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34,000
34,001
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Other (please specify):
6
Developer, back-end
10,000 or more 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
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Banking/Financial Services
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
4
3
Colombia
COP Colombian peso
7,567
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;PowerShell;Python;TypeScript
Elixir;Go;SQL
null
NA NA
Yes
Dynamodb;Redis;Valkey
MySQL;Oracle;PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Prometheus
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Microsoft Azure
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Microsoft Azure
NA NA
Yes
Angular;Express;FastAPI;NestJS;Node.js
Express;FastAPI
Express;FastAPI
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
NA NA
Amazon Bedrock;Pydantic
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring
Project planning;Predictive analytics
Learning about a codebase;Committing and reviewing code
Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I haven’t encountered any problems
I heard the word vibe coder, and the tiktoks or reels i've watched, got this word like a funny word to say someone who have no idea how to code. Vibe coding, if i read it, it's like a person who likes to code at beach, nothing related to IA like wikipedia says
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Decision intelligence;Data and analytics
Agent/multi-agent orchestration
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;Write in the most significant benefit if not listed above.
AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
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
Prompting and Learn at high scale how things work, not just understand the code of a service, how and what that service is for
2
9
34,001
34,002
I am learning to code
35-44 years old
Primary/elementary school
Student
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
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
34,002
34,003
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
24
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,003
34,004
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
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
null
Architect, software or solutions
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
10
Germany
EUR European Euro
95,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Oracle;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Gradle;npm;NuGet
Terraform
null
NA NA
Yes
Angular;ASP.NET Core;Node.js;Spring Boot
null
null
NA NA
Yes
Eclipse;Notepad++;Visual Studio Code
Visual Studio
null
NA NA
.NET 8 or higher;Large Language Model
Ollama
null
null
null
Windows;Android
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
Partly
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I need help fixing complex or unfamiliar code
null
110,214
7
34,004
34,005
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
None of the above
null
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 didn't spend time learning in the past year
null
11
Student
null
null
null
null
Personal Project
Reputation for quality NA
Ethical concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
8
8
Italy
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;MicroPython;PHP;Python;Ruby;Zig
C++;Java;Kotlin;Python;Zig
C++;Java;Kotlin;Python;Zig
NA NA
Yes
PostgreSQL;Redis;SQLite
SQLite
SQLite
NA NA
Yes
APT;Cargo;Docker;Gradle;Homebrew;Make;Maven (build tool);MSBuild;npm;Pacman;Pip;Poetry;Vite;Yarn
Docker;Gradle;Pacman;Poetry;Vite;Yarn
Docker;Gradle;Pacman;Poetry;Vite;Yarn
NA NA
Yes
Vue.js
Vue.js
Vue.js
NA NA
Yes
IntelliJ IDEA;PhpStorm;PyCharm;Rider;Sublime Text;Vim;WebStorm
IntelliJ IDEA;PyCharm;Rider;Vim;WebStorm
IntelliJ IDEA;PyCharm;Rider;Vim;WebStorm
NA NA
null
null
null
null
null
Arch
Arch
GitHub;GitLab;Markdown File
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Discord
Stack Overflow;Discord
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
Bookmark posts to look at later NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
null
fuck 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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.
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...
everything
null
null
34,005
34,006
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
9
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,006
34,007
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.);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
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Ethical concerns NA
Energy
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
12
6
United States of America
USD United States dollar
102,000
Yes
Assembly;Bash/Shell (all shells);C;C#;HTML/CSS;JavaScript;Lua;PowerShell;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;Lua;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;Lua;SQL;TypeScript
NA NA
Yes
Cosmos DB;IBM DB2;Microsoft SQL Server;Oracle;SQLite
Cosmos DB;Microsoft SQL Server;SQLite
Cosmos DB;Microsoft SQL Server;SQLite
NA NA
Yes
Docker;Make;Microsoft Azure;MSBuild;npm;NuGet
Make;Microsoft Azure
Make;Microsoft Azure
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;React
Angular;ASP.NET Core;jQuery
Angular;ASP.NET Core;jQuery
NA NA
No
null
null
null
NA NA
.NET 8 or higher;Ollama
.NET 8 or higher
.NET 8 or higher
null
null
Linux (non-WSL);Arch;Fedora
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;GitLab
Azure Devops
Azure Devops
NA NA
GitHub (public projects, not private repos)
null
null
matrix matrix
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
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
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
no
No, and I don't plan to
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 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
null
Other (please specify):
null
102,000
0
34,007
34,008
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
18
Developer, full-stack
Less than 20 employees
null
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
null
null
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
null
Yes
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;Rust;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB
MongoDB
MongoDB
NA NA
Yes
Docker;npm;Poetry;Vite;Webpack;Yarn
Docker;npm;Poetry;Vite;Yarn
Docker;npm;Poetry;Vite;Yarn
NA NA
Yes
Angular;FastAPI;React
Angular;FastAPI
Angular;FastAPI
NA NA
Yes
WebStorm
WebStorm
WebStorm
NA NA
Pydantic
Pydantic;uv
Pydantic
null
null
Windows
Windows;MacOS
GitLab;Google Workspace;Jira;Miro;Obsidian
GitLab;Google Workspace;Jira;Miro;Obsidian
GitLab;Google Workspace;Jira;Miro;Obsidian
NA NA
Stack Overflow;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
Stack Overflow;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
Stack Overflow;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
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
Chat (bot/AI)
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Project planning;Deployment and monitoring
Learning about a codebase;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
null
null
null
null
No, but I plan to
Yes, to a great extent
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.
null
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
8
34,008
34,009
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., 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);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
15
Other (please specify):
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Connected to an open-source project NA
Other (please specify): AI
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
34,009
34,010
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
22
System administrator
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
null
I'm not sure
I have neither consider or transitioned into a new career or industry
20
20
Switzerland
CHF Swiss franc
140,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;Ruby;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL
NA NA
Yes
MySQL;Neo4J;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite;Supabase
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Microsoft Azure;Netlify;npm;Pip;pnpm;Podman;Prometheus;Splunk;Terraform;Vercel;Vite
Cloudflare;Microsoft Azure;Netlify;npm;pnpm;Podman;Prometheus;Splunk;Vite
Cloudflare;Microsoft Azure;Netlify;npm;pnpm;Podman;Prometheus;Splunk;Vite
coolify, proxmox coolify, proxmox
Yes
Astro;Express;Next.js;Node.js;React;Ruby on Rails;WordPress
Laravel;Node.js;React
Node.js;React
adonisjs adonisjs
Yes
Cursor;Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;PyCharm;Visual Studio Code;WebStorm;Windsurf
Cursor;Neovim;Notepad++;Visual Studio Code
Cursor;Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;Ultralytics
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Ollama
null
null
Windows;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Red Hat
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian;Trello;Wikis
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
NA NA
Discord;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);X;YouTube;Twitch;Medium
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Other (write in):
Upvote/Downvote Q&A posts pressing the close tab button
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Generating content or synthetic data
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Debugging or fixing code;Learning new concepts or technologies
Writing code
Project planning;Documenting code;Testing code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
hard to say, i know the tools and stack well enough to not have that pure 'vibe code' approach
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
null
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis;Neo4j;ChromaDB;pgvector
null
Llama Index;LangChain
null
Grafana + Prometheus;LangSmith
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity;Bolt.new;Blackbox AI;Amazon Codewhisperer
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
problem solving, holistic solutions
173,590
null
34,010
34,011
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
10
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
15
AI/ML engineer
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
10
5
United States of America
USD United States dollar
156,000
Yes
Go;HTML/CSS;JavaScript;Python;Ruby;TypeScript
Go;Python;TypeScript;Zig;Gleam
Go;Python;TypeScript
NA NA
Yes
BigQuery;PostgreSQL;Redis
BigQuery;Cloud Firestore;Dynamodb;Firebase Realtime Database;SQLite
BigQuery
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Heroku;Homebrew;Kubernetes;Make;Netlify;npm;Pip;pnpm;Poetry;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Firebase;Google Cloud;Terraform
Amazon Web Services (AWS);Firebase;Google Cloud;Terraform
uv, nix uv, nix
Yes
Angular;FastAPI;Next.js;React;Ruby on Rails
FastAPI;Next.js;React;Ruby on Rails
FastAPI;Next.js;React;Ruby on Rails
NA NA
Yes
Claude Code;Neovim;Visual Studio Code;Zed
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
null
null
MacOS;Linux (non-WSL);NixOS
MacOS
GitHub;Jira;Trello
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
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 Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Committing and reviewing code
null
null
Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes, very much.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;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
Redis;GitHub MCP Server;supabase
GCP
Vertex AI;Ollama;LangChain;LangGraph
ADK, Genkit
null
Google Cloud Logging, Google Cloud Trace
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
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
It'll be increasingly more important for developers to understand systems design and architectures, to understand how everything works together. The bigger picture will be what's important while AI can handle implementation details.
156,000
10
34,011
34,012
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
None of the above
7
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;Online Courses or Certification (includes all media types)
11
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
Security or privacy concerns NA
Transportation, or Supply Chain
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
4
4
Romania
EUR European Euro
80,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
92,812
8
34,012
34,013
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Books / Physical media
30
Architect, software or solutions
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Recognition from peers for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
15
4
Sweden
SEK Swedish krona
850,000
Yes
Ada;Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;Python;SQL
Ada;Bash/Shell (all shells);Delphi;JavaScript;Python;SQL
Ada;Bash/Shell (all shells);JavaScript;Python;SQL
NA NA
Yes
Microsoft SQL Server;Oracle;PostgreSQL
Firebase Realtime Database;Microsoft SQL Server;Oracle;PostgreSQL
Microsoft SQL Server;Oracle;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
jQuery;Node.js
null
null
Ada web server Ada web server
Yes
Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
Gnat studio Gnat studio
null
null
null
null
null
MacOS
Red Hat
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Job board
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Writing code;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
System design
89,098
10
34,013
34,014
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
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training
15
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
null
Switzerland
CHF Swiss franc
550,000
Yes
C;C++;Python
C++;Python;Rust
C++;Python
NA NA
No
null
null
null
NA NA
Yes
Ansible;Docker;Pip
Pip
Pip
bazel NA
No
null
null
null
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
Large Language Model
c++23
null
null
null
MacOS
Ubuntu
Confluence;Doxygen;GitHub;GitLab;Markdown File
Doxygen;GitHub;Markdown File
Doxygen;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Testing code;Predictive analytics;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Debugging or fixing code;Search for answers
Generating content or synthetic data
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
yes, for stand-alone projects or modules, that are not part of a large codebase
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
understanding the full stack, knowledge of coding guidelines and external rules for the project
681,961
6
34,014
34,015
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
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
17
Developer, game or graphics
100 to 499 employees
People manager
In-person
No
Work
Reputation for quality NA
Prohibitive pricing 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
15
3
Switzerland
CHF Swiss franc
120,000
Yes
C;C++;Lua;PHP;SQL
null
null
NA Jai
Yes
MariaDB
null
null
NA NA
Yes
null
null
null
in-house build tools NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PhpStorm;Vim;Visual Studio
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab
null
null
Mantis NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
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
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Search for answers
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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
null
null
148,791
8
34,015
34,016
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
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (full-time)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
System administrator
100 to 499 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,016
34,017
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reliability and low latency NA
Poor usability 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
140,000
Yes
HTML/CSS;JavaScript;TypeScript
null
null
NA NA
Yes
Firebase Realtime Database;MongoDB;Redis;Supabase
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Netlify;npm;pnpm;Supabase;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
Astro;Express;Next.js;Node.js;React;Svelte;WordPress
null
null
NA NA
Yes
Visual Studio Code;WebStorm;Xcode
null
null
NA NA
Tailwind CSS 4;Google Gemini
Ollama
null
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitHub;Jira;Markdown File;Notion
null
null
NA NA
GitHub (public projects, not private repos);YouTube;Company-sponsored forums
null
null
NA NA
Yes
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
38,206
1
34,017
34,018
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exch...
6
Student
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
1
6
Argentina
ARS Argentine peso
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
COBOL;Go;Rust
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Supabase
Redis
null
NA NA
Yes
Cloudflare;Composer;Docker;Google Cloud;npm;Pip;Supabase;Vercel;Yarn
Amazon Web Services (AWS)
null
NA NA
Yes
Express;Laravel;Next.js;Node.js;React
null
null
NA NA
Yes
Visual Studio Code
Cursor
null
NA NA
null
null
null
null
null
Windows
Linux (non-WSL)
GitHub;Jira;Obsidian
null
null
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models)
null
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
null
Answer a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Testing code;Search for answers;Generating content or synthetic data
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes, is my go to starting place to start and tale control from there on
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Soft skills, understanding problems and translating them to tecnical requisites
null
5
34,018
34,019
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
36
Applied scientist
Less than 20 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
Costs are manageable NA
Security or privacy concerns NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people)
null
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,019
34,020
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 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);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Other (please specify):
8
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
null
null
Insurance
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
5
Slovakia
EUR European Euro
55,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;PowerShell;Python;SQL;TypeScript
NA NA
Yes
H2;PostgreSQL
H2;PostgreSQL
H2;PostgreSQL
NA NA
Yes
Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Webpack;Yarn
Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;Webpack
Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;Webpack
NA NA
Yes
Angular;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
Azure Devops;Confluence;GitHub;Jira;Markdown File
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
63,808
8
34,020
34,021
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)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
4
Student
null
null
null
null
Personal Project
Reputation for quality NA
Inefficient or time-costly NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
4
1
Canada
CAD Canadian dollar
0
Yes
C;C++;HTML/CSS;Java;Kotlin;PowerShell;Python;R;Rust;SQL
null
null
NA NA
Yes
null
null
null
Prisma NA
Yes
APT;Cargo;Docker;Firebase;Google Cloud;Gradle;Homebrew;Make;npm;Pacman;Pip;pnpm;Vercel;Vite
null
null
NA NA
Yes
Next.js;React
null
null
NA NA
Yes
Android Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
null
Doxygen;GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Neutral
More than half the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Embedded Programming, Chip Design
null
null
34,021
34,022
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.)
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
27
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
15
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
60,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL
Python;Rust;TypeScript
null
NA NA
Yes
MariaDB;MySQL;Redis;SQLite;Supabase;Valkey
PostgreSQL
null
NA NA
Yes
APT;Cloudflare;Digital Ocean;Docker;Heroku;Make;Ninja;npm;Pacman;Pip;pnpm;Prometheus
null
null
NA NA
Yes
Drupal;jQuery;Next.js;Node.js;React;WordPress
null
null
NA NA
Yes
Eclipse;Nano;Visual Studio Code;VSCodium;Zed
Neovim
null
Gnome Builder NA
Tailwind CSS 4;hostinger;Large Language Model;Google Gemini;Ollama
Odoo
null
null
null
Arch
Windows;Ubuntu;Fedora
Airtable;Asana;GitHub;GitLab;Google Workspace;Markdown File;Miro;Trello;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Substack;Medium
Discord
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
null
null
HuggingChat NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Predictive analytics
null
Generating content or synthetic data
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
Not at all or minimally
Data and analytics;Marketing
Multi-platform search enablement;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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
Redis;GitHub MCP Server;supabase
null
Llama Index;Ollama
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Auto-GPT;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding code
81,685
7
34,022
34,023
I am learning to code
25-34 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
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
No, I didn't spend time learning in the past year
null
2
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
34,023
34,024
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
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;School (i.e., University, College, etc)
5
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NOT OPEN SOURCE
Security or privacy concerns Being 700 engineers in an AI trenchcoat
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
20
5
United States of America
USD United States dollar
75,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Predictive analytics
Deployment and monitoring
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
75,000
10
34,024
34,025
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Attending school (part-time)
5
Yes, I am new to coding or currently a student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,025
34,026
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)
13
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
21
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Good brand and public image NA
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
5
null
Romania
RON Romanian leu
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MySQL;Redis
MySQL;Redis;SQLite;Valkey
MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Composer;Datadog;Heroku;New Relic;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;Datadog;Yarn
Amazon Web Services (AWS);Composer;Datadog;Yarn
NA NA
Yes
jQuery;Node.js
Node.js
Node.js
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
null
null
null
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
9
34,026
34,027
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
Attending school (full-time)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,027
34,028
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
20
Data or business analyst
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Availability of better alternatives NA
Manufacturing
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
5
3
Philippines
PHP Philippine peso
1,200,000
Yes
SQL;VBA
PowerShell;SQL;VBA
SQL;VBA
Power Query, DAX NA
Yes
Microsoft SQL Server;Oracle
Microsoft SQL Server;Oracle
Microsoft SQL Server;Oracle
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Microsoft Fabric
Microsoft Fabric
Microsoft Fabric
null
null
Windows;Android
Windows;Android
Azure Devops;Confluence;Jira
Azure Devops;Confluence;Jira;Microsoft Planner
Azure Devops;Confluence;Jira
NA NA
Stack Overflow;LinkedIn;Company-sponsored forums
Stack Overflow;LinkedIn;Company-sponsored forums
Stack Overflow;LinkedIn;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Writing code;Debugging or fixing code;Deployment and monitoring
Project planning;Testing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
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
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
IT operations
Multi-platform search enablement
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
AI agents have improved the quality of my code.;AI agents have 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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Softskills, Data Analysis
21,071
8
34,028
34,029
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
6
Academic researcher
null
null
null
null
Personal Project
Costs are manageable NA
Availability of better alternatives NA
null
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
null
Algeria
DZD Algerian dinar
144,000
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Search for answers
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no it's not, I became a developer before the age of LLMs, so I'm confident enough to write my own code without relying on them, but recently, I don't mind using them to accelerate my workflow or to set myself in the right direction (outlining possible implementation approaches), but on very rare occasions
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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, especially complex problems
1,109
7
34,029
34,030
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (10-19 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);Books / Physical media;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Student
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
School
Costs are manageable NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Cuba
USD United States dollar
2,400
Yes
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Go;Rust;SQL;Zig
Go;Rust;SQL
NA NA
Yes
PostgreSQL;SQLite;Supabase
Redis;SQLite
SQLite
NA NA
Yes
APT;Cargo;Docker;npm;pnpm
APT;Cargo;Docker;pnpm
APT;Cargo;Docker;pnpm
NA NA
Yes
FastAPI;Next.js;Node.js;React
null
null
NA NA
Yes
Cursor;Neovim;Vim;Visual Studio Code
Cursor;Neovim
Cursor;Neovim
NA NA
Pydantic
Pydantic
Pydantic
null
null
Ubuntu
Ubuntu
GitHub;GitLab;Obsidian;Redmine
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
I only do it for code i don't want or care to write myself, or for extremely repetitive code, complex or important tasks or design decisions should definitely not be left to AI, at least for now
Yes, I use AI agents at work weekly
Yes, somewhat
Business process automation
Language processing;Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
The ability to design robust systems at the very high level, i.e. creating a good architecture and architectural boundaries, and designing systems at the very low level, as both things require creative and logical solutions
2,400
5
34,030
34,031
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
13
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
26
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Easy-to-use API 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
34,031
34,032
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, Col...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
3
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
Other:
null
Yes
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
null
C++
Rust
null
NA NA
null
null
null
null
NA NA
null
Docker
null
null
NA NA
null
null
null
null
NA NA
null
Visual Studio Code
null
null
NA NA
null
null
null
null
null
NixOS
Ubuntu
Jira
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
Writing code;Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I 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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
3
34,032
34,033
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Coding Bootcamp
15
Architect, software or solutions
500 to 999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
34,033
34,034
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
30
Academic researcher
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
null
null
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
3
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Fortran;HTML/CSS;Lua;PowerShell;Python
null
null
Wolfram Language NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
null
GitHub;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
null
Ask a question 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;Documenting code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Debugging or fixing code;Testing code;Deployment and monitoring
Learning about a codebase;Project planning
Creating or maintaining documentation
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics
Language processing
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 collaboration within my team.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to compare different solutions
creativity
null
null
34,034
34,035
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
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
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);Blogs or podcasts
16
Developer, AI apps or physical AI
Less than 20 employees
null
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
3
3
Portugal
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;Java;PowerShell;Python;SQL
Go;Rust
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
MongoDB;Redis
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Kubernetes;Make;Maven (build tool);Microsoft Azure;Pip;Podman
Google Cloud
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
c++23;Google Gemini;Ollama;Ultralytics
null
null
null
null
Windows;Ubuntu;Android;Debian;Linux (non-WSL);ChromeOS
Windows;Ubuntu;Debian;Linux (non-WSL)
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Twitch;LinkedIn;Medium
null
null
NA NA
Yes
null
null
null
NA NA
No
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
null
Neutral
About half of the time
No, and I don't plan to
Unsure
null
null
null
null
null
null
null
null
null
null
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
34,035
34,036
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
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);Blogs or podcasts
No, I didn't spend time learning in the past year
null
4
Student
null
null
null
null
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
5
Morocco
MAD Moroccan dirham
null
Yes
C;C#;C++;HTML/CSS;JavaScript
C;C#;C++;HTML/CSS;JavaScript
C;C#;C++;HTML/CSS;JavaScript
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
Android Studio;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
GitHub;GitLab;Markdown File;Stack Overflow for Teams;Wikis
GitHub;GitLab;Markdown File;Stack Overflow for Teams;Wikis
GitHub;GitLab;Markdown File;Stack Overflow for Teams;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per week
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
null
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;It’s hard to understand how or why the code works
very rarely, unless necessary as part of e.g. an assignment task
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
null
null
34,036
34,037
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
56
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
53
Retired
Just me - I am a freelancer, sole proprietor, etc.
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
Work
Reliability and low latency NA
Ethical concerns NA
Computer Systems Design and Services
Solving real-world problems NA
null
null
null
6
United States of America
USD United States dollar
3,000
Yes
Bash/Shell (all shells);C;C++;Dart;HTML/CSS;JavaScript;PHP;Python;TypeScript
null
null
NA NA
Yes
MySQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Firebase;Google Cloud;npm;Pip;Yarn
null
null
NA NA
Yes
jQuery;Node.js;React;WordPress
null
null
NA NA
Yes
Android Studio;Notepad++;Visual Studio Code;Xcode
null
null
NA NA
null
null
null
null
null
Windows;Android;iOS;Linux (non-WSL)
Windows;MacOS;Android;iOS;Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Long-form articles;Direct messaging of users
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Somewhat trust
Bad at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.
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 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.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
Galileo
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
architectural software design, problem solving, creating out-of-the-box solutions
3,000
5
34,037
34,038
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.)
24
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
Colleague or on-the-job training
30
Developer, back-end
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
34,038
34,039
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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)
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
34,039
34,040
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
16
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
1
Other (please specify):
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Ethical concerns NA
Media & Advertising Services
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
8
9
United States of America
USD United States dollar
175,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, but I plan to soon
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning
null
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
vibe coding is not apart of my professional development work
Yes, I use AI agents at work daily
Yes, somewhat
Marketing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
175,000
null
34,040
34,041
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
15
Developer, front-end
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
6
null
Greece
EUR European Euro
null
Yes
HTML/CSS;JavaScript;Ruby;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;Homebrew;npm;pnpm;Vite;Webpack;Yarn
Bun;Docker;pnpm;Vercel;Vite
Docker;pnpm;Vite
NA NA
Yes
Angular;AngularJS;React;Ruby on Rails
Astro;Deno;Next.js;React;Svelte;Vue.js
React
NA NA
Yes
Neovim;Vim;Visual Studio Code;Zed
Cursor;Neovim;Vim;Visual Studio Code;Zed
Neovim;Vim;Visual Studio Code;Zed
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
MacOS;Ubuntu;Android
MacOS;Android
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart)
Confluence;GitHub;GitLab;Lucid (includes Lucidchart);Notion;Obsidian
Confluence;GitHub;Lucid (includes Lucidchart)
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges;Chat (bot/AI)
null
No, not really
More than half the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase
Debugging or fixing code;Deployment and monitoring;Predictive analytics
Project planning
Documenting code;Testing code;Committing and reviewing 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
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;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.;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.;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
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 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...
Knowing how to approach the problem business wise
null
10
34,041
34,042
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
Volunteering (regularly);Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
null
null
null
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
United States of America
USD United States dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,042
34,043
I work with developers or my work supports developers but am not a developer by profession
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
Volunteering (regularly)
35
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
18
Retired
null
null
null
null
Personal Project
Robust and complete API NA
Security or privacy concerns NA
null
null
null
null
null
4
United States of America
USD United States dollar
null
Yes
HTML/CSS;PHP;Python
HTML/CSS;PHP;Python
HTML/CSS;PHP;Python
Imagemagick, OpenCV Imagemagick, OpenCV
Yes
MySQL
MySQL
MySQL
NA NA
Yes
null
null
null
Apple iCloud Apple iCloud
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Daily or almost daily
Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Search for answers
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Writing code;Debugging or fixing code;Testing code;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;I don’t use AI tools regularly;It’s hard to understand how or why the code works
more and more often for coding technique answers
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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 AI solutions do not work and are not understandable
null
null
34,043
34,044
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
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
34,044
34,045
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (full-time)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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);Stack Overflow or Stack Exchange
9
Data scientist
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Lack of or sub-par API NA
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
3
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
34,045
34,046
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Games or coding challenges
2
Developer, back-end
Less than 20 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
3
3
Ukraine
USD United States dollar
40,000
Yes
Bash/Shell (all shells);Java;Lua;Python;SQL
Kotlin
null
NA NA
Yes
H2;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
Cassandra;Elasticsearch;MongoDB
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Heroku;Kubernetes;Maven (build tool)
Google Cloud
null
NA NA
Yes
FastAPI;jQuery;Spring Boot
Django;Laravel
null
NA NA
Yes
Eclipse;IntelliJ IDEA;PyCharm;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows;Ubuntu;Android;iOS
Windows
GitHub;GitLab;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models)
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Infrequently, less than once per year
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
Yea
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
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
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
Ai development
40,000
null
34,046
34,047
I used to be a developer by profession, but no longer am
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);None of the above
27
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;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;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges
30
Senior executive (C-suite, VP, etc.)
500 to 999 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
5
10
United States of America
USD United States dollar
265,000
Yes
C;C#;C++;HTML/CSS;JavaScript;Lua;Perl;PHP;Python;SQL;TypeScript
C;C#;C++;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
C;C#;C++;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Snowflake;SQLite
Cosmos DB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
Cosmos DB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Heroku;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet
Docker;Kubernetes;Microsoft Azure;NuGet
Docker;Kubernetes;Microsoft Azure;NuGet
NA NA
Yes
ASP.NET Core;Blazor;FastAPI;Next.js;React
FastAPI;Next.js
FastAPI;Next.js
NA NA
Yes
Claude Code;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Microsoft Fabric
.NET 8 or higher;Large Language Model;Microsoft Fabric
.NET 8 or higher;Large Language Model;Microsoft Fabric
null
null
Windows;Android;Linux (non-WSL)
Windows;Linux (non-WSL)
Asana;Azure Devops;GitHub;Jira;Lucid (includes Lucidchart);Trello
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);X;YouTube;Twitch
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
X Grok models
X Grok models
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
null
Bookmark posts to look at later NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Highly distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Project planning;Committing and reviewing code
null
Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no vide coding is not my main dev method. I do however let it act like a jr programmer to code monkey sections. I usually have to rework the code or remind the ai to stop being dumb due to it making assumptions or going off tech stack. i.e. wpf xaml vs winui xaml.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Data and analytics;Cybersecurity
Multi-platform search enablement;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
troubleshooting, system design, security
265,000
null
34,047
34,048
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Primary/elementary school
I prefer not to say
null
33
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Blogs or podcasts;Other (please specify):
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
Cloud infrastructure engineer
null
null
null
null
Work
Reputation for quality NA
Ethical concerns NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
10
7
United States of America
USD United States dollar
170,000
Yes
Bash/Shell (all shells);C;HTML/CSS;MicroPython;Python;SQL;TypeScript
Bash/Shell (all shells);MicroPython;Python
Bash/Shell (all shells);MicroPython;Python
NA NA
Yes
BigQuery;Elasticsearch;InfluxDB;MariaDB;MySQL;Redis;Amazon Redshift
MariaDB;PostgreSQL
MariaDB
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Prometheus;Terraform
Docker;Homebrew;Prometheus;Terraform
Docker;Homebrew;Prometheus;Terraform
NA NA
null
null
null
null
Ghost NA
null
Vim
Vim
Vim
BBEdit BBEdit
null
null
null
null
null
MacOS;iOS;Debian
MacOS;Ubuntu
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Monday.com;Wikis
Confluence;GitHub;GitLab;Markdown File;Wikis
Confluence;GitHub;GitLab;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Mastodon Mastodon
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
It never will be, so long as such tools lack full attribution of training data and spend obscene levels of electrical energy. The ethical concerns are far too great to even consider using such tooling.
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.
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 need help fixing complex or unfamiliar code;Other (please specify):
The framing of this question, for me, is off. The "AI" tools need to be rethought, making them entirely transparent as to how models are trained, and with what data. What happens to "prompt" content, in terms of integration into the model, or future models? Attribution is a significant aspect.
170,000
null
34,048
34,049
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
AI/ML engineer
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
Work
Connected to an open-source project NA
Security or privacy concerns NA
Computer Systems Design and Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
20
20
Nomadic
EUR European Euro
83,000
Yes
C++;Python;SQL
C++;Python;SQL
C++;Python;SQL
bash NA
Yes
MySQL;PostgreSQL;SQLite
MySQL
MySQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;Make;Microsoft Azure;Pip;Prometheus
Cloudflare;Docker;Kubernetes;Microsoft Azure;Pip;Podman;Poetry
Cloudflare;Docker;Kubernetes;Microsoft Azure;Pip
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Android;Linux (non-WSL);Fedora
Ubuntu;Linux (non-WSL)
Azure Devops;Confluence;Doxygen;GitHub;Markdown File;Obsidian
Azure Devops;Confluence;Doxygen;Markdown File;Obsidian
Azure Devops;Confluence;Doxygen;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
IRC NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I 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;Other (please specify):
abstract thinking, conceptualisation, algorithm design, problem breakdown
96,292
5
34,049
34,050
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)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
13
AI/ML engineer
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Working with new technologies and tools NA
Yes
I have strongly considered changing my career and/or the industry I work in
8
6
United States of America
USD United States dollar
230,000
Yes
Go;Java;Python;Scala;SQL;TypeScript
OCaml;Python;Scala;TypeScript;Gleam
Python;Scala;TypeScript
NA NA
Yes
BigQuery;Elasticsearch;PostgreSQL;Redis;Supabase
BigQuery;Cloud Firestore;Datomic;PostgreSQL;Redis;Supabase
BigQuery;PostgreSQL;Redis;Supabase
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Google Cloud;Homebrew;npm;pnpm;Supabase;Terraform;Vercel;Vite
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Supabase;Terraform;Vercel;Vite
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Supabase;Terraform;Vercel;Vite
NA NA
Yes
Astro;FastAPI;Next.js;Node.js
Astro;FastAPI;Next.js;Node.js
Astro;FastAPI;Next.js;Node.js
NA NA
Yes
Aider;Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;Windsurf
Claude Code;Cursor;Jupyter Notebook/JupyterLab
Claude Code;Cursor;Jupyter Notebook/JupyterLab
NA NA
Large Language Model;Pydantic;Google Gemini;Ollama;LangGraph;uv
Pydantic;Google Gemini;LangGraph;uv
Pydantic;Google Gemini;LangGraph;uv
null
null
Windows;MacOS;Ubuntu
MacOS
Confluence;GitHub;Google Workspace;Miro;Notion;Obsidian
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code
Deployment and monitoring;Predictive analytics
Project planning;Committing and reviewing code
Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
yes it is a part of the work, especially for POCs and generating scaffolding
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
software architecture and design as well as debugging
230,000
9
34,050
34,051
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
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
34,051
34,052
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Good brand and public image NA
Security or privacy concerns NA
Banking/Financial 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
4
6
Norway
NOK Norwegian krone
770,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;SQL;TypeScript
Bash/Shell (all shells);C#;C++;GDScript;Go;HTML/CSS;Java;SQL
Bash/Shell (all shells);Go;HTML/CSS;Java;SQL
NA NA
Yes
H2;MariaDB;MongoDB;Oracle;PostgreSQL
H2;MongoDB;Oracle;PostgreSQL;Redis;SQLite
H2;MongoDB;Oracle;PostgreSQL
NA NA
Yes
Ansible;Cloudflare;Docker;Kubernetes;Maven (build tool);npm;Prometheus;Splunk
Ansible;Cloudflare;Docker;Kubernetes;Maven (build tool);Prometheus;Splunk
Ansible;Cloudflare;Docker;Kubernetes;Maven (build tool);Prometheus;Splunk
NA NA
Yes
Angular;jQuery;Node.js;Spring Boot;Vue.js
Spring Boot;Vue.js
Spring Boot;Vue.js
NA NA
Yes
IntelliJ IDEA;Nano;Neovim;Notepad++;Rider;Visual Studio Code
IntelliJ IDEA;Nano;Neovim;Notepad++;Rider
IntelliJ IDEA;Nano;Neovim;Notepad++;Rider
NA NA
null
null
null
null
null
Linux (non-WSL);Fedora
Windows;Windows Subsystem for Linux (WSL);Red Hat
Azure Devops;GitHub;Jira;Lucid (includes Lucidchart)
GitHub;Jira;Lucid (includes Lucidchart)
GitHub;Jira;Lucid (includes Lucidchart)
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Comment on Q&A posts NA
No, not at all
Rarely, almost never
No, and I don't plan to
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;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
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.
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.
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
76,097
8
34,052
34,053
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
2
Yes, I am new to coding or currently a student
Stack Overflow or Stack Exchange;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Games or coding challenges;Coding Bootcamp;School (i.e., University, College, etc)
3
Data scientist
null
null
null
null
Work
Robust and complete API NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,053
34,054
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;...
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
34,054
34,055
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
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Other (please specify): Good documentation
Other (please specify): Bad documentation
Software Development
You like your manager Remote
No
I have neither consider or transitioned into a new career or industry
4
1
United States of America
USD United States dollar
90,000
Yes
C;HTML/CSS;Python;SQL
Ada;C;C++;Rust;SQL
C;SQL
NA NA
Yes
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Docker;Make;npm;Pip;Vite
Kubernetes;Make;npm;Pip;Vite
Make;npm;Pip;Vite
NA NA
Yes
FastAPI;React
FastAPI;React
FastAPI;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Ollama
c++23;Tailwind CSS 4;RAG
Tailwind CSS 4;RAG
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
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
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.;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.
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
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Large-scale software development and development in niche topics
90,000
8
34,055
34,056
I am a developer by profession
18-24 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,056
34,057
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Attending school (full-time)
null
Yes, I am new to coding or currently a student
AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
null
Student
null
null
null
null
Personal Project
Costs are manageable NA
null
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
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
No
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
No, not at all
Rarely, almost never
No, and I don't plan to
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
NO.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,057
34,058
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)
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;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other (please specify):;Books / Physical media
35
Data scientist
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
null
null
Brazil
USD United States dollar
50,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Lisp;Lua;Python;SQL
Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Lisp;Lua;Python;SQL
Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Lisp;Lua;Python;SQL
Wolfram language Wolfram
Yes
MariaDB;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
BigQuery;MariaDB;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;SQLite
MariaDB;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
CouchDB NA
Yes
Docker;Google Cloud;IBM Cloud;Maven (build tool);Microsoft Azure;npm;Pip
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Maven (build tool);Microsoft Azure;npm;Pip
Docker;Google Cloud;Maven (build tool);Microsoft Azure;npm;Pip
NA NA
Yes
Express;Flask;Next.js;Node.js;React;Spring Boot;WordPress
Express;Flask;Next.js;Node.js;React;Spring Boot;Vue.js
Express;Flask;Next.js;Node.js;React;Spring Boot
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio Code
NA NA
Ollama
Ollama
Ollama
null
null
Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
GitHub;Google Colab;Jira;Markdown File
GitHub;Google Colab;Jira;Markdown File;Trello
GitHub;Google Colab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Kaggle;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Long-form articles;Videos;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;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
Other (write in):
Low quality solucionar by ai
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
null
I am concerned about the accuracy of the information provided by 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 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...
Ai is a trap lotes of MKT lotes of promess low quality code
50,000
8
34,058
34,059
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
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);Stack Overflow or Stack Exchange;Books / Physical media
13
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
20
10
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Dart;HTML/CSS;Python;Rust;SQL
Bash/Shell (all shells);Dart;HTML/CSS;Python;SQL
NA NA
Yes
DuckDB;InfluxDB;PostgreSQL;Redis;Snowflake;SQLite;Supabase
PostgreSQL;Redis;Snowflake;Supabase
PostgreSQL;Redis;Snowflake;Supabase
Apache Iceberg Apache Iceberg
Yes
Amazon Web Services (AWS);Ansible;Digital Ocean;Docker;Firebase;Homebrew;Kubernetes;npm;Pip;Poetry;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Homebrew;Kubernetes;Poetry;Prometheus;Supabase;Terraform;Vercel
Amazon Web Services (AWS);Ansible;Docker;Homebrew;Kubernetes;Poetry;Supabase;Terraform;Vercel
NA NA
Yes
Django;Express;Next.js;React;Svelte;WordPress
Django;Svelte
Django;Svelte
PayloadCMS PayloadCMS
Yes
Lovable.dev;Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Tailwind CSS 4;Polars;RAG;Google Gemini
Polars;Amazon Bedrock;RAG;Google Gemini;Ollama;LangGraph
Polars;RAG;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;iPadOS
MacOS;Ubuntu;Android;iOS;Debian;Linux (non-WSL)
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
Confluence;GitHub;Google Workspace;Jira;Markdown File
Confluence;GitHub;Google Workspace;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
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);openAI Image generating models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
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;Debugging or fixing code;Search for answers
Project planning;Deployment and monitoring;Learning new concepts or technologies
Testing code;Committing and reviewing code;Predictive analytics
null
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;Other (write in):
Absolutely not.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Systems design, devops, working with cutting edge technology, design, frankly anything that requires creativity and higher level problem solving. AI is a very talent prediction engine. It can't do anything outside it's training data and prompt.
null
8
34,059
34,060
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
Transitioning to retirement (gradually reducing work hours);Engaged in paid work (less than 10 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
36
Developer, mobile
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Reputation for quality NA
Ethical concerns NA
Software Development
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
175,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;TypeScript
HTML/CSS;Kotlin
HTML/CSS;Kotlin
NA NA
Yes
MongoDB;SQLite;Supabase
MongoDB;SQLite
MongoDB;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Gradle;Homebrew;npm;Supabase;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Firebase;Gradle;Homebrew
Amazon Web Services (AWS);Cloudflare;Firebase;Gradle;Homebrew
NA NA
Yes
Angular;Node.js
null
null
NA Kotlin/WASM
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code;Xcode
Android Studio;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;MacOS
GitHub;Trello
GitHub;Trello
GitHub;Trello
NA NA
Reddit;Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Slack (public channels, not work);X;YouTube;LinkedIn
Slack (public channels, not work);X;YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding customer challenges. Ensuring quality characteristics are achieved.
175,000
9
34,060
34,061
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Stack Overflow or Stack Exchange
7
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
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
34,061
34,062
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Other (please specify):
No, I didn't spend time learning in the past year
null
14
Developer, back-end
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
Connected to an open-source project NA
Ethical concerns NA
Transportation, or Supply Chain
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
3
Portugal
EUR European Euro
49,000
Yes
Java
Java
Java
NA NA
Yes
IBM DB2
IBM DB2
IBM DB2
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Swing NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);ChromeOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;Jira;Miro
Jira
Jira
NA NA
Stack Overflow;Stack Exchange;YouTube;Substack;Medium
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
Less than once every 2 - 3 months
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);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 NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
56,847
8
34,062
34,063
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., 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);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);Videos (not associated with specific online course or certification)
6
DevOps engineer or professional
20 to 99 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
null
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
15
20
Spain
EUR European Euro
50,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;R;Scala;SQL;TypeScript
Bash/Shell (all shells);Go;Python;TypeScript
Bash/Shell (all shells);Python;TypeScript
YAML YAML
Yes
Databricks SQL;Dynamodb;Elasticsearch;MariaDB;MongoDB;Oracle;PostgreSQL;Redis;Supabase
Oracle;PostgreSQL;Redis
Oracle;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;npm;Pip;pnpm;Podman;Prometheus;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;APT;Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip;pnpm;Prometheus;Terraform;Vercel
Amazon Web Services (AWS);Ansible;APT;Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip;pnpm;Prometheus;Terraform;Vercel
NA Argocd, Openshift
Yes
Angular;AngularJS;Django;Drupal;Express;FastAPI;Flask;NestJS;Next.js;Node.js;React;WordPress
FastAPI;Next.js;Node.js;React
FastAPI;Next.js;Node.js;React
NA NA
Yes
Bolt;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Vim;Visual Studio Code;Windsurf
Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
Tailwind CSS 4;hostinger;Odoo;Large Language Model;Pydantic;Google Gemini;Shadcn/ui;Ollama;LangGraph
Tailwind CSS 4;Amazon Bedrock;Pydantic;RAG;Google Gemini;Shadcn/ui;LangGraph
Tailwind CSS 4;Pydantic;Google Gemini;Shadcn/ui;LangGraph
null
null
MacOS;Ubuntu;iOS;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Google Colab;Jira;Markdown File;Notion;Obsidian;Trello;Wikis
GitHub;GitLab;Markdown File;Notion;Obsidian;Stack Overflow for Teams
GitHub;GitLab;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
A few times per month or weekly
Videos;Chat (bot/AI)
null
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Committing and reviewing code;Search for answers
null
null
Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Yes
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
58,007
9
34,063
34,064
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
15
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Government
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
United States of America
USD United States dollar
162,000
Yes
Bash/Shell (all shells);C;C#;Fortran;Groovy;HTML/CSS;Java;PowerShell;Python;R;SQL
Bash/Shell (all shells);C#;C++;Go;Java;JavaScript;PowerShell;Python
Bash/Shell (all shells);C#;Java;PowerShell;Python
NA NA
Yes
Oracle;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Make;Maven (build tool);MSBuild;NuGet;Pip
Docker;Gradle;Splunk
Docker;Gradle
GitHub GitHub
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Vim;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;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu
Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Job board
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code
Testing code;Deployment and monitoring
Predictive analytics
null
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Communication, compassion, and collaboration
162,000
8
34,064
34,065
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
25
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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
25
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Government
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
4
4
Sweden
SEK Swedish krona
57,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Ansible;Cloudflare;Composer;Docker;npm;Vite;Webpack
Ansible;Cloudflare;Composer;Docker;npm
Ansible;Cloudflare;Composer;Docker;npm
NA NA
Yes
AngularJS;Express;Node.js;Vue.js
Express;Node.js;Vue.js
Express;Node.js;Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Android;Debian
Windows;Android
Confluence;GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices
Understanding complex systems and codebases.
5,975
7
34,065
34,066
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
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);Colleague or on-the-job training;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;Technical documentation (is generated for/by the tool or system)
7
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
3
Germany
EUR European Euro
68,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;TypeScript
NA NA
Yes
Dynamodb
MariaDB;PostgreSQL;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Bun;Docker;Homebrew;New Relic;npm;Yarn
Amazon Web Services (AWS);Bun;npm;pnpm;Terraform
Amazon Web Services (AWS);Bun;npm
NA NA
Yes
Express;Next.js;Node.js;React
Express;Fastify;NestJS;Node.js;React;Svelte
Express;Node.js;React
NA NA
Yes
IntelliJ IDEA;Neovim;Visual Studio Code;VSCodium;WebStorm;Zed
Neovim;WebStorm;Zed
Neovim;WebStorm;Zed
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Ubuntu
MacOS;Ubuntu
Confluence;GitLab
null
null
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Creating or maintaining documentation
null
null
Other (write in):
No, i hate it.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.
null
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have impr...
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
78,890
8
34,066
34,067
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
7
Developer, back-end
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
34,067
34,068
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
26
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Higher Education
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
15
10
United States of America
USD United States dollar
95,000
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
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
95,000
2
34,068
34,069
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
No, I didn't spend time learning in the past year
null
2
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
4
Argentina
ARS Argentine peso
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;SQL;TypeScript
C;HTML/CSS;JavaScript;Lua;Rust;TypeScript
HTML/CSS;JavaScript;Lua;TypeScript
Typst, Nix NA
Yes
MongoDB
Supabase
null
NA NA
Yes
Chocolatey;npm;pnpm;Vercel;Vite
pnpm;Supabase;Vercel;Vite
pnpm;Vercel;Vite
NA NA
Yes
Express;Next.js;Node.js;React
Astro;Express;React
Express;React
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);NixOS
Windows Subsystem for Linux (WSL);Linux (non-WSL);NixOS
GitHub;Markdown File
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
No
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
null
Comment on Q&A posts NA
No, not at all
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Committing and reviewing code
Testing code;Deployment and monitoring;Search for answers
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
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
null
null
null
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
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
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.
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
null
null
34,069
34,070
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;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
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
34,070
34,071
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
22
Developer, AI apps or physical AI
10,000 or more employees
People manager
Remote
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,071
34,072
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
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
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
34,072
34,073
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
11
Developer, game or graphics
500 to 999 employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
6
India
INR Indian rupee
1,200,000
Yes
C#;C++;HTML/CSS
C#;C++;GDScript
C#;C++
NA NA
No
null
null
null
NA NA
Yes
Gradle;Make;MSBuild;npm;Pip
Make;MSBuild;npm;Pip
Make;MSBuild;npm;Pip
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Rider;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23;Google Gemini;Ollama
.NET 8 or higher;c++23;Google Gemini;Ollama
.NET 8 or higher;c++23;Google Gemini;Ollama
null
null
Windows;Android;iPadOS
Windows;Ubuntu
GitHub;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Reddit;X;YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Reddit;X;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Coding challenges;Logic games/puzzles
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Very poor at handling complex tasks
null
Testing code;Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
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, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Manual Integration
13,949
7
34,073
34,074
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
8
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
34,074
34,075
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
5
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
34,075
34,076
I code primarily as a hobby
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Retired
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts
4
Student
null
null
null
null
School
null
null
null
null
null
null
null
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
34,076
34,077
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
30
Developer, full-stack
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
Competitive pay and benefits unemployed
No
I have neither consider or transitioned into a new career or industry
5
5
Venezuela, Bolivarian Republic of...
USD United States dollar
null
Yes
HTML/CSS;JavaScript
C++;HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript
NA NA
Yes
MongoDB
MongoDB
MongoDB
NA NA
Yes
Docker;Kubernetes;Vite
Docker;Kubernetes;Vite
Docker;Kubernetes;Vite
NA NA
Yes
Express;Node.js;React
Express;Node.js;React
Express;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code;VSCodium
Visual Studio Code
NA NA
null
null
null
null
null
Fedora
Fedora
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;YouTube
NA NA
Yes
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
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
null
null
I haven’t encountered any problems
Not at all
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
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
new product development
null
10
34,077
34,078
I am learning to code
18-24 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Attending school (full-time);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
50
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
7
Data engineer
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
null
Yes
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,078
34,079
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I didn't spend time learning in the past year
null
8
Developer, full-stack
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
Costs are manageable NA
Ethical concerns NA
Retail and Consumer Services
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
3
Sweden
SEK Swedish krona
null
Yes
HTML/CSS;Java;JavaScript;Ruby;Rust;TypeScript
HTML/CSS;Java;Ruby;Rust;TypeScript
HTML/CSS;Java;Ruby;Rust;TypeScript
Haskell Haskell
No
null
null
null
NA NA
Yes
Bun;Cargo;Gradle;Maven (build tool);npm
Bun;Cargo;Docker;Maven (build tool)
Bun;Cargo;Maven (build tool)
NA NA
Yes
Node.js;React
React
React
Bun Bun
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Neovim;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows
GitHub;Markdown File;Wikis
GitHub;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Wikis
NA NA
Discord;YouTube
Discord;YouTube
Discord;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Never.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
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
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Most if not all.
null
8
34,079
34,080
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange
No, I didn't spend time learning in the past year
null
14
Cloud infrastructure engineer
10,000 or more employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
C++
C++
C++
NA NA
Yes
MySQL
MySQL;Redis;SQLite
MySQL
NA NA
Yes
null
null
null
NA NA
Yes
Django
null
null
NA NA
No
null
null
null
NA NA
c++23
c++23
c++23
null
null
MacOS
MacOS;Linux (non-WSL)
Google Workspace
Google Workspace
Google Workspace
NA NA
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit;Hacker News
Stack Overflow;Discord;Reddit
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
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, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
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
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.
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
null
7
34,080
34,081
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I didn't spend time learning in the past year
null
30
Data engineer
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Prohibitive pricing NA
Media & Advertising Services
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
11
4
Australia
AUD Australian dollar
130,000
Yes
null
null
null
Cypher NA
Yes
InfluxDB;MySQL;Neo4J
MySQL;Neo4J;PostgreSQL;Snowflake
MySQL;Neo4J
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes
Amazon Web Services (AWS);Docker;Kubernetes
Amazon Web Services (AWS);Docker;Kubernetes
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS
Confluence;GitHub;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
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...
Problem solving and creating informal proof
84,512
null
34,081
34,082
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
9
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
Work
Costs are manageable NA
Security or privacy concerns NA
Computer Systems Design and Services
null
No
I have strongly considered changing my career and/or the industry I work in
8
4
Portugal
EUR European Euro
40,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;Gleam
Go;Python;Rust;TypeScript;Zig;Gleam
Python;TypeScript;Gleam
NA NA
Yes
Cassandra;Dynamodb;Microsoft Access;MongoDB;MySQL;PostgreSQL;Redis;Valkey
Dynamodb;MongoDB;PostgreSQL;Redis
Dynamodb;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;Pip;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Pip;Podman;Terraform
Amazon Web Services (AWS);Docker;Pip;Terraform
Terragrunt Terragrunt
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
NA NA
Large Language Model
Tailwind CSS 4;Large Language Model
Large Language Model
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Markdown File;Obsidian
GitLab;Markdown File;Obsidian
GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Substack
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;X Grok models
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. It shouldn't even be mentioned in a professional environment.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Decision intelligence;Data and analytics;Customer service support
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;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.
null
Redis;Neo4j
null
LangChain
null
Wiz
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving, critical thinking, and creative solutions
46,406
null
34,082
34,083
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,083
34,084
I am a developer by profession
65 years or older
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
48
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
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)
48
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
United States of America
USD United States dollar
153,000
Yes
C#;HTML/CSS;PHP
C#;HTML/CSS;PHP
C#;HTML/CSS;PHP
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server;MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;jQuery;Node.js;WordPress
ASP.NET;jQuery;Node.js;WordPress
ASP.NET;jQuery;Node.js;WordPress
NA NA
Yes
Claude Code;Notepad++;PhpStorm
Claude Code;Notepad++;PhpStorm
Claude Code;Notepad++;PhpStorm
NA NA
.NET 8 or higher;hostinger
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
GitLab
GitLab
GitLab
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
null
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
null
null
null
somewhat
Yes, I use AI agents at work monthly or infrequently
No, but my development work has changed somewhat due to non-AI factors
Data and analytics
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Sentry
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something
Full stack development
153,000
10
34,084
34,085
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
4
Other (please specify):
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Poor usability NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
10
10
Bangladesh
BDT Bangladeshi taka
null
Yes
Assembly;C;C++;HTML/CSS;Java;JavaScript;MATLAB;PHP;Prolog;Python;SQL;TypeScript
Ada;Bash/Shell (all shells);C#;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;Kotlin;Lisp;Lua;MicroPython;OCaml;Perl;PowerShell;R;Ruby;Rust;Scala;Swift;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
null
NA NA
Yes
Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Notepad++;PhpStorm;PyCharm;Sublime Text;Visual Studio;Visual Studio Code
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Notepad++;PhpStorm;PyCharm;Sublime Text;Visual Studio;Visual Studio Code
NA NA
Tailwind CSS 4;hostinger;Google Gemini;Ultralytics
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
Tailwind CSS 4;hostinger;Google Gemini;Ultralytics
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
Windows;iPadOS;ChromeOS
GitHub;GitLab;Google Colab;Google Workspace;Lucid (includes Lucidchart);Stack Overflow for Teams
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
GitHub;GitLab;Google Colab;Google Workspace;Lucid (includes Lucidchart);Stack Overflow for Teams
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;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;Creating or maintaining documentation;Other (write in):
Documenting code
null
Testing code
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 yet.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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, security, data analysis
null
null
34,085
34,086
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
13
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
Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts;Other (please specify):
17
Other (please specify):
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API Developer Support
Availability of better alternatives Poor documentation
Software Development
Control over the level of quality in projects Open Source
No
I have transitioned into a new career and/or industry voluntarily
9
4
Austria
EUR European Euro
null
Yes
C#;PowerShell
C#;C++;F#;PowerShell
C#;PowerShell
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core
ASP.NET Core;Blazor
ASP.NET Core
NA NA
Yes
Cursor;Rider;Visual Studio;Visual Studio Code
Android Studio;Cursor;Rider;Visual Studio;Visual Studio Code;Xcode
Cursor;Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;c++23
.NET 8 or higher
null
null
Windows
MacOS
Azure Devops;Markdown File
GitHub;Linear;Markdown File
Markdown File
NA NA
Stack Overflow;YouTube;Twitch
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn
Stack Overflow;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Videos;Direct messaging of users
Answer a question NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers
Project planning
Writing code;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
Other (write in):
In my opinion, the term "vibe coding" as it's used kinda sucks ... to me a "Vibe Coder" is the equivalent of a former "StackOverflow-Developer" ... to me the term "vibe coding" has a derogatory meaning ... however, in the general used meaning of "vibe coding" then yes, using AI tools realted to working with source code...
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
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 am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
Sentry
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
For Application-Developers, Architectural skills will remain invaluable, because considering the code AI models were trained on, they just cannot come up with a suitable long-term architectural solution. For Library-Authors, similar answer, considering the code they were trained on, they are just inable to produce pro...
null
10
34,086
34,087
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Not 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
34,087
34,088
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
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
34,088
34,089
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
18
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
null
Software Development
Expert mentors NA
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Brazil
BRL Brazilian real
140,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Bad at handling complex tasks
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning new concepts or technologies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,485
6
34,089
34,090
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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;Other (please specify):
30
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Computer Systems Design and Services
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
6
2
United States of America
USD United States dollar
190,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;PostgreSQL;Redis;Valkey
Cloud Firestore;Dynamodb;Elasticsearch;Firebase Realtime Database;MongoDB;PostgreSQL;SQLite;Supabase;Valkey
Dynamodb;Elasticsearch;PostgreSQL;Valkey
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);npm;pnpm;Poetry;Vite;Yarn
APT;Cargo;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;pnpm;Supabase;Vite;Yarn
APT;Cargo;Docker;Gradle;Homebrew;Kubernetes;pnpm;Vite;Yarn
NA NA
Yes
Deno;React;Svelte;Axum
Angular;Deno;NestJS;Svelte;Axum
Deno;Svelte;Axum
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;Vim;Visual Studio Code;Xcode;Zed
IntelliJ IDEA;Neovim;Vim;Visual Studio Code;Zed
IntelliJ IDEA;Neovim;Vim;Visual Studio Code;Zed
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Markdown File;Miro;Notion
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Videos;Chat (bot/AI)
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
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Testing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
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
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 need help fixing complex or unfamiliar code
Understanding interdependencies between systems Determining which technologies are most applicable to a given task
190,000
10
34,090
34,091
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Other online resources (e.g. standard search, forum, online community)
17
Architect, software or solutions
10,000 or more employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
8
30
United States of America
USD United States dollar
325,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Python;SQL
null
null
NA NA
Yes
Elasticsearch;PostgreSQL
PostgreSQL
PostgreSQL
Fabric Lakehouse, Fabric Datawarehouse NA
Yes
Ansible;Docker;Make;Microsoft Azure;NuGet;Podman;Terraform
Ansible;NuGet;Terraform
Ansible;NuGet;Terraform
Pulumi NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core;Blazor
NA NA
Yes
Nano;PyCharm;Visual Studio;Visual Studio Code
PyCharm;Visual Studio
PyCharm;Visual Studio
NA NA
.NET 8 or higher;c++23;Microsoft Fabric;Ollama
.NET 8 or higher;c++23;Microsoft Fabric;Ollama
.NET 8 or higher;c++23;Microsoft Fabric;Ollama
null
null
Windows;Android;Debian
Windows;Android;Debian
Azure Devops;Confluence;GitHub;Jira;Redmine
Redmine
Redmine
NA NA
X;YouTube;Twitch;LinkedIn
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;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
Writing code;Generating content or synthetic data
Learning about a codebase;Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
not professional but I am trying in my learning.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics
Multi-platform search enablement;Agent/multi-agent orchestration;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have reduced the time spent on specific development tasks.
null
I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoS...
null
null
GitHub MCP Server;pgvector
null
Ollama;Semantic Kernel
null
null
null
ChatGPT;GitHub Copilot
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
understanding of the technical problem and understanding complex systems
325,000
null
34,091
34,092
I am a developer by profession
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours);Engaged in paid work (10-19 hours per week)
35
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
35
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
5
Argentina
ARS Argentine peso
null
Yes
Bash/Shell (all shells);JavaScript;Perl;PHP;SQL
Bash/Shell (all shells);JavaScript;Perl;PHP;SQL
Bash/Shell (all shells);JavaScript;Perl;PHP;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Android;Debian
Ubuntu;Debian
GitLab;Google Workspace;Markdown File;Wikis
GitLab;Google Workspace;Markdown File;Wikis
GitLab;Google Workspace;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Yes, somewhat
Less than half of the time
No, but I plan to soon
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Writing code;Deployment and monitoring
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
null
I don’t use AI tools regularly
no
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I need help fixing complex or unfamiliar code
learn the basics
null
9
34,092
34,093
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
9
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
13
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
4
Philippines
PHP Philippine peso
15,000,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
NuGet
NuGet
NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor
Angular;ASP.NET;ASP.NET Core;Blazor
Angular;ASP.NET;ASP.NET Core;Blazor
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;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);LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring
Testing code;Committing and reviewing code;Creating or maintaining documentation
Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Decision intelligence
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.;Write in the most significant benefit if not listed above.
null
AI agents have increased my productivity.
null
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
promp writing
263,382
7
34,093
34,094
I am learning to code
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Books / Physical media
No, I didn't spend time learning in the past year
null
null
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,094
34,095
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Bo...
3
Developer, full-stack
null
null
null
No
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
34,095
34,096
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.)
Not employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media
No, I didn't spend time learning in the past year
null
40
Retired
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
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
34,096
34,097
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools 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)
5
Developer, desktop or enterprise applications
20 to 99 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
Easy-to-use API NA
Poor usability NA
Software Development
Recognition from peers for your work NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
3
4
Israel
ILS Israeli new shekel
140,000
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;npm;NuGet;pnpm
null
null
NA NA
Yes
FastAPI;Next.js;React
null
null
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Large Language Model;Shadcn/ui
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian;Fedora
Windows
Clickup;GitHub;Microsoft Planner;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Direct messaging of users
null
null
null
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Writing code;Testing code
Learning about a codebase
Creating or maintaining documentation
AI solutions that are almost right, but not quite;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
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Reading and understanding code to debug.
41,180
8
34,097
34,098
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Media & Advertising Services
Control over the level of quality in projects NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
2
New Zealand
NZD New Zealand dollar
250,000
Yes
C#;JavaScript;PowerShell;SQL;TypeScript
F#;Rust
null
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MongoDB;Redis;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model;Google Gemini
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Committing and reviewing code
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Learning about a codebase;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
null
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
null
null
150,588
2
34,098
34,099
I code primarily as a hobby
25-34 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
null
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
34,099
34,100
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
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);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
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
4
Developer, AI apps or physical AI
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
Work
Reputation for quality NA
Prohibitive pricing NA
Government
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
20
5
China
USD United States dollar
40,000
Yes
C;C++;Go;Rust
null
null
NA NA
Yes
Cloud Firestore;MySQL;Redis
null
null
NA NA
No
null
null
null
NA NA
Yes
Spring Boot
Axum
null
NA NA
Yes
Vim;Visual Studio Code
Zed
null
NA NA
null
null
null
null
null
Windows
Ubuntu
GitHub;Markdown File
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Less than once every 2 - 3 months
Direct messaging of users;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat trust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code
Project planning;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
Testing code
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Data and analytics
Vector databases for AI applications;Integration with external agents and APIs
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
40,000
7