trust
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing 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;I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
22,089
22,090
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
26
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
35
Developer, embedded applications or devices
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
22,090
22,091
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
16
null
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Blogs or podcasts
20
Cybersecurity or InfoSec professional
1,000 to 4,999 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,091
22,092
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
30
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
null
Media & Advertising Services
null
No
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
5
22,092
22,093
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)
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
12
Developer, mobile
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Inefficient or time-costly NA
Fintech
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
3
6
Nigeria
USD United States dollar
60,000
Yes
Java;Kotlin;Ruby;SQL;Swift
Java;Kotlin;SQL;Swift
Java;Kotlin;SQL;Swift
NA NA
Yes
PostgreSQL;SQLite
Cloud Firestore;MySQL;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Firebase
Amazon Web Services (AWS);Firebase
Amazon Web Services (AWS);Firebase
NA NA
Yes
Ruby on Rails;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA;Xcode
Android Studio;Cursor;IntelliJ IDEA;Xcode
Android Studio;IntelliJ IDEA;Xcode
Fleet by JetBrains NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Notion
Confluence;GitHub;Jira;Linear
Confluence;GitHub;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (bot/AI)
Answer a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Generating content or synthetic data
Deployment and monitoring;Predictive analytics
Project planning;Committing and reviewing code
Testing code;Learning new concepts or technologies
Documenting code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, I highly discourage it
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
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 increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
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.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;I 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 have ethical or security concerns about code
Software Architecture, Security, Enforcing Best Practices, Innovating new technologies, Fixing/Debugging AI-generated code.
60,000
10
22,093
22,094
I am a developer by profession
18-24 years old
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
22,094
22,095
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
10
DevOps engineer or professional
null
null
null
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Ukraine
UAH Ukrainian hryvnia
200,000
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Ask a question NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
null
Project planning;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
null
Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers
I haven’t encountered any problems
null
Yes, I use AI agents at work daily
Yes, to a great extent
IT operations
Language processing
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
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec ...
null
null
null
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot
null
When I need quick help troubleshooting
null
4,793
null
22,095
22,096
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
null
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
5
Cybersecurity or InfoSec professional
null
null
null
null
Personal Project
Good brand and public image NA
Ethical concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
null
Yes
C;C++;Go;Java;Python;Rust;SQL;TypeScript
Elixir
null
NA NA
Yes
MongoDB;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Ansible;APT;Cargo;Cloudflare;Docker;Homebrew;Kubernetes
null
null
NA NA
Yes
FastAPI;Svelte;Axum
null
null
NA NA
Yes
Cursor;Neovim
null
null
NA NA
Shadcn/ui;Ollama;uv
null
null
null
null
MacOS;Debian
MacOS;Debian
GitHub
null
null
Gitea NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
null
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
Comment on Q&A posts NA
No, not at all
Less than half of the time
No, and I don't plan to
Unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
yes
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.;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
Other (please specify):
reading comprehension
null
null
22,096
22,097
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
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)
20
Architect, software or solutions
Less than 20 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
Costs are manageable NA
Availability of better alternatives NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
22,097
22,098
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 as required for my job or to benefit my career
null
10
Developer, desktop or enterprise applications
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
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
5
Germany
EUR European Euro
145,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL
Assembly;Bash/Shell (all shells);C;C++;Elixir;HTML/CSS;OCaml;PowerShell;Python;Rust;SQL;Zig;Gleam
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;PowerShell;Python;Rust;SQL
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
Ansible;Cargo;Cloudflare;Homebrew;MSBuild;Ninja
Ansible;Cargo;Cloudflare;Ninja
Ansible;Cargo;Cloudflare;Ninja
NA NA
No
null
null
null
NA NA
Yes
Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code;Xcode
Neovim;Notepad++;RustRover;Vim;Visual Studio;Visual Studio Code
Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code
NA NA
c++23
c++23
c++23
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Windows;MacOS;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Markdown File;Obsidian;YouTrack
GitHub;GitLab;Markdown File;Obsidian;YouTrack
GitHub;GitLab;Markdown File;Obsidian;YouTrack
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once per month or monthly
Long-form articles
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work daily
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 improved the quality of my code.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
ChatGPT;Claude Code;Google Gemini
null
When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Understanding the big picture and software architecture
168,221
6
22,098
22,099
I used to be a developer by profession, but no longer am
18-24 years old
Some college/university study without earning a degree
Student
Attending school (part-time)
10
Yes, I am new to coding or currently a student
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
Blogs or podcasts
10
Academic researcher
null
null
null
null
School
null
null
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
10
10
Philippines
PHP Philippine peso
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
Browse content related to Q&A posts I recently viewed NA
null
null
Yes, I use AI tools daily
Very favorable
null
null
null
null
null
null
Project planning
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,099
22,100
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
null
null
null
null
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