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42,300
42,301
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
23
Other (please specify):
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Other (please specify): closed source
Other:
null
No
I have neither consider or transitioned into a new career or industry
1
2
Greece
EUR European Euro
15,000
Yes
Bash/Shell (all shells);JavaScript;Python;Rust
JavaScript;Python;Rust
JavaScript;Python;Rust
NA haskell
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Debian
Windows;Debian
GitLab
GitLab
GitLab
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Less than once per month or monthly
null
Answer a question NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Search for answers
null
null
I don’t use AI tools regularly
Not really, did a test once but I just ended up writing the thing on my own
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something
Algorithm design, general problem solving skills
17,402
null
42,301
42,302
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Engaged in paid work (20-29 hours per week)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
3
Developer, back-end
100 to 499 employees
null
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Computer Systems Design and Services
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
2
4
India
INR Indian rupee
500,000
null
Bash/Shell (all shells);C++;Go;Java;JavaScript;PowerShell;Python;SQL
Go;Java;JavaScript;Python
Go;Java;JavaScript;Python
NA NA
Yes
MongoDB;MySQL;PostgreSQL
MongoDB
MongoDB
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);Netlify;npm;Vercel;Vite
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Netlify;npm;Supabase;Vercel;Vite
Amazon Web Services (AWS);Docker;Netlify;npm;Vercel;Vite
NA NA
Yes
Django;Express;FastAPI;Next.js;Node.js;React
Django;Express;FastAPI;Node.js;React
Django;Express;FastAPI;Node.js;React
NA NA
Yes
Cursor;Visual Studio
Cursor;Visual Studio
Cursor;Visual Studio
NA NA
Tailwind CSS 4;Large Language Model;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG;Shadcn/ui;LangGraph
Tailwind CSS 4;Large Language Model;Shadcn/ui
null
null
Ubuntu;Android;Debian
Ubuntu;Debian
Notion
Azure Devops;Notion
Notion
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Not sure/can't remember
A few times per month or weekly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
null
Deployment and monitoring
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
Vector databases for AI applications;MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
CrewAI;LangChain;Zapier
null
null
null
ChatGPT;v0.dev;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
solving and architecutirng system which is highly scalable and which fulfills requirements of custromer and which is customized for that needs
5,812
7
42,302
42,303
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Transitioning to retirement (gradually reducing work hours);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
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
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);Stack Overflow or Stack Exchange
37
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
10
8
Hungary
HUF Hungarian forint
11,000,000
Yes
Assembly;Bash/Shell (all shells);C#;Dart;HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;Dart;HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C#;Dart;HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;Firebase Realtime Database;MariaDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Cargo;Composer;Docker;Gradle;MSBuild;npm
Cargo;Composer;Digital Ocean;Docker;Gradle;MSBuild;npm
Cargo;Composer;Docker;Gradle;MSBuild;npm
NA NA
Yes
jQuery;Laravel;Symfony
jQuery;Laravel;Symfony
jQuery;Laravel;Symfony
NA Actix
Yes
Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;RustRover;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Android;Linux (non-WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Markdown File;Obsidian
GitHub;GitLab;Jira;Obsidian
GitHub;GitLab;Jira;Obsidian
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code
null
null
AI solutions that are almost right, but not quite
no. i use it to generate helloworld level programs to learn something new, but it sometimes works, sometimes doesn't.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Google Gemini;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I 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
complex system design
31,808
7
42,303
42,304
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
27
Senior executive (C-suite, VP, etc.)
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Media & Advertising Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,304
42,305
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
50
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
5
Developer, game or graphics
null
null
null
null
School
Connected to an open-source project NA
Lack of or sub-par API NA
null
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C#;GDScript;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;PowerShell;Python;Rust;SQL;TypeScript;Zig
Assembly;C;Elixir;Go;Lisp;Lua;OCaml;Python;SQL;Zig;Gleam
C;Go;Lua;Python;SQL;Zig
NA NA
Yes
Cassandra;MariaDB;Microsoft SQL Server;MongoDB;MySQL;SQLite;Pocketbase
Cassandra;MariaDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cassandra;MariaDB;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Chocolatey;Cloudflare;Docker;Gradle;Make;Maven (build tool);MSBuild;Ninja;npm;NuGet;Pacman;Pip;Supabase;Vercel
Ansible;Cargo;Cloudflare;Make;Pacman;Supabase;Vercel
Cargo;Cloudflare;Make;Pacman;Supabase;Vercel
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery;Next.js;Node.js;React
Angular;Next.js;React;Svelte
Next.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Neovim;Rider;RustRover;Vim;Visual Studio;Visual Studio Code
Neovim;Vim
Neovim;Vim
NA NA
.NET 8 or higher;Large Language Model;Shadcn/ui;uv
.NET 8 or higher;Large Language Model;Shadcn/ui;uv
.NET 8 or higher;Large Language Model;Shadcn/ui;uv
null
null
Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
null
No, not at all
More than half the time
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Bad at handling complex tasks
Documenting code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Predictive analytics;Creating or maintaining documentation
Project planning;Testing code;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers;Other (write in):
null
AI solutions that are almost right, but not quite;I haven’t encountered any problems
yes
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has significantly changed due to non-AI factors
Software engineering;IT operations
Language processing;Vector databases for AI applications
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
42,305
42,306
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)
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 for my personal curiosity and/or hobbies
null
13
Developer, game or graphics
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Other (please specify): Any use of AI
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
4
Czech Republic
CZK Czech koruna
850,000
Yes
C#;C++;HTML/CSS;JavaScript;Python;TypeScript
C#;Python;Rust;TypeScript
C#;Python;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Node.js;Svelte
ASP.NET Core;Node.js;Svelte
ASP.NET Core;Node.js;Svelte
NA NA
Yes
Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Debian
Airtable;GitHub;GitLab
Airtable;GitHub;GitLab
Airtable;GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Writing actually working code
39,785
8
42,306
42,307
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
null
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
35
Developer, back-end
null
null
null
No
Work
Costs are manageable NA
Ethical concerns NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Sweden
SEK Swedish krona
null
Yes
Bash/Shell (all shells);Perl;Python;SQL;TypeScript
Bash/Shell (all shells);Perl;SQL;TypeScript
Bash/Shell (all shells);Perl;SQL;TypeScript
NA NA
Yes
InfluxDB;MySQL;Oracle;PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Homebrew;Kubernetes;Make;Maven (build tool);Pip;Podman
Amazon Web Services (AWS);Ansible;APT;Homebrew;Kubernetes;Make;Maven (build tool);Pip;Podman
Amazon Web Services (AWS);Ansible;APT;Homebrew;Kubernetes;Make;Maven (build tool);Pip;Podman
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Debian;Linux (non-WSL)
Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat
GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
Other (write in): Reading respoonses
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
All
null
8
42,307
42,308
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;Blogs or podcasts
15
Developer, front-end
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
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
null
null
Canada
USD United States dollar
145,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite;Supabase
MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Netlify;npm;pnpm;Vercel;Vite
Amazon Web Services (AWS);Netlify;npm;pnpm;Vercel;Vite
Amazon Web Services (AWS);Netlify;npm;pnpm;Vercel;Vite
NA NA
Yes
Astro;Node.js;React
Astro;Node.js;Svelte
Astro;Node.js
Solidjs Solidjs
Yes
Cursor;Lovable.dev;Visual Studio Code
Cursor
Cursor
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
MacOS
MacOS
Asana;Confluence;GitHub;Jira
GitHub;Linear
GitHub
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Bluesky;X
Discord;Dev.to;GitHub (public projects, not private repos);Bluesky
Discord;Dev.to;GitHub (public projects, not private repos);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
NA NA
No
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos
Browse content related to Q&A posts I recently viewed NA
No, not at all
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Search for answers
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Testing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
Sentry
null
ChatGPT;v0.dev;Lovable.dev
null
When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem
debugging
145,000
8
42,308
42,309
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.)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Books / Physical media
25
Developer, front-end
1,000 to 4,999 employees
People manager
Remote
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Media & Advertising Services
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
192,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;PHP;SQL;TypeScript
Python;Rust
null
NA NA
Yes
MariaDB;MySQL
Snowflake
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Homebrew;New Relic;npm;Pip;pnpm;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
jQuery;Laravel;Node.js;React;WordPress
NestJS
null
NA NA
Yes
Visual Studio Code
Claude Code;Cursor
null
Sourcegraph (Cody) NA
Tailwind CSS 4
null
null
null
null
MacOS;iOS
MacOS
Confluence;GitHub;Jira;Miro;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium;Company-sponsored forums
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Creating or maintaining documentation
null
Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No and I am too old for this shit.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
192,000
9
42,309
42,310
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.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
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
42,310
42,311
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
8
Student
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
7
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C;C++;Java;Kotlin;PowerShell;Python;R;SQL;Swift
Kotlin;Rust;SQL;Swift;Mojo
Kotlin;SQL;Swift
NA NA
No
null
null
null
NA NA
Yes
Docker;Gradle;Maven (build tool)
Docker;Gradle;Maven (build tool)
Docker;Gradle;Maven (build tool)
NA NA
null
null
null
null
NA NA
Yes
Aider;Android Studio;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio;Xcode;Zed
Android Studio;Claude Code;Cursor;IntelliJ IDEA;Visual Studio;Xcode
Android Studio;Claude Code;Cursor;IntelliJ IDEA;Visual Studio;Xcode
NA NA
Large Language Model;SwiftData;Ollama
Large Language Model;SwiftData;Ollama
Large Language Model;SwiftData;Ollama
null
null
MacOS;iOS;iPadOS
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS
GitHub;Markdown File
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;X;Kaggle;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;X;Kaggle;YouTube;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers
Predictive analytics
Deployment and monitoring;Learning new concepts or technologies
null
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
null
42,311
42,312
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,312
42,313
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
11
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
26
Founder, technology or otherwise
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API 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
42,313
42,314
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
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;Stack Overflow or Stack Exchange
20
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
15
5
Germany
EUR European Euro
67,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;PowerShell;SQL;Swift;TypeScript
null
null
Objective-C NA
Yes
Elasticsearch;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
null
null
Pinecone NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Gradle;Homebrew;Maven (build tool);npm;Podman;Terraform
Amazon Web Services (AWS);Datadog;Docker;Gradle;Homebrew;Maven (build tool);npm;Podman;Terraform
Amazon Web Services (AWS);Datadog;Docker;Gradle;Homebrew;Maven (build tool);npm;Podman;Terraform
NA NA
Yes
Angular;Node.js;Spring Boot
Angular;Node.js;React;Spring Boot
Angular;Node.js;Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code;WebStorm;Xcode
IntelliJ IDEA;Notepad++;Visual Studio Code;WebStorm
IntelliJ IDEA;Notepad++;Visual Studio Code;WebStorm
NA NA
Large Language Model;RAG
Large Language Model;RAG
Large Language Model;RAG
Langchain, Langchain4J
Langchain, Langchain4J
Windows;MacOS;Android;iOS
Windows;MacOS;iOS
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
null
Answer a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Search for answers
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
I'm glad that its not part of my professional development work
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Decision intelligence;IT operations
Vector databases for AI applications;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
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 need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Debugging complex problems, intuition
77,730
7
42,314
42,315
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
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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;Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
10
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
10
8
Italy
EUR European Euro
null
Yes
HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript
null
null
NA NA
Yes
Firebase Realtime Database;Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;FastAPI;Flask;Next.js;Node.js;React
null
null
NA NA
Yes
Android Studio;Visual Studio Code;WebStorm
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
Windows
Windows
Clickup;GitHub;Obsidian
null
null
NA NA
Stack Overflow;Discord;Reddit;YouTube;LinkedIn
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Upvote/Downvote Q&A posts NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Testing code;Search for answers;Learning new concepts or technologies
Predictive analytics
Generating content or synthetic data
Learning about a codebase;Project planning;Committing and reviewing code
Documenting code;Debugging or fixing code;Deployment and monitoring;Creating or maintaining documentation
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
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 need help fixing complex or unfamiliar code
Quality assurance
null
8
42,315
42,316
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.);Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
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);Blogs or podcasts
24
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Media & Advertising Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Austria
EUR European Euro
40,000
Yes
Bash/Shell (all shells);C#;Java;Rust;SQL
Bash/Shell (all shells);Rust;SQL
Bash/Shell (all shells);Rust;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;PostgreSQL
MariaDB;Microsoft SQL Server;PostgreSQL
MariaDB;Microsoft SQL Server;PostgreSQL
VictoriaMetrics VictoriaMetrics
Yes
Amazon Web Services (AWS);Docker;Podman
Amazon Web Services (AWS);Docker;Podman
Amazon Web Services (AWS);Docker;Podman
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code;VSCodium
VSCodium
VSCodium
Kate Kate
null
null
null
null
null
Ubuntu;Android;Debian;Linux (non-WSL);Arch
Windows;Android;Windows Subsystem for Linux (WSL);Debian
GitLab;Jira;Markdown File
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
null
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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
null
null
null
null
null
null
null
null
null
null
46,406
6
42,316
42,317
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,317
42,318
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
12
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Retail and Consumer Services
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
Netherlands
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Rust;Zig
Assembly;C;C++;Rust;Zig
Assembly;C;C++;Rust;Zig
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Visual Studio Code;VSCodium
Neovim;Visual Studio Code;VSCodium
Neovim;Visual Studio Code;VSCodium
NA NA
c++23;uv
c++23;uv
c++23;uv
null
null
Ubuntu;Linux (non-WSL);Fedora
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira
Confluence;Jira
Confluence;Jira
gerrit gerrit
Stack Overflow;Hacker News;LinkedIn
Hacker News;LinkedIn
Hacker News;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Mistral AI models
Mistral AI models
Mistral AI models
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people)
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
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Documenting code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Writing code;Deployment and monitoring;Generating content or synthetic data
Debugging or fixing code;Testing code;Predictive analytics
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Hardware knowledge
null
8
42,318
42,319
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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
24
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Customizable and manageable codebase NA
Ethical concerns NA
Healthcare
Control over the level of quality in projects NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
12
7
United States of America
USD United States dollar
200,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;R;Rust;Scala;SQL;TypeScript
C++
null
NA NA
Yes
PostgreSQL;Snowflake;SQLite
DuckDB;Elasticsearch;Redis
null
Lucene NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Maven (build tool);npm;Pip;Vite;Webpack
Kubernetes
null
NA NA
Yes
jQuery;Node.js;React
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
GitHub;Jira
null
null
BitBucket NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Testing code;Search for answers;Generating content or synthetic data
null
null
I don’t use AI tools regularly
My boss "vibe coded" a lot of code recently. I have been reviewing it, fixing bugs, and adding completely missing features. My boss did not review the generated code very well, resulting in a lot of wasted time.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
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
Ensuring specifications and generated code match user needs. Providing review.
200,000
2
42,319
42,320
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
1
Yes, I am new to coding or currently a student
School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Coding Bootcamp
1
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
42,320
42,321
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
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);Books / Physical media;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, full-stack
null
null
null
null
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
null
null
No
I have neither consider or transitioned into a new career or industry
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
42,321
42,322
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
14
Academic researcher
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Ethical concerns NA
Higher Education
null
I'm not sure
I have neither consider or transitioned into a new career or industry
5
3
Germany
EUR European Euro
54,000
Yes
HTML/CSS;JavaScript;PHP;R;TypeScript
GDScript;HTML/CSS;JavaScript;R;TypeScript
HTML/CSS;JavaScript;R;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vue.js
Drupal
null
NA NA
Yes
Visual Studio Code
Visual Studio Code;VSCodium
Visual Studio Code
NA NA
Pydantic
null
null
null
null
Windows
Windows
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
fediverse fediverse
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Writing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no. I would not understand the code.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding the problem domain, Long term maintainance
62,648
null
42,322
42,323
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
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
5
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Poor usability NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
3
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
35,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL
Go;HTML/CSS;JavaScript;Python;SQL
HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
BigQuery;Cloud Firestore;MySQL
MySQL;Supabase
MySQL
NA NA
Yes
Cloudflare;Docker;Firebase;Google Cloud;Microsoft Azure;Pip;pnpm;Vercel;Vite
Pip;pnpm;Vercel;Vite
Pip;pnpm;Vercel;Vite
NA NA
Yes
Express;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;React;WordPress
ASP.NET;Astro;jQuery;Next.js;Node.js;React
jQuery;Next.js;Node.js;React
NA NA
Yes
Notepad++;Visual Studio Code
Cursor;Notepad++;Vim;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;Google Gemini
Tailwind CSS 4
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;MacOS;Windows Subsystem for Linux (WSL)
Airtable;GitHub;Google Workspace;Jira;Miro;Trello
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Comment on Q&A posts 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;Predictive analytics;Creating or maintaining documentation
null
null
Project planning
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
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
Software engineering;Data and analytics
Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
Vertex AI
null
null
null
ChatGPT;GitHub Copilot
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
debug
47,650
6
42,323
42,324
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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Student
null
null
null
null
Personal Project
Costs are manageable NA
Ethical concerns Existence of AI features
null
Developing specialized expertise NA
Yes
I have neither consider or transitioned into a new career or industry
5
5
Germany
EUR European Euro
0
Yes
Assembly;HTML/CSS;Java;JavaScript;Lua;PHP;Rust
Assembly;HTML/CSS;Java;JavaScript;Lua;PHP;Rust;SQL
Assembly;HTML/CSS;Java;JavaScript;Lua;PHP;Rust
NA NA
Yes
null
null
null
NA NA
Yes
APT;Cargo;Cloudflare
APT;Cargo;Cloudflare
APT;Cargo;Cloudflare
WSL WSL
Yes
null
null
null
NA NA
Yes
Eclipse;Notepad++
Eclipse;Notepad++
Eclipse;Notepad++
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian
Windows;Windows Subsystem for Linux (WSL);Debian
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
null
Bookmark posts to look at later NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
AI solutions that are almost right, but not quite;Other (write in):
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.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Inventing algorithms and writing good code that actually works and is maintainable
null
10
42,324
42,325
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
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
20
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Healthcare
You like your manager NA
Yes
I have strongly considered changing my career and/or the industry I work in
8
6
United States of America
USD United States dollar
144,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL
Python;TypeScript
null
NA NA
Yes
Elasticsearch;IBM DB2;Microsoft SQL Server
Cosmos DB;Databricks SQL;PostgreSQL;Redis
null
NA NA
Yes
Chocolatey;Docker;Microsoft Azure;MSBuild;New Relic;npm;NuGet;Webpack
Composer;Microsoft Azure;MSBuild;New Relic;npm;NuGet;Webpack
Microsoft Azure;MSBuild;New Relic;npm;NuGet;Webpack
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Blazor;Node.js;Vue.js
ASP.NET;ASP.NET Core;Blazor;Vue.js
ASP.NET;ASP.NET Core;Blazor;Vue.js
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS;ChromeOS
Windows
Azure Devops;Confluence;GitHub;Google Workspace;Jira
Azure Devops;Confluence;GitHub;GitLab;Jira
Azure Devops;Confluence;GitHub;Jira
NA NA
Discord;Reddit;YouTube;LinkedIn
YouTube;LinkedIn
YouTube;LinkedIn
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code
Generating content or synthetic data
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite
Rarely
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Communication and planning
144,000
3
42,325
42,326
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
5
Data scientist
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Retail and Consumer Services
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Argentina
USD United States dollar
34
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34
null
42,326
42,327
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
19
Engineering manager
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
50
20
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
1,000,000
Yes
Bash/Shell (all shells);Dart;Elixir;Erlang;HTML/CSS;JavaScript;Kotlin;TypeScript
null
null
NA NA
Yes
Cloud Firestore;Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis
BigQuery;Databricks SQL;Neo4J;Snowflake;Clickhouse
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Firebase;Google Cloud;Heroku;Homebrew;Kubernetes;npm;pnpm;Terraform;Webpack;Yarn
null
null
NA NA
Yes
Express;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails
null
null
NA NA
Yes
Claude Code;Cursor;Vim;Visual Studio Code;Xcode
null
null
NA NA
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Google Gemini
null
null
null
null
MacOS;iOS;iPadOS
MacOS;iOS;Linux (non-WSL)
Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Notion
Airtable;Linear
null
NA NA
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Medium;Company-sponsored forums
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Message Boards;Direct messaging of users;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;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
I am testing it out for some use cases
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence
Multi-platform search enablement;Language processing;Integration with external agents and APIs
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Problem solving, communication, system design, domain modelling, debugging
1,361,415
null
42,327
42,328
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 (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);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
8
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,328
42,329
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
Caring for dependents (children, elderly, etc.)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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)
29
Senior executive (C-suite, VP, etc.)
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
10
15
Australia
AUD Australian dollar
400,000
Yes
C;C#;C++;GDScript;HTML/CSS;JavaScript;PowerShell;Rust;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman;Terraform;Vite;Webpack;Yarn
null
null
NA NA
Yes
ASP.NET Core;Blazor;Deno;Express;jQuery;Next.js;Node.js;React
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;VSCodium;Xcode
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
null
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Obsidian;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Documenting code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Project planning;Testing code
null
null
AI solutions that are almost right, but not quite
Vibe coding is not yet capable enough for complex projects
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
MCP servers
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
AI agents have accelerated my learning about new technologies or codebases.
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.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Ollama
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
T3.chat
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
Analyzing and understanding code in order to verify ai code
260,037
10
42,329
42,330
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
Volunteering (regularly);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);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
14
Student
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);C;C++;GDScript;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);GDScript;Go;HTML/CSS;Rust;SQL;TypeScript
Bash/Shell (all shells);GDScript;HTML/CSS;Rust;SQL;TypeScript
NA NA
Yes
MySQL;PostgreSQL;SQLite
InfluxDB;MariaDB;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
NA NA
Yes
Bun;Cargo;Cloudflare;Docker;Make;npm;Pip;pnpm;Vite;Webpack;Yarn
Bun;Cargo;Cloudflare;Docker;Pip;pnpm;Vite
Bun;Cargo;Cloudflare;Docker;Pip;pnpm;Vite
NA NA
Yes
Astro;Express;Next.js;Node.js;React;Svelte
Astro;Next.js;Node.js;React;Svelte
Astro;Next.js;Node.js;React;Svelte
NA NA
Yes
Nano;Neovim;Vim;Visual Studio Code
Visual Studio Code;Zed
Visual Studio Code
NA NA
c++23;Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Polars
Tailwind CSS 4
null
null
MacOS
MacOS;Ubuntu
GitHub;Markdown File;Trello
GitHub;GitLab;Linear;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles
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 monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
null
null
42,330
42,331
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
4
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Lack of AI or AI agents NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
Brazil
BRL Brazilian real
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Testing code;Deployment and monitoring;Predictive analytics
null
Debugging or fixing code
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works;I haven’t encountered any problems
No
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
null
AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
42,331
42,332
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
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
11
DevOps engineer or professional
100 to 499 employees
Individual contributor
Remote
No
null
null
null
Other:
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
42,332
42,333
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Engaged in paid work (20-29 hours per week)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,333
42,334
I work with developers or my work supports developers but am not 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
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)
20
Senior executive (C-suite, VP, etc.)
5,000 to 9,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
5
India
INR Indian rupee
10,000,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (bot/AI)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
116,240
null
42,334
42,335
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Books / Physical media;School (i.e., University, College, etc)
null
Other (please specify):
null
null
null
null
Work
null
null
null
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
null
null
null
Yes, somewhat
More than half the time
Yes, I use AI tools weekly
null
Highly trust
Very well at handling complex tasks
null
null
null
null
null
null
null
Yes, I use AI agents at work weekly
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
42,335
42,336
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
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
29
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
30
6
United States of America
USD United States dollar
210,000
Yes
Bash/Shell (all shells);C#;Elixir;Erlang;F#;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;PowerShell;Python;Ruby;Rust;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C#;Elixir;Erlang;F#;JavaScript;TypeScript;Gleam
Bash/Shell (all shells);C#;Elixir;Erlang;F#;JavaScript;TypeScript
NA NA
Yes
Cassandra;Cosmos DB;Dynamodb;Elasticsearch;InfluxDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
Dynamodb;PostgreSQL;Redis;SQLite
Dynamodb;PostgreSQL;Redis;SQLite
KurrentDB KurrentDB
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Homebrew;Kubernetes;Make;Microsoft Azure;MSBuild;New Relic;npm;NuGet;Pip;pnpm;Prometheus;Splunk;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Docker;Podman;Terraform
Amazon Web Services (AWS);APT;Docker;Terraform
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Blazor;Express;Next.js;Node.js;Phoenix;React;Ruby on Rails;Svelte;Vue.js;WordPress
ASP.NET Core;Deno;Phoenix
ASP.NET Core;Phoenix
NA NA
Yes
Claude Code;Cline and/or Roo;Cursor;Nano;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code
Neovim;Rider;Visual Studio;Visual Studio Code;Windsurf
Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Amazon Bedrock;Google Gemini
.NET 8 or higher;Amazon Bedrock
.NET 8 or higher;Amazon Bedrock
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian
GitHub;GitLab;Markdown File;Miro;Obsidian
GitHub;GitLab;Markdown File;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Chat (people);Long-form articles;Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Predictive analytics
null
Generating content or synthetic data
null
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Communication, Kindness
210,000
10
42,336
42,337
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Banking/Financial Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
8
2
Poland
PLN Polish zloty
200,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;Lisp;Lua;Python;SQL
null
null
Elisp NA
Yes
Elasticsearch;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
APT;Cloudflare;Docker;Homebrew;Kubernetes;Maven (build tool);Podman;Prometheus
Ansible;Google Cloud;Make;Terraform
null
NA NA
Yes
FastAPI
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
uv
null
null
null
MacOS;iOS;NixOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);NixOS
Confluence;GitHub
GitHub
GitHub
NA NA
Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Project planning;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Writing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data
Creating or maintaining documentation
null
Other (write in):
No, never
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Infrastructure, networking, storage systems
54,580
null
42,337
42,338
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system)
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)
4
System administrator
20 to 99 employees
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
42,338
42,339
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Attending school (part-time)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
12
Academic researcher
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Other (please specify): all of the options are treated equally, so I will sort them alphabetically
Software Development
null
No
I have neither consider or transitioned into a new career or industry
4
6
Netherlands
EUR European Euro
null
Yes
C++;Fortran;HTML/CSS;JavaScript;MicroPython;Python
MATLAB
null
NA NA
Yes
MySQL;Oracle;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud
null
null
NA NA
No
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
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Other (write in): all of the options equally, so I will sort these alphabetically
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
only for initial concepts to identify possible challenges/problems, and finally to verify code documentation
Yes, I use AI agents at work weekly
Not at all or minimally
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
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;Write in the most significant challenge if not listed above:
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
GitHub MCP Server
null
Martian
null
Galileo
null
ChatGPT;Perplexity
null
When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
know how to convey / transport knowledge to fellow peers
null
null
42,339
42,340
I am learning to code
45-54 years old
Some college/university study without earning a degree
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
30
Other (please specify):
null
null
null
null
Personal Project
Other (please specify): Intuition/inspiration
Other (please specify): Intuition/inspiration
null
null
No
I have transitioned into a new career and/or industry voluntarily
null
null
Belgium
EUR European Euro
null
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA Go; sql; docker; github;
Yes
Neovim;Notepad++;Visual Studio Code
Neovim
Neovim
NA NA
null
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
GitHub
GitHub;Obsidian
GitHub
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Writing code;Documenting code;Testing code;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 vibe coding so far.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Most of them actually. AI is not going to take over that easily, even in 3-5 years.
null
null
42,340
42,341
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
30
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
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
45
Database administrator or engineer
10,000 or more 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
42,341
42,342
I am a developer by profession
Prefer not to say
null
I prefer not to say
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other (please specify):
No, I didn't spend time learning in the past year
null
null
Other (please specify):
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
42,342
42,343
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
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
7
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
42,343
42,344
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am new to coding or currently a student
Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Games or coding challenges
1
Other (please specify):
Just me - I am a freelancer, sole proprietor, etc.
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
42,344
42,345
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,345
42,346
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
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;Stack Overflow or Stack Exchange;Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
AI/ML engineer
100 to 499 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Iceland
ISK Icelandic krona
12,240,000
Yes
Bash/Shell (all shells);PowerShell;Python;Rust
C;C++;Go;PowerShell;Python;Rust;Zig
PowerShell;Python;Rust
NA NA
Yes
PostgreSQL;Redis;SQLite
Dynamodb;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Pip
Amazon Web Services (AWS);Cargo;Docker;Make;Pip
Amazon Web Services (AWS);Cargo;Docker;Pip
Pants Pants, uv
Yes
FastAPI
Django
null
NA NA
Yes
Neovim;PyCharm;RustRover;Vim
Neovim;PyCharm;RustRover
Neovim;PyCharm;RustRover
NA NA
Pydantic
c++23;Polars;Amazon Bedrock;Pydantic;uv
Pydantic
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;Arch
Windows;Windows Subsystem for Linux (WSL)
Confluence;Google Workspace;Jira;Markdown File;Miro;Obsidian
Markdown File;Miro;Obsidian
Markdown File;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Testing code;Search for answers;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;Other (write in):
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Other Industry purpose (write in):
null
Write in the most significant benefit if not listed above.
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Same skills as today, except maybe more focus on the ability to scrutinise.
99,992
6
42,346
42,347
I am a developer by profession
25-34 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)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
6
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Lack of AI or AI agents NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have strongly considered changing my career and/or the industry I work in
1
3
Slovakia
EUR European Euro
48,000
Yes
HTML/CSS;JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Supabase
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Infrequently, less than once per year
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Logic games/puzzles;Direct messaging of users;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
No, not at all
More than half 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
55,687
9
42,347
42,348
I am learning to code
25-34 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
Product manager
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Poor usability NA
Retail and Consumer Services
null
null
I have neither consider or transitioned into a new career or industry
5
7
Brazil
BRL Brazilian real
null
null
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
Bbhg Não sei
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Less than once per month or monthly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Use discussion or chat feature NA
Not sure
I don't use AI or AI-enabled tools
No, but I plan to soon
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
null
Search for answers
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
I don’t use AI tools regularly
Não sei
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;I don’t think I’ll need help from people anymore
Não sei
null
null
42,348
42,349
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 (10-19 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
7
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Ethical concerns NA
Fintech
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Indonesia
IDR Indonesian rupiah
null
Yes
HTML/CSS;JavaScript;Python
HTML/CSS;JavaScript;Python
HTML/CSS;JavaScript;Python
NA NA
Yes
Dynamodb;Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite;Supabase
Elasticsearch;Firebase Realtime Database;PostgreSQL;Redis;SQLite;Supabase
Elasticsearch;Firebase Realtime Database;PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;npm;Pip;Poetry;Supabase;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;npm;Pip;Poetry;Supabase;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;npm;Pip;Poetry;Supabase;Yarn
NA NA
Yes
AngularJS;Django;FastAPI;Flask;Node.js;WordPress
Django;FastAPI;Flask;Node.js
Django;FastAPI;Flask;Node.js
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Vim;Visual Studio Code;Windsurf
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Vim;Visual Studio Code;Windsurf
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Vim;Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;Pydantic
Tailwind CSS 4;Pydantic
Tailwind CSS 4;Pydantic
null
null
MacOS
MacOS
GitHub;GitLab;Google Workspace;Notion;Trello
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work)
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work)
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
null
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
null
AI solutions that are almost right, but not quite
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Agent/multi-agent orchestration;Personalized agent creation
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;supabase
null
Ollama;LangChain;LangGraph
null
Sentry
null
ChatGPT;Replit
windsurf
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
pair-programming
null
10
42,349
42,350
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,350
42,351
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
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)
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 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)
40
Developer, embedded applications or devices
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
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
42,351
42,352
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
22
AI/ML engineer
I don’t know
Individual contributor
Remote
No
Work
Reliability and low latency NA
Poor usability NA
Software Development
Competitive pay and benefits Interesting tasks
Yes
I have somewhat considered changing my career and/or the industry I work in
12
4
Ukraine
UAH Ukrainian hryvnia
2,000,000
Yes
HTML/CSS;Python
HTML/CSS;JavaScript;Python;Rust
HTML/CSS;Python
NA NA
Yes
Neo4J;SQLite
Elasticsearch;Neo4J;Redis;SQLite
Neo4J;SQLite
NA NA
Yes
Docker;Make;Pip
Docker;Make;npm;Pip;Poetry;Vercel
Docker;Make;Pip
NA NA
Yes
FastAPI;Flask
FastAPI;Flask;Node.js;Svelte
FastAPI;Flask
NA NA
Yes
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
Large Language Model;Pydantic;RAG;Ollama;LangGraph
Pydantic;RAG
Pydantic;RAG
null
null
Ubuntu
Ubuntu
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
DeepSeek (V- General purpose models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
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.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
analytical thinking
47,932
10
42,352
42,353
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
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
42,353
42,354
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
10
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Inefficient or time-costly NA
Retail and Consumer Services
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
13
null
Brazil
BRL Brazilian real
162,428
Yes
JavaScript;PHP;SQL;TypeScript
Go;JavaScript;PHP;Python;SQL;TypeScript
JavaScript;PHP;SQL;TypeScript
NA NA
Yes
Elasticsearch;MySQL;SQLite
Elasticsearch;MySQL;Redis;SQLite
Elasticsearch;MySQL;SQLite
NA NA
Yes
Composer;Docker
Composer;Docker
Composer;Docker
NA NA
Yes
jQuery;Laravel;Vue.js
jQuery;Laravel;Vue.js
jQuery;Laravel;Vue.js
NA NA
Yes
Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Pop!_OS
Pop!_OS
GitHub;Jira;Notion
GitHub;Jira;Notion
GitHub;Jira;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Company-sponsored forums
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);X Grok models
Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, partly because I have not yet been able to adapt to using AI by passing all the necessary context so that it can code independently. But even when I do, I will still check out every modification and code it has generated.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,568
8
42,354
42,355
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools 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);Stack Overflow or Stack Exchange;Books / Physical media
30
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
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
42,355
42,356
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Engaged in paid work (20-29 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps;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
42,356
42,357
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.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
17
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API 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
42,357
42,358
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.);Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
13
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
15
8
Croatia
EUR European Euro
84,000
Yes
Bash/Shell (all shells);C#;Dart;HTML/CSS;JavaScript;Kotlin;Python;Scala;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL;Redis
Cassandra;Elasticsearch;Neo4J;Snowflake;Supabase;Clickhouse
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Chocolatey;Datadog;Docker;Gradle;Homebrew;Kubernetes;Make;MSBuild;NuGet;Pip;pnpm;Supabase;Terraform
Prometheus
null
NA NA
Yes
Angular;ASP.NET Core;FastAPI;Spring Boot
Flask
null
Drop wizard NA
Yes
Cursor;IntelliJ IDEA;PyCharm;Rider;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
Odoo;Amazon Bedrock
null
null
null
Windows;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu
Asana;GitHub;Miro;Notion
GitLab;Obsidian
null
NA NA
Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Direct messaging of users;Chat (bot/AI)
Answer a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Project planning;Predictive analytics
null
Committing and reviewing code;Deployment and monitoring
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing;Agent/multi-agent orchestration;MCP servers
AI agents have improved the quality of my code.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Understanding the problem and having a bigger picture what needs to be done. Also, fixing the shit AI is developed.
97,452
6
42,358
42,359
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
6
Developer, QA or test
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Insurance
null
No
I have strongly considered changing my career and/or the industry I work in
11
3
Romania
RON Romanian leu
null
Yes
Java;JavaScript;TypeScript
Java
Java
NA NA
Yes
MongoDB;MySQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Datadog;Docker;Gradle;npm;NuGet
Amazon Web Services (AWS);Chocolatey;Datadog;Docker
Amazon Web Services (AWS);Chocolatey;Datadog;Docker
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Notepad++;Visual Studio;Visual Studio Code;WebStorm
Claude Code;Notepad++;WebStorm
Claude Code;Notepad++;WebStorm
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code
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
null
null
Search for answers
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,359
42,360
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
In-person
No
Work
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
42,360
42,361
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
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
10
Developer, embedded applications or devices
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
42,361
42,362
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
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
14
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,362
42,363
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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
42,363
42,364
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above;Attending school (part-time)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;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
13
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
42,364
42,365
I code primarily as a hobby
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,365
42,366
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Other (please specify):
28
Developer, full-stack
I don’t know
Individual contributor
Remote
No
Work
Reputation for quality NA
Prohibitive pricing NA
Healthcare
Collaboration and support from a team NA
Yes
I have transitioned into a new career and/or industry involuntarily
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
42,366
42,367
I am a developer by profession
35-44 years old
null
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
25
Developer, back-end
100 to 499 employees
null
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Ethical concerns NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
20
15
Serbia
EUR European Euro
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python
Bash/Shell (all shells);GDScript;Go;HTML/CSS;JavaScript;Python;Zig
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python
NA NA
Yes
Cloud Firestore;PostgreSQL;Redis
PostgreSQL
PostgreSQL
NA NA
Yes
Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Make;Pip;Podman;Prometheus
Cloudflare;Digital Ocean;Docker;Make;Podman;Prometheus
Cloudflare;Digital Ocean;Docker;Make;Podman;Prometheus
NA NA
Yes
FastAPI;Flask
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Android;Debian;Linux (non-WSL)
MacOS;Android;Debian;Linux (non-WSL)
GitHub;Google Workspace;Jira;Markdown File;Notion
Markdown File
Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Hacker News
Stack Overflow;Stack Exchange;Hacker News
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Highly distrust
Very poor at handling complex tasks
Debugging or fixing code;Learning new concepts or technologies
Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
Learning about a codebase
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
3
42,367
42,368
I am not primarily a developer, but I write code sometimes as part of my work/studies
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
35
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
10
Architect, software or solutions
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
null
null
France
EUR European Euro
100,000
Yes
Python
null
null
FORTH NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Direct messaging of users
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Search for answers;Generating content or synthetic data
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Data and analytics
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
High level designe, system architecture
116,015
null
42,368
42,369
I am learning to code
25-34 years old
Some college/university study without earning a degree
Not employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
5
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Other (please specify):
null
null
null
null
Personal Project
Costs are manageable NA
Ethical concerns NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
17
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C++;Java;JavaScript;PowerShell;Python;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;Ruby;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C++;Java;JavaScript;PowerShell;Python;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
Eclipse;Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
Eclipse;Jupyter Notebook/JupyterLab;Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
Pulsar NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Windows;MacOS;Android;Linux (non-WSL)
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Debugging or fixing code;Predictive analytics;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Decision intelligence;Data and analytics;Customer service support
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
42,369
42,370
I used to be a developer by profession, but no longer am
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Retired
None of the above
31
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 for my personal curiosity and/or hobbies
null
38
Developer, desktop or enterprise applications
null
null
null
null
Work
Reputation for quality NA
Security or privacy concerns NA
null
null
null
null
null
2
United States of America
USD United States dollar
110,000
Yes
Bash/Shell (all shells);C#
C#
C#
NA NA
No
null
null
null
NA NA
Yes
NuGet
Microsoft Azure;NuGet
NuGet
NA NA
No
null
null
null
NA NA
Yes
Visual Studio
Android Studio;Visual Studio
Visual Studio
NA NA
.NET 8 or higher
null
null
null
null
Windows;Android
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Substack
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Testing code;Search for answers;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, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
110,000
null
42,370
42,371
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
30
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, front-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
2
2
United States of America
USD United States dollar
198,000
Yes
C#;C++;Python
null
null
NA NA
Yes
DuckDB;Elasticsearch;Microsoft SQL Server;Oracle;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;PyCharm;Visual Studio
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows
GitHub
null
null
NA NA
Stack Overflow
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
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
198,000
9
42,371
42,372
I used to be a developer by profession, but no longer am
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Retired
None of the above
42
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;Games or coding challenges;Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
42
Retired
null
null
null
null
Personal Project
Costs are manageable NA
null
null
null
null
null
null
2
United States of America
USD United States dollar
0
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;Python;SQL
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
jQuery
jQuery
jQuery
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;iOS
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Other (write in):
Other (write in): Find code to solve my current problem.
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
"vibe coding" is not coding. In regards to programming... you get what you pay for. In my opinion, "vibe coding" is one step below "India developer" coding.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Coding for the corner cases. I haven't seen AI generated code that checks for valid ranges, overflow, and data types in functions it provides.
null
null
42,372
42,373
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
25
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, front-end
500 to 999 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
United States of America
USD United States dollar
100,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Swift
Bash/Shell (all shells);C;C++;HTML/CSS;Swift
Bash/Shell (all shells);C;C++;HTML/CSS;Swift
Objective-C Objective-C
No
null
null
null
NA NA
Yes
null
null
null
TeamCity TeamCity
Yes
null
null
null
NA NA
No
null
null
null
NA NA
visionOS
null
null
null
null
MacOS;Android;iPadOS
MacOS;iOS;iPadOS
Jira
Jira
Jira
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
Absolutely not
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Being able to think for yourself
100,000
9
42,373
42,374
I used to be a developer by profession, but no longer am
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
None of the above
33
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;Blogs or podcasts
No, I didn't spend time learning in the past year
null
15
Project manager
null
null
null
null
Work
Connected to an open-source project NA
Security or privacy concerns NA
null
null
null
null
null
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Chat (bot/AI)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,374
42,375
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 (20-29 hours per week)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
30
Developer, full-stack
20 to 99 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Inefficient or time-costly NA
Retail and Consumer Services
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
8
8
France
EUR European Euro
96,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Rust;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Rust;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Rust;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Cargo;Cloudflare;Datadog;Docker;npm;Pacman;Yarn
Cargo;Datadog;Docker;npm;Pacman;Podman;Yarn
Cargo;Datadog;Docker;npm;Pacman;Yarn
NA NA
Yes
ASP.NET Core;Next.js;React;Axum
Next.js;React;Axum
Next.js;React;Axum
NA NA
No
null
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
null
null
Arch
Arch
GitHub;Jira;Markdown File;Notion
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Medium
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Discord;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Job board;Day-in-the-life profiles/interviews with experts
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
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers
Learning about a codebase;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data
Project planning
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Communication between humans, share practice with teamworker
111,374
8
42,375
42,376
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
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-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
13
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
4
2
Switzerland
USD United States dollar
null
Yes
Bash/Shell (all shells);C#;Java;Kotlin;Python;SQL
Rust;TypeScript
null
NA Q#
Yes
Cassandra;Dynamodb;Elasticsearch;H2;InfluxDB;MariaDB;MongoDB;MySQL;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Datadog;Docker;Gradle;Kubernetes;Maven (build tool);npm;Poetry;Prometheus;Terraform
null
null
NA NA
Yes
Spring Boot
Angular;Next.js;Node.js;Nuxt.js;React;Vue.js
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code
Claude Code;RustRover;WebStorm
null
NA NA
Ollama
Amazon Bedrock
null
null
null
Windows
Ubuntu
Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once per month or monthly
Direct messaging of users
Browse content related to Q&A posts I recently viewed NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Read the code
null
9
42,376
42,377
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
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
No, I didn't spend time learning in the past year
null
25
System administrator
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Inefficient or time-costly NA
Banking/Financial Services
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
2
2
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);JavaScript;PHP;Python;Ruby
Rust
null
NA NA
Yes
Elasticsearch;MariaDB;MySQL;PostgreSQL
null
null
NA NA
Yes
Ansible;Docker;Kubernetes;npm;Prometheus;Yarn
null
null
NA NA
Yes
jQuery;Laravel
Phoenix;Ruby on Rails
null
NA NA
Yes
Android Studio;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu
null
Confluence;GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
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
Chat (people);Long-form articles;Videos;Direct messaging of users;Other (write in):
Bookmark posts to look at later NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Testing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
42,377
42,378
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;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
1
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
42,378
42,379
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training
No, I didn't spend time learning in the past year
null
4
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
null
Software Development
You like your manager NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Greece
EUR European Euro
17,000
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;npm;Pip;Prometheus;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
Next.js;React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Debian
MacOS;Ubuntu
null
null
null
NA NA
Stack Overflow;YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
No
Daily or almost daily
Between 3 and 5 years
Less than once every 2 - 3 months
null
null
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
null
null
Debugging or fixing code
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need quick help troubleshooting
null
19,722
10
42,379
42,380
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
60
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;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
61
Architect, software or solutions
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
17
null
United States of America
USD United States dollar
145,000
Yes
Bash/Shell (all shells);C++;JavaScript;SQL;Swift
Bash/Shell (all shells);SQL;Swift
Bash/Shell (all shells);SQL;Swift
NA NA
Yes
SQLite
SQLite
SQLite
Helix NA
Yes
null
null
null
Swift Package Manager Swift Package Manager
No
null
null
null
NA NA
null
Xcode
Xcode
Xcode
Alex Sidebar Alex Sidebar
null
null
null
null
null
MacOS
MacOS
GitHub;Linear
GitHub;Linear
GitHub;Linear
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
null
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Highly distrust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
Nope.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Being able to produce groundbreaking code. AI is good for collecting ways other people have used code, but in a new situation, (new tools, hardware, or environment, etc.) when there is no experience for AI to draw on, we need real brains to do the analysis and implementation. Being able to produce useful library code; recognizing the need for reusable code and implementing it in a way that is widely useful.
145,000
10
42,380
42,381
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week);Engaged in paid work (10-19 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
10
Developer, full-stack
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Connected to an open-source project NA
Poor usability NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,381
42,382
I used to be a developer by profession, but no longer am
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
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
42,382
42,383
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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
AI/ML engineer
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
3
Canada
CAD Canadian dollar
76,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;SQLite
PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Docker;Google Cloud;Make;Microsoft Azure;npm;Pip;Vite
Amazon Web Services (AWS);APT;Chocolatey;Docker;Make;Microsoft Azure;npm;Pip;pnpm;Prometheus;Terraform;Vite
Amazon Web Services (AWS);APT;Chocolatey;Docker;Make;Microsoft Azure;npm;Pip;Vite
NA NA
Yes
Django;Express;Node.js;React
Express;FastAPI;Next.js;React
Express;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
c++23;Tailwind CSS 4;Large Language Model;Amazon Bedrock;RAG;Shadcn/ui
c++23;Tailwind CSS 4;Large Language Model;Amazon Bedrock;Pydantic;RAG;Shadcn/ui;LangGraph
c++23;Tailwind CSS 4;Large Language Model;Amazon Bedrock;RAG;Shadcn/ui
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Jira;Markdown File;Notion;Trello
GitLab;Jira;Notion
Jira;Notion
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Medium
NA NA
Yes
Cohere: Command A;openAI GPT (chatbot models)
Cohere: Command A;Meta Llama (all models);openAI GPT (chatbot models)
Cohere: Command A;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Coding challenges;Logic games/puzzles
Bookmark posts to look at later NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Debugging or fixing code;Committing and reviewing code
Testing code;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming
No, not at all
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
Language processing;Vector databases for AI applications
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem solving and critical thinking, low level understanding of programs
55,448
6
42,383
42,384
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
No, I didn't spend time learning in the past year
null
25
Data engineer
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Energy
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python;SQL
Jinja Jinja
Yes
Databricks SQL;DuckDB;Snowflake
Databricks SQL;Dynamodb;PostgreSQL
Databricks SQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Make;Pip;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Pip
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Emacs Emacs
null
null
null
null
null
MacOS
MacOS
Confluence;GitLab;Jira;Markdown File;Notion
GitHub;Markdown File;Notion
Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
A few times per month or weekly
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code
null
Predictive analytics
Debugging AI-generated code is more time-consuming;Other (write in):;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.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Debugging, creating meaningful architecture, building an API or structure based on real world needs rather than pattern recognition, understanding the why not just the how. AI is just pattern recognition but software engineering is more like understanding a problem and approaching it logically according to first principals, which I don't think current or near future AI can do.
null
8
42,384
42,385
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges
9
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Good brand and public image NA
Security or privacy concerns NA
Banking/Financial Services
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
4
United States of America
USD United States dollar
80,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Lua;Python;Rust;Swift;Zig
HTML/CSS;JavaScript;Python
NA NA
No
null
null
null
NA NA
Yes
Docker;Google Cloud;Kubernetes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes;Pacman;Supabase;Terraform;Vercel
Docker;Google Cloud;Kubernetes
NA NA
Yes
Express;Node.js
Django;Flask;Node.js
Node.js
NA HTMX
Yes
Visual Studio Code
Cursor;Neovim;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Jira
Jira;Obsidian
Jira
NA NA
Stack Overflow;Discord;Reddit;YouTube
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles
Bookmark posts to look at later NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No it isn't.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Debugging, best practices, software architecture, system design
80,000
5
42,385
42,386
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
26
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Good brand and public image NA
Inefficient or time-costly NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
3
2
United States of America
USD United States dollar
200,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Cosmos DB;Microsoft SQL Server;Redis
null
null
NA NA
Yes
Microsoft Azure;npm;NuGet;Pip
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Node.js;React
null
null
NA NA
Yes
Claude Code;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model;RAG;Google Gemini
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Markdown File;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Discord
null
null
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 Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
Project planning
null
null
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
I haven’t encountered any problems
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;Data and analytics;Customer service support
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
AutoGen (Microsoft)
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
I don’t think I’ll need help from people anymore
System design
200,000
10
42,386
42,387
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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);Stack Overflow or Stack Exchange
35
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
15
Germany
EUR European Euro
100,000
Yes
Bash/Shell (all shells);C;C++;Groovy;Java;JavaScript;Python;SQL
Bash/Shell (all shells);C;C++;Groovy;Java;JavaScript;Python;SQL
Bash/Shell (all shells);C;C++;Groovy;Java;JavaScript;Python;SQL
NA NA
Yes
MariaDB;SQLite
InfluxDB;MariaDB;SQLite
MariaDB;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Gradle;Maven (build tool);Ninja;npm
Docker;Google Cloud;Gradle;Maven (build tool)
Docker;Google Cloud;Gradle;Maven (build tool)
NA NA
Yes
Flask
Flask
Flask
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Ubuntu;Debian;Linux (non-WSL);Arch
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
About half of the time
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I don’t use AI tools regularly
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
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
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
Grafana + Prometheus
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
understanding the problem domain
116,015
7
42,387
42,388
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
20
DevOps engineer or professional
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
42,388
42,389
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
7
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Lack of AI or AI agents NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
2
2
Norway
NOK Norwegian krone
650,000
Yes
C#;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
C#;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Rust;SQL;TypeScript
C#;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
MongoDB;SQLite
SQLite
SQLite
NA NA
Yes
Cloudflare;Docker;npm;Pip;Vercel;Vite
Cloudflare;Docker;npm;Vercel;Vite
Cloudflare;Docker;npm;Vercel;Vite
NA NA
Yes
Django;Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
NA NA
No
null
null
null
NA NA
Shadcn/ui
Shadcn/ui;Ollama
Shadcn/ui
null
null
Windows;Windows Subsystem for Linux (WSL);iOS
Windows;Ubuntu
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring
Writing code;Predictive analytics
Project planning;Search for answers;Generating content or synthetic data
Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
null
64,238
null
42,389
42,390
I am learning to code
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
3
Yes, I am new to coding or currently a student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,390
42,391
I am learning to code
25-34 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);None of the above
5
Yes, I am new to coding or currently a student
Other (please specify):
No, I didn't spend time learning in the past year
null
1
Product manager
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reliability and low latency NA
Ethical concerns NA
Computer Systems Design and Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United Arab Emirates
AED United Arab Emirates dirham
20,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
null
null
null
null
Debugging AI-generated code is more time-consuming;I haven’t encountered any problems
null
Yes, I use AI agents at work monthly or infrequently
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Marketing
Personalized agent creation
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
The cost of using certain AI agent platforms is a barrier.
null
GitHub MCP Server
null
AutoGen (Microsoft);Llama Index;Amazon Bedrock Agents
null
null
null
Google Gemini;Microsoft Copilot;Replit;Perplexity
null
null
null
5,446
null
42,391
42,392
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
12
Cybersecurity or InfoSec professional
null
null
null
null
School
Connected to an open-source project NA
Prohibitive pricing No open-source
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
42,392
42,393
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;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
5
Developer, mobile
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
Software Development
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
2
India
INR Indian rupee
600,000
Yes
C#;Java;Kotlin;SQL
C;C#;Dart;Java;JavaScript;Rust;SQL;TypeScript
C#;Java;SQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Spring Boot
Express;NestJS;Next.js;Node.js;React;Spring Boot
Spring Boot
NA NA
Yes
Android Studio;Visual Studio;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
MacOS
GitHub
null
null
Bitbucket NA
Stack Overflow;Reddit;YouTube;Medium
Stack Overflow;Reddit;Hashnode;YouTube;Medium
Stack Overflow;Reddit;YouTube;Medium
4chan NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models);X Grok models
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Bookmark posts to look at later NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No, depends on the individual.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
null
null
null
null
null
null
null
null
null
null
Redis
null
null
null
null
null
null
null
null
null
6,974
4
42,393
42,394
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
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
20
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reliability and low latency I am not in position
Lack of or sub-par API I am not in position
Other:
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
5
2
Lithuania
EUR European Euro
60,000
Yes
C#;HTML/CSS;JavaScript;TypeScript
Python
null
NA NA
Yes
Microsoft SQL Server
Elasticsearch;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Nuxt.js;Vue.js
ASP.NET Core;Blazor;Nuxt.js;Vue.js
ASP.NET Core;Nuxt.js;Vue.js
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher
null
null
Windows
Windows
Redmine
Azure Devops;GitHub;GitLab;Stack Overflow for Teams
null
NA NA
Stack Overflow;Reddit
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code
Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite
I use only little snippets and functions from AI.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
69,609
8
42,394
42,395
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.)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
29
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable works well for task at hand
Outdated or obsolete technology or features NA
Manufacturing
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
8
5
India
INR Indian rupee
4,200,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;SQL;TypeScript;VBA
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PowerShell;Python
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;MariaDB;PostgreSQL;SQLite;Amazon Redshift
Dynamodb;Elasticsearch;MariaDB;PostgreSQL;SQLite;Amazon Redshift
Dynamodb;Elasticsearch;MariaDB;PostgreSQL;SQLite;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Firebase;Gradle;Maven (build tool);npm;Pip;Prometheus;Splunk;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Firebase;Gradle;Maven (build tool);npm;Pip;Prometheus;Splunk;Terraform;Vite
Amazon Web Services (AWS);Docker;Firebase;Gradle;Maven (build tool);npm;Pip;Prometheus;Splunk;Terraform;Vite
github actions NA
Yes
Drupal;Express;Flask;jQuery;Node.js;Spring Boot
null
null
vanilla js NA
Yes
Cursor;IntelliJ IDEA;PhpStorm;PyCharm;Visual Studio Code
null
null
NA NA
Large Language Model;Pydantic;RAG
Large Language Model;Pydantic;RAG
Large Language Model;Pydantic;RAG
null
null
Ubuntu;Android;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;Google Colab;Google Workspace;Jira;Miro;Redmine;Wikis
Confluence;GitHub;Google Colab;Google Workspace;Wikis
Confluence;GitHub;Google Colab;Google Workspace;Wikis
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Amazon Titan models;DeepSeek (V- General purpose models);openAI GPT (chatbot models);Reka (Flash 3 or other Reka models)
Amazon Titan models;openAI GPT (chatbot models);Reka (Flash 3 or other Reka models);X Grok models
Amazon Titan models;openAI GPT (chatbot models);Reka (Flash 3 or other Reka models)
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;Videos;Coding challenges;Logic games/puzzles;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 good search results in google
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very poor at handling complex tasks
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;Other (write in):
null
Project planning;Deployment and monitoring;Predictive analytics
null
null
Other (write in):
yes i use chatgpt a lot, pay them monthly USD 20 plus taxes, and I'm from India and its from my salary, but it helps a lot, for repetitive stuff and going thru logs, rewriting code, though sometimes AI fails miserably! and i end up cursing chatgpt!
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
LanceDB
null
Amazon Bedrock Agents;phidata
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Amazon Codewhisperer
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
understanding business problems. (2) knowing what to build and what to reuse in current code base (3) fixing infra and monitoring, analyzing trends
48,821
6
42,395
42,396
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Volunteering (regularly);Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
6
Developer, full-stack
null
null
null
null
Personal Project
Reputation for quality NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
10
10
Italy
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Fortran;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;PHP;PowerShell;Python;R;Ruby;Rust;Scala;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;Python;Rust;Scala;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;Python;Rust;Scala;SQL;TypeScript
NA NA
Yes
H2;MariaDB;MongoDB;MySQL;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Docker;Gradle;Make;Maven (build tool);Yarn
Docker;Gradle;Make;Maven (build tool);Yarn
Docker;Gradle;Make;Maven (build tool);Yarn
NA NA
Yes
AngularJS;ASP.NET;Astro;FastAPI;Flask;Laravel;Next.js;Node.js;React;Ruby on Rails;Spring Boot;Vue.js
FastAPI;Flask;Laravel;Next.js;Node.js;React;Spring Boot;Vue.js
FastAPI;Flask;Laravel;Next.js;Node.js;React;Spring Boot;Vue.js
NA NA
Yes
Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;Lovable.dev;PhpStorm;PyCharm;Rider;RustRover;Vim;Visual Studio;Visual Studio Code;WebStorm
Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;PhpStorm;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm
Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;PhpStorm;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm
NA NA
Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Doxygen;GitHub;Google Colab;Jira;Markdown File;Notion;Obsidian;Trello;YouTrack
Doxygen;GitHub;Google Colab;Jira;Markdown File;Notion;Obsidian;Trello;YouTrack
Doxygen;GitHub;Google Colab;Jira;Markdown File;Notion;Obsidian;Trello;YouTrack
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
A few times per month or weekly
Less than one year
A few times per month or weekly
Chat (people);Coding challenges;Direct messaging of users;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase
Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Debugging or fixing code;Search for answers
Project planning;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
I think it just mines down the skills of a developer. It's not useful at all, except in some rare occasions (like the docs part).
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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 reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
Ollama;OpenRouter;Smol-AGI;Smolagents
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Roo code (Roo-Cline);Tabnine;v0.dev;Cody
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
I think deep problem solving and systems design is a key skill to have as the years pass by. Also, the ability to learn and adapt as the tech world evolves is central.
null
null
42,396
42,397
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges
5
Developer, full-stack
100 to 499 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
Ethical concerns NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
Brazil
BRL Brazilian real
72,000
Yes
Go;HTML/CSS;Java;JavaScript;PHP;Python;Rust;SQL;TypeScript
C++;Go;HTML/CSS;JavaScript;Kotlin;Rust;SQL;TypeScript
Go;HTML/CSS;JavaScript;Rust;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Dynamodb;MongoDB;PostgreSQL;Redis
Cassandra;Dynamodb;Elasticsearch;PostgreSQL;Valkey
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Homebrew;npm;Pip;Prometheus;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;npm;Prometheus;Vercel;Vite;Yarn
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Google Cloud;Homebrew;npm;Prometheus;Vercel;Vite;Yarn
NA NA
Yes
Angular;AngularJS;Django;Express;jQuery;NestJS;Next.js;Node.js;React
Angular;Express;FastAPI;Fastify;NestJS;Next.js;Node.js;Vue.js
Angular;Express;NestJS;Next.js;Node.js
NA NA
Yes
Android Studio;Neovim;Visual Studio Code
Neovim;Visual Studio Code;WebStorm
Neovim;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Google Gemini;Ollama
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Google Gemini;Ollama
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Workspace;Markdown File;Notion;Obsidian
GitHub;Google Workspace;Markdown File;Notion
GitHub;Google Workspace;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;Medium
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Deployment and monitoring
null
null
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;IT operations;Marketing
Language processing;Vector databases for AI applications
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
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
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
pgvector;Weaviate
null
OpenRouter;Amazon Bedrock Agents
null
Sentry;Snyk;Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Devin AI;v0.dev
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
Problem solving
13,107
8
42,397
42,398
I am a developer by profession
18-24 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Games or coding challenges;School (i.e., University, College, etc)
2
Developer, back-end
Less than 20 employees
null
Remote
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
42,398
42,399
I used to be a developer by profession, but no longer am
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
21
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
37
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Other:
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
5
United States of America
USD United States dollar
240,000
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
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NA NA
null
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NA NA
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NA NA
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Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
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240,000
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42,399
42,400
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)
3
Yes, I am new to coding or currently a student
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
School (i.e., University, College, etc)
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NA NA
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NA NA
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NA NA
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NA NA
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NA NA
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NA NA
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NA NA
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NA NA
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