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23,401
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
22
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
null
null
null
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
4
4
United States of America
USD United States dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
no
Yes, I use AI agents at work weekly
Not at all or minimally
Customer service support
null
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
Notion AI
null
null
null
null
null
Notion AI
When I have ethical or security concerns about code
null
null
10
23,401
23,402
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);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
30
Developer, back-end
20 to 99 employees
People manager
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
23,402
23,403
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
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
28
Developer, back-end
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
5
10
United States of America
USD United States dollar
185,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
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
185,000
8
23,403
23,404
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
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
23,404
23,405
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
None of the above
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
30
Developer, mobile
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,405
23,406
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.)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
22
Other (please specify):
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
23,406
23,407
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (part-time);Engaged in paid work (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
4
3
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
23,407
23,408
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
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
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
6
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,408
23,409
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
16
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 (please specify):
20
Engineering manager
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,409
23,410
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
23,410
23,411
I am a developer by profession
35-44 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
23,411
23,412
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
16
Developer, full-stack
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives 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
23,412
23,413
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);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
10
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Prohibitive pricing NA
Government
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
15
10
South Korea
USD United States dollar
140,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;Java;JavaScript;Lua;Python;R;Ruby;Rust;Scala;SQL;TypeScript
Bash/Shell (all shells);C;C#;Go;Lua;Ruby;Rust;Gleam
Bash/Shell (all shells);C#;Go;Lua;Ruby;Rust
Nix Nix
Yes
Elasticsearch;InfluxDB;MariaDB;MongoDB;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Docker;Gradle;Kubernetes;Make;Maven (build tool);Ninja;npm;NuGet;Pip;pnpm;Poetry;Prometheus;Webpack;Yarn
Amazon Web Services (AWS);Cargo;Docker;Prometheus
Amazon Web Services (AWS);Cargo;Docker;Prometheus
Nix Nix
Yes
Angular;Node.js;Ruby on Rails;Svelte;Vue.js;Axum
Ruby on Rails;Axum
Ruby on Rails;Axum
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Rider;RustRover;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Google Gemini;Ollama;uv
.NET 8 or higher;uv
.NET 8 or higher;uv
null
null
iOS;Linux (non-WSL);NixOS
Linux (non-WSL);NixOS
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
Discord Discord
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Bad at handling complex tasks
null
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;Learning new concepts or technologies;Other (write in):
Documenting 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;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
In-depth knowledge of their domain (eg how processors work, how the internet works and routes packets, etc). Critical thinking skills. Knowledge of data structures and algorithms (and when to apply them).
140,000
8
23,413
23,414
I used to be a developer by profession, but no longer am
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
43
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
43
Senior executive (C-suite, VP, etc.)
20 to 99 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): Compliance
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
30
10
United States of America
USD United States dollar
null
Yes
Java;Scala;SQL
null
null
NA NA
Yes
BigQuery;Elasticsearch
null
null
NA NA
Yes
APT;Cloudflare;Docker;Google Cloud;Kubernetes;Maven (build tool);Microsoft Azure;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Neovim;Vim
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
23,414
23,415
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);Attending school (part-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,415
23,416
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
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;Online Courses or Certification (includes all media types)
25
Developer, front-end
20 to 99 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
23,416
23,417
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
null
Internet, Telecomm or Information Services
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
null
India
INR Indian rupee
1,800,000
Yes
HTML/CSS;JavaScript;TypeScript
Go;Python
null
NA NA
Yes
MongoDB;PostgreSQL
Cassandra;Dynamodb
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React
NestJS
null
NA NA
Yes
Claude Code;Cursor;Lovable.dev;Trae;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
Google Gemini
null
null
null
Windows
Windows
Confluence;GitLab;Jira;Notion
null
null
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;X Grok models
null
null
NA NA
No
Less than once every 2 - 3 months
I don't use Stack Overflow
Infrequently, less than once per year
Coding challenges;Chat (bot/AI)
null
No, not at all
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
Deployment and monitoring
null
null
No, but I plan to
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
20,923
2
23,417
23,418
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
28
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
23,418
23,419
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
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
School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Games or coding challenges
3
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,419
23,420
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
9
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,420
23,421
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 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
23,421
23,422
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
11
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Poor usability NA
Banking/Financial Services
null
No
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;TypeScript
null
null
NA NA
Yes
BigQuery;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Clickhouse
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Learning new concepts or technologies
null
Learning about a codebase;Documenting code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT
null
null
null
null
10
23,422
23,423
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
26
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
30
Developer, full-stack
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,423
23,424
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
15
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
3
2
Germany
EUR European Euro
110,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;Rust;Scala;SQL;TypeScript
Dart;Kotlin;Python;Rust;Scala;TypeScript;Zig
Python;Rust;Scala;TypeScript
NA NA
Yes
Elasticsearch;InfluxDB;MongoDB;Redis;SQLite;Valkey
PostgreSQL;SQLite;Valkey
SQLite;Valkey
RocksDB fjall
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Docker;Google Cloud;Make;Ninja;npm;Pacman;Pip;pnpm;Poetry;Webpack;Yarn
Ansible;APT;Cargo;Kubernetes;npm;Pacman
Ansible;APT;Cargo;npm;Pacman
NA NA
Yes
AngularJS;Node.js;Axum
React;Vue.js;Axum
Axum
NA NA
Yes
Neovim;Notepad++;Vim;Visual Studio Code;Zed
Neovim;Zed
Neovim;Zed
NA NA
Polars;Large Language Model
c++23;Tailwind CSS 4;Polars;Large Language Model;uv
Polars;Large Language Model
null
null
Ubuntu;Debian;Linux (non-WSL);Arch;Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Red Hat
Azure Devops;Doxygen;GitHub;Google Workspace;Markdown File;Miro;Wikis
GitHub;Markdown File;Miro;Wikis
GitHub;Markdown File;Miro;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Testing code;Predictive analytics;Search for answers
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
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 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
127,616
9
23,424
23,425
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
null
null
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
23,425
23,426
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
23,426
23,427
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools 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
30
Developer, front-end
5,000 to 9,999 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
500,000
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 weekly
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Deployment and monitoring;Search for answers
Project planning;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Writing code;Debugging or fixing code
Documenting code
Testing code;Generating content or synthetic data
Debugging AI-generated code is more time-consuming
Nooooo
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
500,000
8
23,427
23,428
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
10
Developer, full-stack
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
23,428
23,429
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
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-...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
11
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Poor usability NA
Software Development
Control over the level of quality in projects NA
Yes
I have strongly considered changing my career and/or the industry I work in
5
5
Hungary
GBP Pound sterling
71,418
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;Elixir;Erlang;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;Rust;Scala;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
NA Julia
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;Neo4J;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet;Pip;pnpm;Podman
Amazon Web Services (AWS);APT;Docker;Make;npm;NuGet;Pacman;Pip;pnpm;Podman
Docker;npm;NuGet;Pip;pnpm;Podman
NA NA
Yes
Angular;ASP.NET Core;Express;Flask
Angular;ASP.NET Core;Express;Flask;Next.js;Node.js;React;Vue.js
Angular;ASP.NET Core;Express;Flask
NA NA
Yes
Visual Studio;Visual Studio Code
Cursor;Neovim;Visual Studio Code
Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Pydantic
.NET 8 or higher
null
null
Fedora
Windows
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File;Notion;Stack Overflow for Teams
GitHub;Jira;Markdown File
NA NA
Stack Overflow;Medium
Stack Overflow
Stack Overflow
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing 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;Predictive analytics
Testing code
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
I often use it for early stage development, to produce boiler plate code and folder structures etc. using best practices, as usually that's pretty time consuming and boring. Once it reaches a certain complexity, then I usually find it often takes longer to try to fix the crap code it's created than to make changes myse...
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence
Multi-platform search enablement;Agent/multi-agent orchestration
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
97,230
4
23,429
23,430
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
15
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
23,430
23,431
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.)
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
Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
6
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,431
23,432
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.);Engaged in paid work (less than 10 hours per week)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
26
Other (please specify):
1,000 to 4,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,432
23,433
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
23,433
23,434
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
20
Architect, software or solutions
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,434
23,435
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.);Engaged in paid work (20-29 hours per week)
27
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
40
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,435
23,436
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
28
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);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training
30
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Government
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
23,436
23,437
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
18
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
30
Developer, back-end
null
null
null
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have neither consider or transitioned into a new career or industry
3
1
Czech Republic
CZK Czech koruna
2,000,000
Yes
Elixir;HTML/CSS;JavaScript;Python;Rust;SQL;Swift;TypeScript
Elixir;HTML/CSS;JavaScript;Kotlin;Python;Rust;SQL;Swift;TypeScript;Zig
Elixir;HTML/CSS;JavaScript;Python;Rust;SQL;Swift;TypeScript
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Digital Ocean;Docker;IBM Cloud;Kubernetes;npm;Railway;Terraform
Amazon Web Services (AWS);Ansible;Cargo;Digital Ocean;Docker;IBM Cloud;Kubernetes;npm;Railway;Terraform
Amazon Web Services (AWS);Ansible;Cargo;Digital Ocean;Docker;IBM Cloud;Kubernetes;npm;Railway;Terraform
NA NA
Yes
Fastify;Next.js;Node.js;React
Fastify;Next.js;Node.js;React
Fastify;Next.js;Node.js;React
NA NA
Yes
IntelliJ IDEA;RustRover;WebStorm
IntelliJ IDEA;RustRover;WebStorm
IntelliJ IDEA;RustRover;WebStorm
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
MacOS;iOS;Debian
MacOS;iOS;Debian;Red Hat
Airtable;GitHub;Markdown File
Markdown File
Markdown File
NA NA
Stack Overflow;Reddit;X;YouTube
YouTube
YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
null
null
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
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
Language processing
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
IBM watsonx.ai
null
null
null
null
null
I don’t think I’ll need help from people anymore
architecture
93,611
10
23,437
23,438
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Attending school (part-time)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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);School (i.e., University, College, etc)
20
Developer, back-end
null
null
null
null
Work
null
null
null
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
4
23,438
23,439
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 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)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Other (please specify):
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
null
Yes
I have neither consider or transitioned into a new career or industry
5
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
50,000
Yes
Python;SQL
null
null
NA NA
Yes
MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Deployment and monitoring;Predictive analytics;Other (write in):
Learning about a codebase;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
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.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
Who knows?
68,071
null
23,439
23,440
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
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
23,440
23,441
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
15
Developer, QA or test
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
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
23,441
23,442
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,442
23,443
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
28
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
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
23,443
23,444
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Caring for dependents (children, elderly, etc.);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
No, I didn't spend time learning in the past year
null
8
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
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
23,444
23,445
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
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
23,445
23,446
I used to be a developer by profession, but no longer am
45-54 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Other (please specify):
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
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
23,446
23,447
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.)
15
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
23,447
23,448
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
17
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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Connected to an open-source project community driven
Prohibitive pricing too much corporate driven
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
23,448
23,449
I code primarily as a hobby
45-54 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,449
23,450
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
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
28
Developer, front-end
Less than 20 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
23,450
23,451
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
System administrator
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
23,451
23,452
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 (10-19 hours per week)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Books / Physical media
14
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Recognition from leadership for your work No double standards
No
I have neither consider or transitioned into a new career or industry
20
3
Ukraine
UAH Ukrainian hryvnia
1,800,000
Yes
Bash/Shell (all shells);C#;C++;Groovy;HTML/CSS;Java;JavaScript;Python;SQL
C;C#;Fortran;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;Scala;SQL;TypeScript
C#;Groovy;HTML/CSS;Java;JavaScript;Python;SQL
NA NA
Yes
MongoDB;MySQL;Oracle;Redis
Cassandra;Databricks SQL;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;Clickhouse;Amazon Redshift
MongoDB;MySQL;Oracle;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Digital Ocean;Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;NuGet;Pacman;Pip;pnpm;Podman;Prometheus;Splunk;Terraform;Vite
Amazon Web Services (AWS);APT;Chocolatey;Digital Ocean;Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;NuGet;Pacman;Pip;pnpm;Prometheus;Splunk;Terraform;Vite
Amazon Web Services (AWS);APT;Chocolatey;Digital Ocean;Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;NuGet;Pacman;Pip;pnpm;Prometheus;Splunk;Terraform;Vite
NA NA
Yes
ASP.NET Core;Blazor;Django;FastAPI;Flask;Node.js;React;Spring Boot
ASP.NET Core;Django;FastAPI;React;Spring Boot
ASP.NET Core;Django;FastAPI;React;Spring Boot
NA NA
Yes
Claude Code;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Visual Studio;Visual Studio Code;VSCodium;WebStorm
Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio;Visual Studio Code
Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Google Gemini;Ollama;LangGraph
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Fedora
Windows;Linux (non-WSL)
Confluence;Jira;Obsidian
Confluence;Jira;Obsidian
Confluence;Jira;Obsidian
NA NA
GitHub (public projects, not private repos);YouTube
Discord;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
GitHub (public projects, not private repos);YouTube
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;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
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Testing code
Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Partially
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations
Vector databases for AI applications;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI ...
null
ChromaDB;pgvector
null
Ollama;Semantic Kernel;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 have ethical or security concerns about code
Planning, architectural knowledge and critical thinking
43,139
6
23,452
23,453
I am a developer by profession
45-54 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,453
23,454
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
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
23,454
23,455
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
40
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
23,455
23,456
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
23,456
23,457
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 (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Colleague or on-the-job training
12
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
23,457
23,458
I am a developer by profession
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
48
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)
27
Developer, desktop or enterprise applications
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,458
23,459
I code primarily as a hobby
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (part-time)
65
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Blogs or podcasts;School (i.e., University, College, etc);Other (please specify):
No, I didn't spend time learning in the past year
null
20
Student
null
null
null
null
Work
Robust and complete API NA
Inefficient or time-costly NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
20
50
United States of America
USD United States dollar
1,000
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
Writing code;Learning new concepts or technologies
Project planning;Debugging or fixing code
Committing and reviewing code;Other (write in):
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Testing code;Search for answers;Creating or maintaining documentation
I haven’t encountered any problems
No
Yes, I use AI agents at work daily
Yes, somewhat
Decision intelligence;Cybersecurity
Language processing;MCP servers
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
1,000
null
23,459
23,460
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Books / Physical media
15
Data engineer
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
6
1
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
86,000
Yes
Go;Python
Rust
null
NA NA
Yes
MongoDB;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Make;Microsoft Azure;npm;Pip;Poetry
null
null
uv NA
Yes
FastAPI;Flask
null
null
Go NA
Yes
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 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 distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No, I don't view my usage of AI as vibe coding as I give highly targeted prompts and have some rough idea of what I want, I only use it to speed up development
Yes, I use AI agents at work weekly
Not at all or minimally
Data and analytics
Vector databases for AI applications
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
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
Mongo vector database
Ollama;LangChain;Smolagents
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
Understanding of core fundamentals, not sure how you can judge output otherwise
117,082
2
23,460
23,461
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts
3
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,461
23,462
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
2
AI/ML engineer
null
null
null
null
School
Easy-to-use API NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
Assembly;Bash/Shell (all shells);C++;HTML/CSS;Java;MATLAB;Python;Visual Basic (.Net)
Go;R;SQL
null
NA NA
Yes
SQLite
BigQuery;Cosmos DB;Microsoft SQL Server;MySQL
null
NA NA
Yes
Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;Kubernetes;Microsoft Azure
Docker;Google Cloud;Kubernetes;Microsoft Azure
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows;Android
Windows
GitHub;Google Colab
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
null
null
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Committing and reviewing code
Debugging or fixing code
Predictive analytics;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Testing code
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Data and analytics
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,462
23,463
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
36
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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
34
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Healthcare
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
7
1
United States of America
USD United States dollar
180,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;TypeScript
NA NA
Yes
MongoDB;Snowflake;SQLite
Clickhouse
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery;Vue.js
Angular;ASP.NET Core;Blazor
Angular;ASP.NET Core;Blazor
NA NA
Yes
Cursor;Visual Studio;Visual Studio Code;Windsurf
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Markdown File
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;LinkedIn
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
null
Other (write in): Find an answer
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
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;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers
null
null
Other (write in):
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
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
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Domain knowledge
180,000
7
23,463
23,464
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
8
Data engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,464
23,465
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
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);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);Blogs or podcasts
18
Data scientist
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
null
Transportation, or Supply Chain
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
Chile
CLP Chilean peso
null
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
BigQuery;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL
Redis;Supabase
null
NA NA
Yes
APT;Composer;Docker;Google Cloud;Homebrew;Microsoft Azure;MSBuild;New Relic;npm;NuGet;Pip;pnpm
Cloudflare;Firebase;Kubernetes;Netlify;Supabase;Vercel;Vite
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Astro;FastAPI;React;Svelte
Astro;FastAPI;Next.js;React;Svelte
Astro;FastAPI;React;Svelte
NA NA
Yes
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code;Windsurf
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code;Windsurf
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;Ollama
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;Ollama
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL)
MacOS;Android;Windows Subsystem for Linux (WSL);Arch
Azure Devops;GitHub;Google Colab;Google Workspace;Jira;Markdown File;Notion
Azure Devops;GitHub;Google Colab;Markdown File;Notion;Trello
Azure Devops;GitHub;Google Colab;Markdown File;Notion
NA NA
Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Discord;Twitch
null
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI Reasoning models;X Grok models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
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;Predictive analytics;Generating content or synthetic data
null
null
Testing code;Committing and reviewing code
Learning about a codebase;Writing code;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
Language processing;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have 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 helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
23,465
23,466
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Games or coding challenges;School (i.e., University, College, etc...
No, I didn't spend time learning in the past year
null
null
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,466
23,467
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
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
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
7
Engineering manager
null
null
null
No
Work
Reputation for quality NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
10
3
Greece
EUR European Euro
32,000
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
Unfavorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Testing code;Committing and reviewing code
Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
I am experimenting with it
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,125
null
23,467
23,468
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Academic researcher
500 to 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
23,468
23,469
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
11
Developer, front-end
20 to 99 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
Costs are manageable 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
23,469
23,470
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Coding Bootcamp;Books / Physical media
null
Developer, full-stack
null
null
null
null
Work
null
null
null
null
Yes
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
23,470
23,471
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
5
Academic researcher
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
23,471
23,472
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Attending school (part-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
null
Cybersecurity or InfoSec professional
null
null
null
No
Personal Project
Customizable and manageable codebase NA
Prohibitive pricing NA
Media & Advertising Services
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Spain
EUR European Euro
null
Yes
HTML/CSS;JavaScript;PHP;PowerShell;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;PowerShell;Python;SQL
HTML/CSS;JavaScript;PHP;PowerShell;SQL
NA NA
Yes
BigQuery;MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
BigQuery;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL
BigQuery;MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
NA NA
null
Amazon Web Services (AWS);Google Cloud;Microsoft Azure
Amazon Web Services (AWS);Chocolatey;Google Cloud;Kubernetes;Microsoft Azure
Amazon Web Services (AWS);Google Cloud;Microsoft Azure
NA NA
Yes
Drupal;Laravel;Node.js;WordPress
Angular;AngularJS;Drupal;Laravel;Node.js;WordPress
Drupal;Laravel;Node.js;WordPress
NA NA
null
Eclipse;Visual Studio;Visual Studio Code
Eclipse;Notepad++;PhpStorm;Visual Studio;Visual Studio Code
Eclipse;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Android;Debian;Linux (non-WSL)
Windows;Ubuntu;Red Hat
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Trello;Wikis
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Stack Overflow for Teams;Trello;Wikis
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Trello;Wikis
NA NA
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
NA NA
Yes
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Bookmark posts to look at later NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Very favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers;Other (write in):
null
null
null
null
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
23,472
23,473
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
23
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
23
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Lack of or sub-par API NA
Retail and Consumer Services
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Cyprus
EUR European Euro
140,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Writing code;Debugging or fixing code
null
Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite
no, it is not
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
IT operations
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices
Architecture design, code optimization
162,421
9
23,473
23,474
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Not employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp;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
15
Developer, full-stack
null
null
null
null
Personal Project
Costs are manageable NA
Security or privacy concerns NA
null
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
5
5
Uruguay
CAD Canadian dollar
81,600
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL;SQLite
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);npm;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;npm;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);npm;pnpm;Vite;Webpack;Yarn
NA NA
Yes
Express;Node.js;React
Express;Next.js;Node.js;React
Express;Node.js;React
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira
Confluence;GitHub;Jira;Monday.com;Notion;Trello
Confluence;GitHub;Jira
NA NA
Stack Overflow;LinkedIn
Stack Overflow;Discord;Bluesky
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Answer a question NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Predictive analytics
null
I don’t use AI tools regularly
Not at all.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Analyse customer needs, test and debug code, deploy to prod.
59,534
7
23,474
23,475
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
Books / Physical media
No, I didn't spend time learning in the past year
null
15
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable 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
23,475
23,476
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
Attending school (part-time)
null
null
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,476
23,477
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
20
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
23,477
23,478
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
null
Developer, mobile
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,478
23,479
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.)
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 as 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
23,479
23,480
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, 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);Videos (not associated with specific online course or certification);Colleague or on-the-job training;School (i.e., University, College, etc)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,480
23,481
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
No, I didn't spend time learning in the past year
null
12
Developer, back-end
20 to 99 employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
null
India
INR Indian rupee
3,400,000
Yes
Java;Python;SQL
Go
null
NA NA
Yes
Dynamodb;Elasticsearch;IBM DB2;MongoDB;Oracle;PostgreSQL
Cassandra;Redis;Snowflake
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Gradle;Kubernetes;Poetry
npm;Pip;Prometheus;Terraform
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;Sublime Text;Vim;Visual Studio Code
Cursor
null
NA NA
null
null
null
null
null
Windows;Ubuntu
null
Clickup;Confluence;GitHub;Google Workspace;Obsidian
null
null
NA NA
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
null
null
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Deployment and monitoring
Project planning;Committing and reviewing code
Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
39,521
6
23,481
23,482
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
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools 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);Online Courses or Certification (includes all media types)
11
Architect, software or solutions
20 to 99 employees
null
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
23,482
23,483
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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
20
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
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
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
4
Portugal
EUR European Euro
42,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Learning new concepts or technologies
null
Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
partially
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
AI agents have reduced the time spent on specific development tasks.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
48,726
8
23,483
23,484
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
4
Developer, full-stack
10,000 or more employees
People manager
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
5
5
India
INR Indian rupee
1,000,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
ReactJS ReactJS
Yes
Cosmos DB;Microsoft SQL Server;PostgreSQL;Redis
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Google Cloud;Microsoft Azure;npm;NuGet
Microsoft Azure;npm;NuGet
Microsoft Azure;npm;NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Notepad++;Sublime Text;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu
Windows
GitHub;GitLab;Jira;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;X;YouTube;LinkedIn
Stack Overflow;X;YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
A few times per week
Videos;Coding challenges;Chat (bot/AI)
Answer a question NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;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
Deployment and monitoring
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, to a great extent
IT operations;Cybersecurity
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
Redis
null
null
null
New Relic
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Lovable.dev
null
When I want to fully understand something
null
11,624
9
23,484
23,485
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
19
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,485
23,486
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
null
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
23,486
23,487
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)
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
12
Developer, back-end
20 to 99 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
23,487
23,488
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
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
14
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
AI integration or AI Agent capabilities NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,488
23,489
I am learning to code
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
1
Yes, I am new to coding or currently a student
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)
1
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Poor usability NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
China
CNY Chinese Yuan Renminbi
100,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Highly trust
Bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation
Agent/multi-agent orchestration;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
13,929
null
23,489
23,490
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
20
Developer, back-end
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
23,490
23,491
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
Engaged in paid work (less than 10 hours per week)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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)
22
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Working with new technologies and tools NA
No
I have strongly considered changing my career and/or the industry I work in
4
6
Chile
CLP Chilean peso
null
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
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Neutral
About half of the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
23,491
23,492
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
null
null
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
23,492
23,493
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (10-19 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Games or coding challenges
No, I didn't spend time learning in the past year
null
25
Academic researcher
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,493
23,494
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
35
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
40
Engineering manager
20 to 99 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
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
23,494
23,495
I am a developer by profession
55-64 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
null
null
null
Government
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
null
Greece
EUR European Euro
32,000
Yes
C#;HTML/CSS;JavaScript;SQL;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
null
null
null
NA NA
null
ASP.NET;ASP.NET Core;jQuery
Angular;AngularJS;ASP.NET;ASP.NET Core;jQuery;React
ASP.NET;ASP.NET Core;jQuery
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Jira
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, and I don't plan to
Unsure
Highly 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
37,125
0
23,495
23,496
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);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);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Books / Physical media
3
Developer, AI apps or physical AI
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Healthcare
Expert mentors NA
No
I have transitioned into a new career and/or industry voluntarily
28
8
India
INR Indian rupee
null
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Cosmos DB;Databricks SQL;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Docker;Heroku
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase...
Amazon Web Services (AWS);Docker;Heroku
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Express;Next.js;Node.js;React;Vue.js
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
AngularJS;ASP.NET;ASP.NET Core;Express;Next.js;Node.js;React;Vue.js
NA NA
Yes
Cursor;Notepad++;Visual Studio;Visual Studio Code;VSCodium;Windsurf
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Cursor;Notepad++;Visual Studio;Visual Studio Code;VSCodium;Windsurf
NA NA
.NET 8 or higher;Tailwind CSS 4;hostinger;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
.NET 8 or higher;Tailwind CSS 4;hostinger;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);iPadOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Microsoft Planner;Stack Overflow for Teams
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Microsoft Planner;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;Dev.to;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI ...
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);op...
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI ...
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
might be or might be not
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
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;Fireproof;LanceDB;Letta;Neo4j;Qdrant;GitHub MCP Server;ChromaDB;supabase;pgvector;Milvus;Weaviate;Pinecone;Zep;LangMem;mem0
null
null
null
null
null
null
null
null
null
null
10
23,496
23,497
I am a developer by profession
45-54 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
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23,497
23,498
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
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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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23,498
23,499
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
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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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23,499
23,500
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
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40
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
People manager
In-person
No
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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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