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22,800
22,801
I code primarily as a hobby
25-34 years old
Some college/university study without earning a degree
I prefer not to say
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Coding Bootcamp
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
UX, Research Ops or UI design professional
null
null
null
null
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
0
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Highly 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;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,801
22,802
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
13
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
null
null
null
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
5
5
India
USD United States dollar
null
Yes
C;Dart;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Dart;Go;SQL;TypeScript
Dart;Go;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite;Supabase
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
Deno;Express;jQuery;Next.js;Node.js;React
Astro;Deno;React;Svelte
Deno;React
NA NA
Yes
Android Studio;Claude Code;Notepad++;Visual Studio Code
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
hostinger
hostinger
hostinger
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Pop!_OS
Windows;Android
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;X;YouTube;Medium
Stack Overflow;Reddit;YouTube;Medium
Stack Overflow;Reddit;YouTube;Medium
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
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Creating or maintaining documentation
Deployment and monitoring
Writing code
Testing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
null
null
null
null
null
null
null
null
null
null
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
problem solving, marketing
null
4
22,802
22,803
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Transitioning to retirement (gradually reducing work hours)
42
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
42
Retired
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,803
22,804
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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);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
30
Developer, embedded applications or devices
Less than 20 employees
Individual contributor
In-person
No
Work
null
null
Computer Systems Design and Services
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
22,804
22,805
I am a developer by profession
18-24 years old
Other (please specify):
Employed
Engaged in paid work (less than 10 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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
7
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Mexico
MXN Mexican peso
null
Yes
Dart;HTML/CSS;Python;VBA
COBOL
null
NA NA
Yes
Firebase Realtime Database
Microsoft SQL Server;MySQL
null
NA NA
Yes
Firebase;Google Cloud
Cloudflare
null
NA NA
Yes
null
null
null
Flutter NA
Yes
Visual Studio Code
Claude Code
null
NA NA
Google Gemini
null
null
null
null
Windows
Windows
Asana;GitHub
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Discord;Reddit
null
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
X Grok models
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Deployment and monitoring;Predictive analytics
Testing code;Committing and reviewing code
Writing code;Debugging or fixing code
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Customer service support;Marketing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
22,805
22,806
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
null
30
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
40
Other (please specify):
null
null
null
No
Work
Other (please specify): Suitability for the need
Other (please specify): AI
Energy
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Lithuania
EUR European Euro
170,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;C++;GDScript;HTML/CSS;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;npm;NuGet;pnpm;Podman;Prometheus;Vite;Webpack
Kubernetes;NuGet;pnpm;Podman;Prometheus;Vite
Kubernetes;NuGet;pnpm;Podman;Prometheus;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;Node.js;React;Vue.js
ASP.NET Core;Blazor;Nuxt.js;Vue.js
ASP.NET Core;Vue.js
NA NA
Yes
Nano;Visual Studio;Visual Studio Code;Xcode
Nano;Visual Studio;Visual Studio Code
Nano;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL);iOS;iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);iPadOS
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Obsidian;YouTrack
GitLab;Markdown File;Obsidian;YouTrack
GitLab;Markdown File;Obsidian;YouTrack
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
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;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):
Committing and reviewing code
null
null
Other (write in):
NO
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
All the same as before. AI has not done anything. AI can’t do the work developers do. Vomiting bad code isn’t developers’ work. If someone thinks it is they’re not a developer. They’re a code monkey.
197,225
8
22,806
22,807
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
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
18
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Hungary
HUF Hungarian forint
18,700,000
Yes
Bash/Shell (all shells);HTML/CSS;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;NestJS;Node.js;React
React
React
NA NA
Yes
Visual Studio Code
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Clickup;GitHub
null
null
NA NA
Stack Overflow;YouTube
null
null
NA NA
Yes
Gemini (Pro Reasoning models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
Neither good or bad at handling complex tasks
Writing code
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
GitHub Copilot;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;When I need help fixing complex or unfamiliar code;When I need quick h...
null
54,074
6
22,807
22,808
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
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)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;Other (please specify):
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 (please specify):
30
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
Connected to an open-source project NA
Security or privacy concerns NA
Other:
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
30
10
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
null
null
NA Crystal
Yes
MariaDB;MongoDB;MySQL;PostgreSQL
null
null
CouchDB,Redis NA
Yes
APT;Bun;Digital Ocean;Docker;npm;Vite
null
null
Gitea NA
Yes
Fastify;Node.js;Vue.js
null
null
NA NA
Yes
Aider;Sublime Text;Zed
null
null
NA NA
Tailwind CSS 4;Large Language Model;Ollama
null
null
null
null
Ubuntu;Linux (non-WSL)
Ubuntu;Linux (non-WSL)
GitHub;GitLab
null
null
Gitea,Baserow NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
null
null
Matrix NA
Yes
null
null
null
Ollama NA
Yes
A few times per week
Between 10 and 15 years
A few times per week
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Debugging or fixing code;Testing code
Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Documenting code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics;Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Never
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
null
Design, Strategy, Debugging, Adaptation, Communication, Leadership
null
10
22,808
22,809
I am a developer by profession
18-24 years old
Other (please specify):
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,809
22,810
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Coding Bootcamp
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);Online Courses or Certification (includes all media types);Coding Bootcamp
40
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
10
20
Netherlands
EUR European Euro
100,000
Yes
Bash/Shell (all shells);Groovy;Java;JavaScript;Python;Rust;SQL
Bash/Shell (all shells);Java;JavaScript;Python;SQL
Bash/Shell (all shells);Java;JavaScript;Python;SQL
NA NA
Yes
Cosmos DB;Elasticsearch;H2;Microsoft SQL Server;Oracle;Redis;Snowflake
Cosmos DB;Elasticsearch;H2;Microsoft SQL Server
Cosmos DB;Elasticsearch;H2;Microsoft SQL Server
MarkLogic NA
Yes
Chocolatey;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Podman;Prometheus
Chocolatey;Docker;Kubernetes;Maven (build tool);Microsoft Azure
Chocolatey;Docker;Kubernetes;Maven (build tool);Microsoft Azure
NA NA
Yes
Angular;Express;FastAPI;Node.js;Spring Boot
Angular;FastAPI;Spring Boot
Angular;FastAPI;Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Vim;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Vim;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu
Windows;MacOS
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
null
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Bad at handling complex tasks
null
null
null
null
null
I don’t use AI tools regularly
Bullshit coding
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;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 quick help troubleshooting
null
116,015
7
22,810
22,811
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
40
Senior executive (C-suite, VP, etc.)
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Other (please specify): New use cases, interesting approach.
Outdated or obsolete technology or features NA
Retail and Consumer Services
null
No
I have transitioned into a new career and/or industry voluntarily
30
50
Australia
AUD Australian dollar
40,000
Yes
Assembly;C++;Delphi;HTML/CSS;Python;Rust
C++;Delphi;OCaml;Rust;Scala;Swift;TypeScript
C++;Delphi;Rust
Free Pascal, Haskell Free Pascal, Haskell, WASM
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo
Amazon Web Services (AWS);Cargo;Docker;Ninja
Amazon Web Services (AWS);Cargo
Delphi Package Manager Delphi Package Manager
Yes
WordPress
WordPress
WordPress
NA NA
Yes
Cursor;Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
RAD Studio RAD Studio
c++23;Delphi 12+ Athens
c++23;RAG;Delphi 12+ Athens;Ollama
c++23;Delphi 12+ Athens
null
null
Windows
Windows
GitHub;Jira;Markdown File;Obsidian
GitHub;Jira;Markdown File;Obsidian
GitHub;Jira;Markdown File;Obsidian
Slack Slack
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Discourse Discourse
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
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
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Other (write in):
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Other (write in):
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Persistence, scepticism, logical reasoning, creativity, humour.
26,004
null
22,811
22,812
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
26
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
22,812
22,813
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
10
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing 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
5
null
Australia
AUD Australian dollar
160,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
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
104,015
7
22,813
22,814
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
null
null
Software Development
Working with new technologies and tools NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
3
India
INR Indian rupee
2,000,000
Yes
C#;PowerShell;SQL;Visual Basic (.Net)
C#;PowerShell;SQL;Visual Basic (.Net)
C#;PowerShell;SQL;Visual Basic (.Net)
NA NA
Yes
IBM DB2;Microsoft SQL Server
IBM DB2;Microsoft SQL Server
IBM DB2;Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
jQuery
jQuery
jQuery
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Linux (non-WSL)
Jira
Jira
Jira
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
Yes
openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Direct messaging of users
null
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Neither good or bad at handling complex tasks
null
null
null
null
null
I’ve become less confident in my own problem-solving
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
When I’m stuck and can’t explain the problem
null
23,248
5
22,814
22,815
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
15
Developer, full-stack
null
null
null
No
School
Easy-to-use API NA
Security or privacy concerns NA
Other:
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
null
Italy
EUR European Euro
40,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL
null
null
NA NA
Yes
MariaDB;MongoDB;SQLite
null
null
NA NA
Yes
Cloudflare;Composer;Docker;IBM Cloud;npm;Vercel;Vite
null
null
NA NA
null
Express;Node.js;Vue.js
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS
Windows;MacOS;Debian
GitHub
GitHub
GitHub
NA NA
Stack Overflow
Stack Overflow;Discord
Stack Overflow
NA NA
null
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once per month or monthly
null
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning new concepts or technologies
Writing code;Generating content or synthetic data
Testing code
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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.
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
null
46,406
null
22,815
22,816
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
21
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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
26
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
25
8
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Chocolatey;Cloudflare;Docker;Gradle;Make;Netlify;npm;Pip;Vite;Webpack;Yarn
Chocolatey;Cloudflare;Docker;Make;Netlify;Pip;Vite;Yarn
Chocolatey;Cloudflare;Docker;Make;Netlify;Pip;Vite;Yarn
NA NA
Yes
Django;Express;Node.js;React
Django;React
Django;React
NA NA
Yes
IntelliJ IDEA;PyCharm;Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Tailwind CSS 4
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Workspace;Jira;Miro;Notion;Trello
GitHub;Google Workspace;Jira
GitHub;Google Workspace;Jira
Bitbucket NA
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
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
Less than once per month or monthly
Chat (people);Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in Get my questions marked as dupe, even though it isn't
Neutral
About half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Testing code;Committing and reviewing 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;Debugging AI-generated code is more time-consuming
No. It takes longer to generate the desired output than to do it myself.
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.
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
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
Juniors won't exist or won't have a solid understanding of basic concepts since decision making is all offloaded to AI. StackOverflow has been the source of learning for AI, and the problems of stale information will creep up as new and upcoming technologies wont exist in the eyes of AI. Developer documentation is not...
null
7
22,816
22,817
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
30
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
15
0
Australia
AUD Australian dollar
1,000,000
Yes
JavaScript;Ruby;SQL;TypeScript
JavaScript;Ruby;SQL;TypeScript
JavaScript;Ruby;SQL;TypeScript
NA NA
Yes
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Heroku;New Relic;npm;Webpack;Yarn
Amazon Web Services (AWS);New Relic;npm;Webpack;Yarn
Amazon Web Services (AWS);New Relic;npm;Webpack;Yarn
NA NA
Yes
jQuery;React;Ruby on Rails
jQuery;Ruby on Rails
jQuery;Ruby on Rails
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS;iOS
GitHub;Google Workspace;Trello
GitHub;Google Workspace;Trello
GitHub;Google Workspace;Trello
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
A few times per month or weekly
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
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
Creating or maintaining documentation
Search for answers
I haven’t encountered any problems
null
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
Product design
650,094
10
22,817
22,818
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (part-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
3
Cybersecurity or InfoSec professional
100 to 499 employees
Individual contributor
In-person
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,818
22,819
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)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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);Stack Overflow or Stack Exchange
3
Developer, AI apps or physical AI
I don’t know
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
Availability of better alternatives NA
Software Development
null
No
I have transitioned into a new career and/or industry voluntarily
10
10
India
INR Indian rupee
null
Yes
C;C++;Go;HTML/CSS;JavaScript;Python
Bash/Shell (all shells);C#;C++;Dart;Go;HTML/CSS;JavaScript;Lua;Python;SQL
C++;Go;HTML/CSS;JavaScript;Python
NA NA
Yes
null
null
null
Faiss, PineconeDB Faiss, PineconeDB, All VectorDBs
No
null
null
null
NA NA
Yes
Django;Flask;Node.js
Angular;Django;FastAPI;Flask;Next.js;Node.js;React
Django;Flask;Node.js
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
NA NA
c++23;Large Language Model;RAG;Google Gemini;Ollama;LangGraph;uv
c++23;hostinger;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
c++23;Large Language Model;RAG;Google Gemini;Ollama;LangGraph;uv
null
null
Windows;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Windows;Linux (non-WSL)
GitHub;GitLab;Google Colab;Google Workspace;Markdown File
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Stack Overflow for Teams
GitHub;GitLab;Google Colab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
About 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;Deployment and monitoring;Predictive analytics;Search for answers
null
null
Generating content or synthetic data;Creating or maintaining documentation
Testing code;Committing and reviewing code;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
Yes
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
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
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Prompt Engineering, Agentic Retrieval Augmented Generation, Low-Level Programming, OS development, Cyber Security
null
null
22,819
22,820
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Books / Physical media
18
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Energy
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,820
22,821
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
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);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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,821
22,822
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
null
null
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
Developer, mobile
null
null
null
null
Work
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,822
22,823
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);Transitioning to retirement (gradually reducing work hours)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Coding Bootcamp;Books / Physical media
12
Developer, back-end
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Healthcare
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,823
22,824
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,824
22,825
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
8
null
null
null
null
12
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
Reputation for quality NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,825
22,826
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification)
No, I didn't spend time learning in the past year
null
22
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,826
22,827
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours)
37
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
45
Data engineer
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable Strong user base
Availability of better alternatives Lack of community or user base
Other:
Solving real-world problems Massive ROI
No
I have strongly considered changing my career and/or the industry I work in
5
10
Australia
AUD Australian dollar
150,000
Yes
Bash/Shell (all shells);C#;JavaScript;Python;R;SQL;TypeScript;VBA
Bash/Shell (all shells);C#;JavaScript;Perl;Python;R;SQL;TypeScript;VBA
Bash/Shell (all shells);C#;JavaScript;Python;R;SQL;TypeScript;VBA
NA NA
Yes
Microsoft Access;Microsoft SQL Server;PostgreSQL
Databricks SQL;DuckDB;Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;SQLite
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;NuGet;Pip
Amazon Web Services (AWS);Docker;Google Cloud;Microsoft Azure;npm;NuGet;Pip
Amazon Web Services (AWS);Docker;Microsoft Azure;NuGet;Pip
NA NA
Yes
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Other (write in):
Directly open a Q&A post via search, documentation or a peer My own reputation and answers
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Testing code;Committing and reviewing code
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
I don't vibe code, but I can see the benefits, especially for those who aren't experienced. I'm in the opposite position far to much experience in tech that is now legacy
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Data and analytics;Marketing
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
DevReady, Cambium
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
I think the design, logic and architecture of code and applications will still be in the human domain. I can see that AI will be able to provide answers in this space as well, but it will be 5-15 years in the future. Coding will become more like asking the right question, but linking questions and their code answers to...
97,514
10
22,827
22,828
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., Univer...
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)
5
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Software Development
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
4
Mexico
MXN Mexican peso
100,800
Yes
HTML/CSS;JavaScript;PHP;TypeScript
C#;C++;Dart;HTML/CSS;JavaScript;PHP;Prolog;Python;TypeScript
HTML/CSS;JavaScript;PHP;TypeScript
NA NA
Yes
MySQL
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
MySQL
NA NA
Yes
Chocolatey;Composer;Gradle;Netlify;npm;Railway
Chocolatey;Composer;Firebase;Gradle;Netlify;npm;NuGet;pnpm;Railway;Supabase;Vite;Webpack
Chocolatey;Composer;Gradle;Netlify;npm;Railway
NA NA
Yes
Angular;Express;jQuery;Laravel;Node.js
Angular;ASP.NET;Astro;Blazor;Express;jQuery;Laravel;Node.js
Angular;Express;jQuery;Laravel;Node.js
NA NA
null
Android Studio;Visual Studio Code;Xcode
Android Studio;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
Windows;Android
Windows;MacOS;Ubuntu;Android;iOS
GitHub
GitHub;Google Colab;Google Workspace;Notion
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
null
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Job board
Ask a question NA
No, not at all
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Search for answers
null
Testing code;Creating or maintaining documentation
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
NO
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
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
When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
5,306
9
22,828
22,829
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.)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
25
Developer, full-stack
null
null
null
No
null
null
null
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
30
15
Spain
EUR European Euro
80,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;InfluxDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Snowflake;SQLite
Dynamodb;MongoDB;MySQL;PostgreSQL;Snowflake;SQLite
Dynamodb;MongoDB;MySQL;PostgreSQL;Snowflake;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Datadog;Docker;Firebase;Google Cloud;Heroku;Kubernetes;New Relic;npm;Pip;pnpm;Podman;Prometheus;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Google Cloud;Kubernetes;npm;Podman;Terraform;Vite
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Google Cloud;Kubernetes;npm;Podman;Terraform;Vite
NA NA
Yes
Deno;Express;Node.js;React;Svelte;Vue.js;WordPress
Deno;Express;Node.js;Svelte;Vue.js
Deno;Express;Node.js;Svelte;Vue.js
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Notepad++;Sublime Text;Vim;Visual Studio Code;VSCodium;WebStorm
Android Studio;IntelliJ IDEA;Nano;Notepad++;Sublime Text;Visual Studio Code;VSCodium;WebStorm
Android Studio;IntelliJ IDEA;Nano;Notepad++;Sublime Text;Visual Studio Code;VSCodium;WebStorm
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro;Notion;Wikis
GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro;Notion;Wikis
GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro;Notion;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Bad 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;It’s hard to understand how or why the code works
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
Understanding systems.
92,812
8
22,829
22,830
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, Colle...
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;Stack Overflow or Stack Exchange
10
Developer, full-stack
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency 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
22,830
22,831
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
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);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
15
Architect, software or solutions
20 to 99 employees
null
null
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,831
22,832
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
I prefer not to say
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);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
25
Developer, desktop or enterprise applications
null
null
null
null
Work
Reliability and low latency NA
Lack of AI or AI agents NA
null
Job stability and career growth with a single employer NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
3
Poland
PLN Polish zloty
200,000
Yes
C#;Delphi;Kotlin;SQL
null
null
20 4
Yes
Firebase Realtime Database;Microsoft SQL Server;Clickhouse
null
null
12 1
null
Firebase;Google Cloud
null
null
4 0
null
WordPress
null
null
2 0
null
Android Studio;Notepad++;Visual Studio
null
null
12 3
Google Gemini
null
null
2
0
Windows;Android
null
null
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
null
null
NA NA
null
openAI GPT (chatbot models)
null
null
NA NA
No
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges
Answer a question NA
No, not at all
About half of the time
No, and I don't plan to
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
No, but my development work has changed somewhat due to non-AI factors
IT operations
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
54,580
6
22,832
22,833
I am a developer by profession
25-34 years old
Other (please specify):
I prefer not to say
null
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,833
22,834
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week)
19
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;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;Books / Physical media
25
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
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
Reputation for quality NA
Poor usability NA
Government
null
No
I have strongly considered changing my career and/or the industry I work in
10
10
Philippines
PHP Philippine peso
null
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;R;SQL;TypeScript;VBA;Visual Basic (.Net)
Rust
null
NA NA
Yes
BigQuery;Cloud Firestore;Elasticsearch;Firebase Realtime Database;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Snowflake;SQLite;Supabase
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Composer;Docker;Firebase;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;pnpm;Supabase;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
Angular;AngularJS;Express;FastAPI;Fastify;Flask;jQuery;Laravel;Next.js;Node.js;React;Spring Boot;Vue.js;WordPress
null
null
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Notepad++;PhpStorm;PyCharm;Trae;Vim;Visual Studio Code;WebStorm
null
null
NA NA
Large Language Model;RAG;Google Gemini;Ollama;LangGraph
null
null
lm-studio,
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Arch
null
Clickup;GitHub;GitLab;Google Colab;Google Workspace;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Substack;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);Perplexity Sonar models;X Grok 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 (people);Message Boards;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
Testing code;Deployment and monitoring
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes vibe coding is part of my professional development work since I am more in a conceptual and guidance and mentoring right now. vibe coding allows me to evaluate what is the common knowledge as stored in the lossy compression of LLMs.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Decision intelligence;Data and analytics
Language processing;Vector databases for AI applications
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 ...
AI agents have improved the quality of my code.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
Redis;Qdrant;pgvector;Milvus;Pinecone
null
Ollama;LangChain;LangGraph
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Devin AI;Replit;v0.dev;Perplexity;Bolt.new;Lovable.dev;Cody
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
learning new domains
null
null
22,834
22,835
I used to be a developer by profession, but no longer am
25-34 years old
Associate degree (A.A., A.S., etc.)
Not employed
Attending school (full-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I didn't spend time learning in the past year
null
6
Student
null
null
null
null
Work
Costs are manageable NA
Prohibitive pricing NA
null
null
Yes
I have transitioned into a new career and/or industry voluntarily
6
5
Canada
CAD Canadian dollar
0
Yes
GDScript;HTML/CSS;TypeScript
GDScript;HTML/CSS;TypeScript
GDScript;HTML/CSS;TypeScript
XML XML
No
null
null
null
NA NA
Yes
npm;Yarn
npm
npm
NA NA
Yes
React
React
React
NA NA
Yes
Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;Android
null
GitHub;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow
Stack Overflow
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
A few times per month or weekly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Project planning;Writing code;Debugging or fixing code
Generating content or synthetic data;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I 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
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
22,835
22,836
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
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
12
Developer, front-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Software Development
Expert mentors NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;React
Angular;React
Angular;React
NA NA
Yes
Cursor;Notepad++;Visual Studio Code
Cursor;Notepad++;Visual Studio Code
Cursor;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Job board
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Learning new concepts or technologies
Committing and reviewing code
null
null
Search for answers
AI solutions that are almost right, but not quite
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
22,836
22,837
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
12
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Computer Systems Design and Services
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
7
4
Russian Federation
USD United States dollar
60,000
Yes
Assembly;Bash/Shell (all shells);C;C++;JavaScript;Python;SQL
Go;Java;Rust;TypeScript
null
NA NA
Yes
MySQL;SQLite
null
null
NA NA
Yes
Docker
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;PyCharm;Visual Studio Code
null
null
NA NA
Large Language Model;Ollama;LangGraph;Ultralytics
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Ubuntu;Debian
GitHub;GitLab;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
null
null
NA NA
Yes
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;X Grok models
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring
null
Documenting code;Predictive analytics
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Data and analytics
Multi-platform search enablement;Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
null
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.;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.;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
ChromaDB
null
AutoGen (Microsoft);Ollama;LangChain;LangGraph
null
LangSmith;Langfuse
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Tabnine;Perplexity
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
60,000
8
22,837
22,838
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
9
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I 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
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Singapore
SGD Singapore dollar
null
Yes
Dart;Java;Python;TypeScript
Dart;Java;Kotlin;Rust
Dart;Java
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Chocolatey;Cloudflare;Digital Ocean;Docker;Gradle;Maven (build tool)
Cloudflare;Maven (build tool)
Cloudflare;Maven (build tool)
NA NA
Yes
null
null
null
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA
Cursor;IntelliJ IDEA
Cursor;IntelliJ IDEA
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub
GitHub
GitHub
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
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;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
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
null
null
null
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 monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
GitHub Copilot
Junie
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
9
22,838
22,839
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
25
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,839
22,840
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)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
5
Student
null
null
null
null
School
Connected to an open-source project NA
Security or privacy concerns NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,840
22,841
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
None of the above
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
28
Developer, full-stack
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,841
22,842
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other (please specify):
5
Student
null
null
null
null
Personal Project
Costs are manageable NA
Security or privacy concerns NA
null
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
14
14
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;SQLite
MariaDB
MariaDB
NA NA
Yes
Cloudflare;Docker;Gradle;Heroku;Maven (build tool);Netlify;npm;pnpm;Railway;Vite
Cloudflare;Maven (build tool);pnpm;Vite
Cloudflare;Maven (build tool);pnpm;Vite
NA NA
Yes
Express;Flask;Node.js;React;Spring Boot
React;Spring Boot
React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Sublime Text;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows
Windows
GitHub;Markdown File
GitHub;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);Bluesky
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Committing and reviewing code
Project planning;Deployment and monitoring;Predictive analytics;Search for answers
Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Learning about a codebase;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite
fuck no
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
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
I do not see the "thinking" part of development being replaced by AI any time soon. Sure, it can write a lot of boilerplate and in some cases produces adequate solutions to more complex problems, but it has no imagination, it doesn't innovate.
null
0
22,842
22,843
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;Videos (not associated with specific online course or certification)
18
Developer, embedded applications or devices
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,843
22,844
I used to be a developer by profession, but no longer am
25-34 years old
Some college/university study without earning a degree
Not employed
Volunteering (regularly)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
9
Developer, full-stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,844
22,845
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I didn't spend time learning in the past year
null
2
Student
null
null
null
null
School
Costs are manageable NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
7
5
China
CNY Chinese Yuan Renminbi
null
Yes
Python
Python
Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
FastAPI;Node.js
FastAPI;Node.js
FastAPI;Node.js
NA NA
Yes
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
NA NA
Large Language Model;Ollama
Large Language Model;Ollama;uv
Large Language Model;Ollama
null
null
Windows;Android
Windows;Debian
GitHub;Notion;Obsidian
GitHub;Obsidian
GitHub;Obsidian
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
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes,it's part of.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence
Language processing;Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have increased my productivity.;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 improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
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
Planning and reflection, Finding the best solution
null
null
22,845
22,846
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
20
Developer, back-end
null
null
null
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Banking/Financial Services
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
4
Poland
PLN Polish zloty
24,000
Yes
C;PowerShell;Python;SQL
null
null
NA NA
Yes
Dynamodb;Elasticsearch;Microsoft SQL Server;MySQL;Redis;SQLite;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
FastAPI;Fastify
null
null
NA NA
Yes
PyCharm;Visual Studio Code
null
null
NA NA
Polars;Large Language Model;Pydantic;uv
null
null
null
null
Ubuntu
null
GitHub;Jira
null
null
jupyter notebook NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;Substack
null
null
4programmers NA
Yes
DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Upvote/Downvote Q&A posts NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Search for answers
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Generating content or synthetic data
Writing code;Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6,550
8
22,846
22,847
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
15
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);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
20
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Banking/Financial Services
null
No
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
8
22,847
22,848
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,848
22,849
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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)
14
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,849
22,850
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
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
23
Developer, front-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,850
22,851
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,851
22,852
I code primarily as a hobby
45-54 years old
Some college/university study without earning a degree
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
22,852
22,853
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Student
Attending school (full-time)
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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
25
Student
null
null
null
null
School
Costs are manageable NA
Prohibitive pricing NA
null
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
10
United States of America
USD United States dollar
25,000
Yes
Bash/Shell (all shells);C;C++;Java;Python;Rust;SQL
null
null
NA NA
Yes
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;Redis;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
Ansible;Cargo;Cloudflare;Docker;Homebrew;Make;Maven (build tool);Ninja;npm;Pacman;Pip;Poetry;Prometheus;Vite
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Heroku;Kubernetes
Cloudflare;Docker
NA NA
Yes
Angular;Django;FastAPI;Vue.js
Angular;Django;FastAPI
Angular;Django;FastAPI
NA NA
No
null
null
null
NA NA
c++23;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
c++23;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
c++23;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
null
null
MacOS;iOS;Arch
MacOS;Arch
GitHub;Google Colab;Jira;Markdown File;Wikis
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Wikis
GitHub;Google Colab;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexi...
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Long-form articles;Videos;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Neither good or bad at handling complex tasks
Project planning
Deployment and monitoring;Search for answers
Learning about a codebase;Writing code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data
null
I’ve become less confident in my own problem-solving;I haven’t encountered any problems
null
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Data and analytics
Language processing;Agent/multi-agent orchestration
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
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.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Abilities to design AI tools or integrate them to existing softwares
25,000
4
22,853
22,854
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
14
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
17
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,854
22,855
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
7
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Expert mentors NA
Yes
I have neither consider or transitioned into a new career or industry
3
3
Indonesia
IDR Indonesian rupiah
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 per month or monthly
Between 5 and 10 years
Less than once per month or monthly
Videos;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Search for answers
Documenting code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
Writing code
Predictive analytics;Learning new concepts or technologies
I’ve become less confident in my own problem-solving
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
22,855
22,856
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
6
Developer, front-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,856
22,857
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (20-29 hours per week)
2
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Data engineer
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Energy
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
6
9
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
22,857
22,858
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Data engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Government
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
49,500
Yes
Bash/Shell (all shells);HTML/CSS;Lua;Python;SQL
Elixir;Erlang;Go;Scala;Mojo
null
NA Clojure
Yes
Microsoft SQL Server
Databricks SQL;DuckDB;PostgreSQL;Redis;Snowflake
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Pip;Terraform
Docker;Terraform
Docker;Terraform
Just NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code
Cursor;Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
Polars;Large Language Model;Pydantic
Polars;Large Language Model;Pydantic;RAG
Polars;Large Language Model;Pydantic
null
null
Windows;Pop!_OS
Windows
Azure Devops;GitHub;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;YouTube;Medium
Stack Overflow;Stack Exchange;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
More than half the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite
For small tasks I would say yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
Multi-platform search enablement
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant c...
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
'- Understanding of how technologies interact with each other. - Orchestrating AI systems - Coding will still be valuable, mainly debugging
67,390
null
22,858
22,859
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
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)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
14
Architect, software or solutions
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
Reputation for quality NA
Ethical concerns NA
Software Development
Recognition from peers for your work NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
14
14
Czech Republic
CZK Czech koruna
1,500,000
Yes
Bash/Shell (all shells);C#;C++;Elixir;Erlang;JavaScript;PHP;Python;Rust;SQL;TypeScript
C++;Elixir;Erlang;Python;Rust;SQL
C++;Elixir;Erlang;Python;Rust;SQL
NA NA
Yes
DuckDB;MariaDB;MySQL;PostgreSQL;Redis;SQLite;Clickhouse
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Composer;Datadog;Docker;Kubernetes;New Relic;npm;Pip;Poetry;Prometheus;Terraform
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;Poetry;Prometheus
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;Poetry;Prometheus
NA NA
Yes
Django;FastAPI;Flask;jQuery;Phoenix;Symfony
Django;FastAPI;Flask;Phoenix
Django;FastAPI;Flask;Phoenix
NA NA
Yes
IntelliJ IDEA;PhpStorm;PyCharm;RustRover;Visual Studio Code;WebStorm
PyCharm;RustRover;Visual Studio Code
PyCharm;RustRover;Visual Studio Code
NA NA
c++23;Pydantic
uv
null
null
null
Windows
Arch
Clickup;GitHub;GitLab
GitHub;Linear
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;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
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
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
null
Learning about a codebase;Project planning;Debugging or fixing code;Learning new concepts or technologies
Writing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Documenting code;Testing code;Predictive analytics
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
null
70,208
5
22,859
22,860
I am a developer by profession
45-54 years old
Primary/elementary school
Employed
null
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
null
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
null
null
Software Development
null
I'm not sure
null
null
null
United States of America
USD United States dollar
null
null
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Very favorable
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
22,860
22,861
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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;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
4
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
2
India
INR Indian rupee
null
Yes
COBOL
Java;JavaScript
null
NA NA
Yes
null
null
null
Enterprise Database Server, DMS II NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Jira
null
null
NA NA
Stack Overflow;Reddit;Medium
Stack Overflow;Reddit;Medium
Stack Overflow;Reddit;Medium
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Generating content or synthetic data
Testing code
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
I don’t use AI tools regularly
null
Yes, I use AI agents at work weekly
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 helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
22,861
22,862
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Attending school (part-time)
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;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,862
22,863
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
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)
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, full-stack
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
Connected to an open-source project NA
Ethical concerns 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
15
15
Finland
EUR European Euro
100,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
null
null
Clojure, ClojureScript Clojure, ClojureScript, Jank
Yes
Dynamodb;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Digital Ocean;Docker;Firebase;Google Cloud;npm;Podman;Webpack
Docker
Docker
Leiningen, Shadow-CLJS, tools.build Shadow-CLJS, tools.build
Yes
Node.js;React
null
null
Reagent, re-frame, SolidJS, Uix Reagent, Uix
Yes
Nano;Visual Studio Code
null
null
Emacs Emacs
null
null
null
null
Odin
Windows;Android;Debian
Debian
Confluence;GitHub;Obsidian
Confluence;GitHub;Obsidian
Confluence;GitHub;Obsidian
draw.io, Graphviz, PlantUML draw.io, Graphviz, Codeberg
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
Mastodon NA
No
null
null
null
NA NA
No
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 at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Other (write in):
Absolutely not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
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.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
The most important skill is actually just general problem-solving skills. Using a lot of AI will be absolutely detrimental to them. Also there will be a flood of poor quality, unethical slop in every creative field, including code pull requests. One fool may ask more than seven wise men can answer.
116,015
9
22,863
22,864
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.)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
14
Cybersecurity or InfoSec professional
10,000 or more 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
Availability of better alternatives Heavy use of AI
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
10
3
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,864
22,865
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
14
DevOps engineer or professional
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
5
Republic of Korea
KRW South Korean won
135,000,000
Yes
Bash/Shell (all shells);C;Go;Groovy;Python;SQL
C;C++;Go;Python;Rust;SQL
C;Go;Python;SQL
NA racket
Yes
Cloud Firestore;DuckDB;MySQL;Redis
DuckDB;PostgreSQL;Valkey
DuckDB
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;Kubernetes;Make;Ninja;npm;Pip;Podman;Terraform;Webpack;Yarn
Google Cloud;Kubernetes;Make;Ninja;Podman;Prometheus
Google Cloud;Kubernetes;Make;Ninja;Podman
nix nix
Yes
Node.js;Ruby on Rails
null
null
NA go http
Yes
Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
emacs with gptel.el and mcp.el emacs with gptel.el and mcp.el
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
null
null
Fedora
MacOS
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Trello
GitHub;Markdown File;Trello
GitHub;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
sourcegraph cody, sourcegraph ampcode sourcegraph cody, sourcegraph ampcode
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Creating or maintaining documentation
Project planning;Generating content or synthetic data
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;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
I use vibe coding for boilerplate code like `terraform` configs and non-critical parts of the codebase and for throwaway one-off scripts
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations
MCP servers
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 improved the quality of my code.;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.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agen...
null
GitHub MCP Server
sourcegraph ampcode
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Domain knowledge, fundamental programming knowledge to allow me to judge the suitability of the code generated by AI/LLM's, understanding the business and problem space, collaborating with other humans / teamwork
99,215
null
22,865
22,866
I used to be a developer by profession, but no longer am
18-24 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
10
Other (please specify):
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Other (please specify): Permanance
Other (please specify): Contains AI
Manufacturing
null
No
I have transitioned into a new career and/or industry voluntarily
2
20
Lithuania
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Dart;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;Rust;SQL
null
null
uxn NA
Yes
Cloud Firestore;MySQL;PostgreSQL;SQLite
null
null
NA NA
Yes
Cargo;Docker;Firebase;Gradle;Homebrew;Make
null
null
nix, cmake NA
No
null
null
null
NA NA
Yes
VSCodium
null
null
helix NA
null
null
null
null
null
NixOS
null
GitHub;GitLab;Markdown File;Obsidian
null
null
Codeberg,Sourcehut NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X
null
null
Mastodon NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Other (write in):
Ask a question NA
No, not at all
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
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
null
null
null
null
null
null
Other (please specify):
Mental resilience Ability to work in highly stressful environments, Lying in job interviews Frugality
null
null
22,866
22,867
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
11
Developer, mobile
100 to 499 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,867
22,868
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Attending school (part-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
null
null
4
Student
null
null
null
null
Personal Project
AI integration or AI Agent capabilities NA
Ethical concerns NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
4
2
India
INR Indian rupee
null
Yes
C;C++;Dart;HTML/CSS;Java;JavaScript;PHP;Python;SQL
C;C++;HTML/CSS;JavaScript;Python
C;C++;HTML/CSS;JavaScript;Python
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;Oracle
MongoDB;MySQL;PostgreSQL
MongoDB;MySQL
NA NA
null
Firebase;Pip
npm;Pip
Pip
NA NA
Yes
AngularJS;ASP.NET;Django;Node.js
Django
Django
NA NA
null
Android Studio;Claude Code;Visual Studio Code
Claude Code;PyCharm;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
null
GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
YouTube;LinkedIn
Stack Overflow;Slack (public channels, not work);YouTube;LinkedIn;Medium
YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Testing code;Predictive analytics
null
Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Deployment and monitoring;Creating or maintaining documentation
Project planning;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
not completely to develop whole software
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,868
22,869
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
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Games or coding challenges;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
5
Student
Less than 20 employees
People manager
In-person
No
School
Costs are manageable NA
null
Higher Education
null
I'm not sure
I have neither consider or transitioned into a new career or industry
1
1
Germany
EUR European Euro
1,520
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning
Committing and reviewing code;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1,763
null
22,869
22,870
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
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);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,870
22,871
I am a developer by profession
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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
4
Student
null
null
null
null
School
Easy-to-use API NA
Ethical concerns NA
null
Job stability and career growth with a single employer NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
4
Panama
USD United States dollar
9,600
Yes
Assembly;C;C#;HTML/CSS;Java;JavaScript;Python;SQL
Assembly;C;C#;HTML/CSS;Java;JavaScript;Python;SQL
Assembly;C;C#;HTML/CSS;Java;JavaScript;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;Amazon Redshift;Valkey
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
NA Weaviate
Yes
Maven (build tool);Microsoft Azure
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Kubernetes;Make;npm;Pacman;Pip;Terraform
null
NA NA
Yes
ASP.NET Core
Angular;Django;Express;Laravel;React;Vue.js
null
NA NA
Yes
Eclipse;Visual Studio
Android Studio;IntelliJ IDEA;Visual Studio Code
null
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu
GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Notion
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;Kaggle;YouTube
Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 3 and 5 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 weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Deployment and monitoring
Project planning;Predictive analytics;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, but I plan to
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
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.
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
being able to understand the full picture
9,600
8
22,871
22,872
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,872
22,873
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
10
Student
5,000 to 9,999 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,873
22,874
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week)
3
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
4
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
Recognition from peers for your work NA
Yes
I have neither consider or transitioned into a new career or industry
2
1
Madagascar
MGA Malagasy ariary
10,000,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
Go;Python;SQL
Python
Yes Yes
Yes
MongoDB;SQLite
MySQL;PostgreSQL
null
No No
No
null
null
null
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
No No
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
No No
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
No
No
Ubuntu;Debian;Linux (non-WSL);Pop!_OS
Ubuntu;Debian;Linux (non-WSL);Pop!_OS
GitHub;GitLab;Jira;Stack Overflow for Teams
GitHub;GitLab;Jira;Stack Overflow for Teams
GitHub;GitLab;Jira;Stack Overflow for Teams
No No
Stack Overflow;Discord;YouTube;LinkedIn
Stack Overflow;Discord;YouTube;LinkedIn
Stack Overflow;Discord;YouTube;LinkedIn
NO No
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Testing code;Deployment and monitoring;Generating content or synthetic data
Other (write in):
Committing and reviewing code;Search for answers
Learning about a codebase;Documenting code;Predictive analytics
Project planning;Debugging or fixing code;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No, it's not, just an assistance
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2,251
8
22,874
22,875
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., 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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
13
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns 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
10
20
United States of America
USD United States dollar
84,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);C#
Bash/Shell (all shells);C#
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Docker;Microsoft Azure;MSBuild;npm;NuGet;Vite
Amazon Web Services (AWS);APT;Cloudflare;Docker;Microsoft Azure;MSBuild;npm;NuGet;Vite
Amazon Web Services (AWS);APT;Cloudflare;Docker;Microsoft Azure;MSBuild;npm;NuGet;Vite
NA NA
Yes
ASP.NET Core;Blazor;jQuery;Node.js;Vue.js
ASP.NET Core;Blazor;Vue.js
ASP.NET Core;Blazor;Vue.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
Azure Devops;GitHub;Wikis
Azure Devops;GitHub;Wikis
Azure Devops;GitHub;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Hacker News;Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Hacker News;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
null
null
No, not at all
More than half the time
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
84,000
8
22,875
22,876
I am learning to code
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)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,876
22,877
I am a developer by profession
45-54 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,877
22,878
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
Attending school (part-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
4
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Other:
You like your manager NA
Yes
I have somewhat considered changing my career and/or the industry I work in
15
null
Netherlands
EUR European Euro
27,360
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;Lua;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL;TypeScript
css NA
Yes
Microsoft SQL Server;Redis;SQLite
Microsoft SQL Server;Redis;SQLite
Microsoft SQL Server;Redis;SQLite
eventstore db NA
Yes
Chocolatey;Docker;Homebrew;Microsoft Azure;NuGet;Vite;Yarn
Chocolatey;Docker;Microsoft Azure;NuGet;Vite
Chocolatey;Docker;Microsoft Azure;NuGet;Vite
NA NA
Yes
Deno;Node.js;React
Deno;Node.js;React
Deno;Node.js;React
NA NA
Yes
Cursor;Neovim;Rider;Visual Studio Code;VSCodium
Cursor;Neovim;Rider;Visual Studio Code;VSCodium
Cursor;Neovim;Rider;Visual Studio Code;VSCodium
NA NA
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher;Large Language Model;Ollama
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File;Redmine
Azure Devops;GitHub;Markdown File;Obsidian
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
NA NA
Not sure/can't remember
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Other (write in):
null
null
null
Yes, I use AI tools daily
Unfavorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Project planning;Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
unfortunately, yes
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 reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
Ollama
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
I'm not sure
31,742
7
22,878
22,879
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
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);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
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
27
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 endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives 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
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
6
22,879
22,880
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
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Cybersecurity or InfoSec professional
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Inefficient or time-costly NA
Software Development
Expert mentors NA
No
I have transitioned into a new career and/or industry voluntarily
4
5
Portugal
EUR European Euro
90,000
Yes
Assembly;C;C#;C++;F#;Go;JavaScript;Kotlin;PowerShell;Python;Rust;TypeScript
C;C#;C++;F#;Go;JavaScript;Kotlin;PowerShell;Python;TypeScript
C;C#;C++;F#;Go;JavaScript;Kotlin;PowerShell;Python;TypeScript
NA NA
Yes
Dynamodb;MariaDB;Microsoft SQL Server;Neo4J;PostgreSQL
MariaDB;Neo4J;PostgreSQL
MariaDB;Neo4J;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Chocolatey;Composer;Docker;Homebrew;Microsoft Azure;MSBuild;Ninja;NuGet;Pip;Poetry;Terraform
Chocolatey;Composer;Docker;Homebrew;MSBuild;Ninja;NuGet;Pip;Poetry;Terraform
Chocolatey;Composer;Docker;Homebrew;MSBuild;Ninja;NuGet;Pip;Poetry;Terraform
NA NA
Yes
ASP.NET Core;Django;FastAPI;Flask;Svelte
ASP.NET Core;Django;FastAPI;Flask;Svelte
ASP.NET Core;Django;FastAPI;Flask;Svelte
NA NA
No
null
null
null
NA NA
.NET 8 or higher;c++23;uv
.NET 8 or higher;c++23;uv
.NET 8 or higher;c++23;uv
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora;NixOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Fedora
GitHub;Jira;Obsidian;Wikis
GitLab;Obsidian;Wikis
Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No, but I have encountered code developed by teams using it which has caused a lot of wasted time when doing security reviews.
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
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
When I want to fully understand something;When I want to learn best practices
Application Security will grow even further, my workload has already.
104,413
null
22,880
22,881
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 (10-19 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
15
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
22,881
22,882
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;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
6
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,882
22,883
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
10
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Recognition from leadership for your work NA
Yes
I have neither consider or transitioned into a new career or industry
15
5
Iran, Islamic Republic of...
IRR Iranian rial
1,000,000,000
Yes
Bash/Shell (all shells);C#;C++;Dart;HTML/CSS;JavaScript;Lua;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;C++;Dart;Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;C++;Dart;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;PostgreSQL;SQLite
Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite;Clickhouse
Elasticsearch;MariaDB;Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
APT;Cloudflare;Composer;Docker;Gradle;Kubernetes;npm;NuGet;Pacman;Pip;Vite;Yarn
APT;Cargo;Docker;Gradle;Kubernetes;npm;NuGet;Pacman;Pip;Vite;Yarn
APT;Docker;Gradle;Kubernetes;npm;NuGet;Pacman;Pip;Vite;Yarn
NA NA
Yes
ASP.NET;ASP.NET Core;Django;FastAPI;Flask;Node.js;Nuxt.js;Vue.js;WordPress
ASP.NET Core;Django;Express;FastAPI;Flask;NestJS;Node.js;Nuxt.js;Vue.js;WordPress
ASP.NET Core;Django;FastAPI;Flask;Node.js;Nuxt.js;Vue.js;WordPress
NA NA
Yes
Android Studio;Cursor;Nano;Neovim;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code
Android Studio;Nano;Neovim;Vim;Visual Studio Code
Android Studio;Nano;Neovim;Vim;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Pydantic;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Pydantic;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Pydantic;Google Gemini
null
null
Android;Linux (non-WSL);Arch
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat;Fedora
Azure Devops;GitHub;GitLab;Google Colab;Markdown File;Obsidian
Azure Devops;GitHub;GitLab;Markdown File;Notion;Obsidian
Azure Devops;GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Deployment and monitoring
null
null
Learning about a codebase;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
Not vibe coding really, we use prompt engineering or some thing like that
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Engineering, or even may be not this
23,739
7
22,883
22,884
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
None of the above
55
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;Stack Overflow or Stack Exchange
40
Academic researcher
null
null
null
No
Work
AI integration or AI Agent capabilities NA
Outdated or obsolete technology or features NA
Government
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
1
1
Australia
AUD Australian dollar
50,000
Yes
Python
null
null
Julia NA
Yes
MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
null
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies
Deployment and monitoring;Generating content or synthetic data
Testing code;Creating or maintaining documentation
null
Writing code;Committing and reviewing code;Search for answers
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Language processing
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
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.
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.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
DeepSeek
When I don’t trust AI’s answers
Program testing and error trapping
32,505
7
22,884
22,885
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
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
5
Student
null
null
null
null
School
Good brand and public image NA
Security or privacy concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
5
India
INR Indian rupee
null
Yes
HTML/CSS;Java;JavaScript;Python;Ruby;SQL
C;C++;Dart;Go;Java;JavaScript;Python;R;Rust;TypeScript
Java;JavaScript;Python
NA NA
Yes
Elasticsearch;H2;MySQL;PostgreSQL;SQLite
Dynamodb;Elasticsearch;Firebase Realtime Database;MongoDB;MySQL;PostgreSQL;Redis
Elasticsearch;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker;Kubernetes;npm
Amazon Web Services (AWS);Docker
NA NA
Yes
Ruby on Rails;Spring Boot
React;Ruby on Rails;Spring Boot
Ruby on Rails;Spring Boot
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio Code
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;WebStorm
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio Code
NA RubyMine
Amazon Bedrock
Tailwind CSS 4;Amazon Bedrock;RAG;Google Gemini;Shadcn/ui;Ollama
Amazon Bedrock
null
null
Windows;Android
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Markdown File
GitHub;GitLab;Google Colab;Jira;Markdown File;Trello
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Amazon Titan models
Amazon Titan models;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Amazon Titan models
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Testing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, but I plan to
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Problem Solving, Clarity of Thought
null
null
22,885
22,886
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;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
5
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,886
22,887
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not 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 learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
40
Retired
null
null
null
null
Work
Easy-to-use API NA
Availability of better alternatives NA
null
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
22,887
22,888
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
15
Developer, full-stack
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
Connected to an open-source project NA
Security or privacy concerns NA
Insurance
Developing specialized expertise NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
2
Netherlands
EUR European Euro
75,000
Yes
Bash/Shell (all shells);Elixir;HTML/CSS;JavaScript;Lua;Rust;TypeScript
null
null
Elm NA
Yes
PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Cloudflare;Datadog;Docker;Homebrew;npm;pnpm;Webpack;Yarn
null
null
NA NA
Yes
Node.js;Phoenix;React;Ruby on Rails
Phoenix
Phoenix
Elm NA
Yes
Neovim;Vim;Visual Studio Code;VSCodium;Zed
Neovim;VSCodium
Neovim;VSCodium
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS;iOS;Arch
MacOS
GitHub;Miro;Notion;Obsidian;YouTrack
GitHub;Obsidian
GitHub;Obsidian
NA NA
Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
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
Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
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 about a codebase
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
Translating customer wishes into requirements
87,011
6
22,888
22,889
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Attending school (part-time)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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;Other online resources (e.g. standard search, forum, online community);Books / Physical media
20
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
Working with new technologies and tools NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
10
Germany
EUR European Euro
200,000
Yes
Bash/Shell (all shells);Dart;Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
COBOL;Go;HTML/CSS;JavaScript;Rust;SQL;TypeScript;Zig
Go;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL;Redis
Dynamodb;Elasticsearch;PostgreSQL;Redis
Dynamodb;Elasticsearch;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Google Cloud;Homebrew;Make;Maven (build tool);Pip;Poetry;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Homebrew;Make;Terraform;Vercel;Vite
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Make;Terraform;Vercel;Vite
NA NA
Yes
Django;Next.js;Node.js
Next.js
Next.js
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;uv
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
MacOS
MacOS
GitHub;Google Workspace;Markdown File;Notion;Obsidian;Wikis
GitHub;Google Workspace;Markdown File;Notion;Obsidian;Wikis
GitHub;Google Workspace;Markdown File;Notion;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Deployment and monitoring
Learning about a codebase;Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Testing code;Predictive analytics;Other (write in):
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Engineering, Architecture
232,029
5
22,889
22,890
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
2
Developer, mobile
Just me - I am a freelancer, sole proprietor, etc.
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
Personal Project
Good brand and public image NA
Ethical concerns NA
Media & Advertising Services
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Firebase;Google Cloud;Gradle;Microsoft Azure
Ansible;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase;Terraform;Vercel;Vite;Webpack...
Firebase;Google Cloud;Gradle;Microsoft Azure
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,890
22,891
I used to be a developer by profession, but no longer am
35-44 years old
Primary/elementary school
Employed
None of the above
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
32
Architect, software or solutions
1,000 to 4,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
Poland
PLN Polish zloty
385,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Direct messaging of users;Job board
Ask a question NA
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
105,066
null
22,891
22,892
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
No, I didn't spend time learning in the past year
null
8
Data or business analyst
null
null
null
null
Work
Robust and complete API NA
Ethical concerns NA
null
Control over the level of quality in projects NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
Yes
C;C#;C++;HTML/CSS;Java;JavaScript;Python;SQL;Visual Basic (.Net)
C;C#;C++;Go;JavaScript;MATLAB;PHP;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;Visual Basic (.Net)
C;C#;C++;JavaScript;Python;SQL;Visual Basic (.Net)
NA NA
null
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
MongoDB;MySQL
MongoDB;MySQL
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
No
A few times per week
Less than one year
Multiple times per day
Videos;Coding challenges;Chat (bot/AI)
Answer a question NA
No, not at all
Less than half of the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
22,892
22,893
I code primarily as a hobby
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
30
Other (please specify):
null
null
null
No
null
null
null
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
2
4
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Perl;PHP;Python;R;Ruby;SQL
null
null
NA NA
Yes
SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js
null
null
NA NA
Yes
Vim
null
null
KWrite, Qt Creator NA
null
null
null
null
null
Linux (non-WSL)
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
null
null
GitLab, KDE Invent NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Direct messaging of users
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unsure
Somewhat distrust
Bad at handling complex tasks
null
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
Learning about a codebase;Writing code;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
I used it a few times for development, for e.g. a complex SQL statement
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Really understanding code. It's one thing to somewhat combine AI stuff and put it together to whatever. But it's another thing to really understand what's going on.
null
null
22,893
22,894
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
18
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
18
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,894
22,895
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
14
Architect, software or solutions
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Fintech
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
22,895
22,896
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
7
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
AI CodeGen tools or AI-enabled apps;Blogs or podcasts
8
Engineering manager
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Inefficient or time-costly NA
Fintech
Recognition from leadership for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
10
Ukraine
UAH Ukrainian hryvnia
null
Yes
Go;HTML/CSS;JavaScript;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;TypeScript
Go;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Dynamodb;MongoDB;MySQL;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis;Supabase
MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Claude Code;Cursor
Claude Code;Cursor;IntelliJ IDEA
Claude Code;Cursor
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
Airtable;GitHub;Miro;Notion
Airtable;GitHub;Notion
Airtable;GitHub;Notion
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Direct messaging of users;Chat (bot/AI)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Committing and reviewing code;Creating or maintaining documentation
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Product design
null
8
22,896
22,897
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
20
Architect, software or solutions
Less than 20 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Ethical concerns NA
Software Development
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
10
5
Bosnia and Herzegovina
EUR European Euro
42,000
Yes
Bash/Shell (all shells);C++;Dart;GDScript;Go;HTML/CSS;JavaScript;Kotlin;PHP;SQL;Swift;TypeScript
Python;Ruby
null
NA NA
Yes
MariaDB;MySQL;SQLite
null
null
NA NA
Yes
Composer;Docker;Firebase;Gradle;Homebrew;Make;npm;Pacman;Pip;Webpack;Yarn
null
null
NA NA
Yes
Express;jQuery;Laravel;NestJS;Next.js;Node.js;React;Symfony
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Vim
null
null
NA NA
Large Language Model;Google Gemini;Ollama
null
null
null
null
MacOS;Ubuntu;iOS;Arch;iPadOS
MacOS;Ubuntu;iOS;iPadOS
GitHub;GitLab
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Debugging or fixing code;Predictive analytics
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
Learning about a codebase;Search for answers
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
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 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
Debugging
48,726
6
22,897
22,898
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
30
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;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
30
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Government
Control over the level of quality in projects NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
3
null
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;PowerShell;SQL
Bash/Shell (all shells);C#;PowerShell;SQL
Bash/Shell (all shells);C#;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB;Oracle;Redis;SQLite
Cosmos DB;MongoDB;SQLite
MongoDB;SQLite
NA NA
Yes
Docker;Kubernetes;Microsoft Azure;NuGet;Podman
Docker;Kubernetes;Microsoft Azure;NuGet;Podman
Docker;Kubernetes;Microsoft Azure;NuGet;Podman
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core
ASP.NET Core
NA NA
Yes
Rider;Vim;Visual Studio;Visual Studio Code
Rider;Vim;Visual Studio;Visual Studio Code
Rider;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
MacOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Miro
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
null
null
null
Co-Pilot Co-Pilot
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
No.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Building good structures
null
8
22,898
22,899
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week);Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
40
Architect, software or solutions
1,000 to 4,999 employees
null
null
No
Work
null
null
Government
Expert mentors NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
null
Yes
HTML/CSS;Java;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
H2;MariaDB;MySQL;Oracle
null
null
NA NA
Yes
Chocolatey;Docker;Kubernetes;npm;Pip;Splunk;Webpack
null
null
NA NA
Yes
Angular;jQuery;Node.js;Vue.js
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
null
Confluence;GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Discord;Reddit;Dev.to;YouTube
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
null
null
null
null
null
null
null
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;IT operations
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
22,899
22,900
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
null
20
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
Academic researcher
null
null
null
null
null
null
null
null
null
No
null
null
null
Israel
ILS Israeli new shekel
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null