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25,100
25,101
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
32
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Other (please specify):
35
Developer, back-end
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Ethical concerns NA
Transportation, or Supply Chain
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
France
EUR European Euro
70,000
Yes
C;C#;C++;Java;PowerShell
Go
null
NA NA
Yes
MariaDB;Microsoft SQL Server;Oracle
null
null
NA NA
Yes
Docker;Kubernetes;NuGet
null
null
NA NA
null
ASP.NET;ASP.NET Core;Blazor
null
null
NA NA
Yes
Eclipse;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;GitHub;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI GPT (chatbot models)
Mistral AI models
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Upvote/Downvote Q&A posts NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code
Project planning;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Predictive analytics
null
Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No, for the moment I experiment generating libs from specs using AI, but not generation full software. On professional point of view, Il just générate methods or at most class, and use AI to make remarks on my code.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Anticipation, imagination
81,210
4
25,101
25,102
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
19
Developer, full-stack
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Security or privacy concerns NA
Government
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
null
null
Israel
ILS Israeli new shekel
null
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Python
null
NA NA
Yes
Microsoft SQL Server
MongoDB;PostgreSQL
null
NA NA
Yes
Chocolatey;Microsoft Azure;MSBuild;npm;NuGet;Vite;Webpack
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Kubernetes
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Next.js;React
Node.js
null
NA NA
Yes
Bolt;Claude Code;Cline and/or Roo;Notepad++;Visual Studio;Visual Studio Code;Windsurf
Cursor
null
NA NA
.NET 8 or higher;Tailwind CSS 4
Google Gemini
null
null
null
Windows
null
Azure Devops;GitHub
null
null
NA NA
Stack Overflow;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 10 and 15 years
Less than once every 2 - 3 months
null
null
null
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
null
null
null
null
null
null
null
null
null
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
25,102
25,103
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
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;Stack Overflow or Stack Exchange;Colleague or on-the-job training;Coding Bootcamp;Games or coding challenges;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
40
Cloud infrastructure engineer
5,000 to 9,999 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
null
Reputation for quality NA
Security or privacy concerns NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
8
5
France
EUR European Euro
48,000
Yes
Assembly;Bash/Shell (all shells);C;Go;Groovy;Java;Python
Assembly;Bash/Shell (all shells);C;Go;Lisp;Lua;Python
Assembly;Bash/Shell (all shells);C;Go;Python
NA NA
Yes
MariaDB;Oracle;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Ansible;Composer;Docker;Kubernetes;Prometheus;Splunk
Ansible;Composer;Docker;Kubernetes;Splunk
Ansible;Composer;Docker;Kubernetes;Splunk
NA NA
No
null
null
null
NA NA
Yes
Neovim;Notepad++;Vim;Visual Studio Code
Neovim;Notepad++;Vim
Neovim;Notepad++;Vim
NA NA
Large Language Model
Large Language Model;RAG;Google Gemini
Large Language Model
null
null
Android;Linux (non-WSL);Fedora
Linux (non-WSL);Red Hat
GitHub;GitLab;Jira;Wikis
GitHub;GitLab;Wikis
GitHub;GitLab;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Unsure
Highly distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Vibe coding is not coding. Never can we be sure if the code is correct, corresponds to the needs and not partially hallucinated, and subtly subvert whatt we asked. It is dangerous, especially in a work environment.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
55,687
null
25,103
25,104
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
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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;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;Videos (not associated with specific online course or certification);Blogs or podcasts;Books / Physical media
10
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
4
Germany
EUR European Euro
54,000
Yes
Go;HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript
Dart;Go;HTML/CSS;Java;PHP;Rust;SQL;TypeScript;Zig
Go;HTML/CSS;Java;PHP;SQL;TypeScript
NA NA
Yes
Elasticsearch;H2;MySQL;Oracle;PostgreSQL;Redis
Elasticsearch;Oracle;PostgreSQL
Elasticsearch;Oracle;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Composer;Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;Podman;Prometheus;Terraform;Vite;Webpack;Yarn
APT;Chocolatey;Cloudflare;Composer;Docker;Kubernetes;Microsoft Azure;Podman;Prometheus;Terraform;Vite;Yarn
APT;Chocolatey;Cloudflare;Composer;Docker;Kubernetes;Microsoft Azure;Podman;Prometheus;Terraform;Vite;Yarn
Hetzner Cloud NA
Yes
Angular;Laravel;Next.js;Node.js;Spring Boot;Svelte;WordPress
Laravel;Next.js;Node.js;Ruby on Rails;Spring Boot;Svelte
Laravel;Next.js;Node.js;Spring Boot;Svelte
NA NA
No
null
null
null
NA NA
Shadcn/ui
Shadcn/ui
Shadcn/ui
null
null
MacOS;Ubuntu;iPadOS
Windows
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code
Deployment and monitoring
Search for answers
null
Testing code
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
62,648
6
25,104
25,105
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 new to coding or currently a student
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
4
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
AI integration or AI Agent capabilities NA
Outdated or obsolete technology or features NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
25,105
25,106
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,106
25,107
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
24
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)
28
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
2
Italy
EUR European Euro
28,000
Yes
C#;TypeScript
C#;TypeScript
C#;TypeScript
NA NA
Yes
IBM DB2;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET Core;Express;Node.js
Angular;ASP.NET Core;Express;Node.js;React;Svelte
Angular;ASP.NET Core;Express;Node.js
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model
.NET 8 or higher;Tailwind CSS 4;Large Language Model
.NET 8 or higher;Tailwind CSS 4;Large Language Model
null
null
Windows
Windows
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Discord
Stack Overflow;Discord
Stack Overflow;Discord
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Direct messaging of users
Upvote/Downvote Q&A posts NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
Writing code;Creating or maintaining documentation
Testing code
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Data and analytics
Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs
null
AI agents have helped me automate repetitive tasks.
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.
null
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I 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
pgvector
null
Semantic Kernel
null
null
null
ChatGPT;Claude Code
null
When I’m stuck and can’t explain the problem
prompt writer
32,484
8
25,107
25,108
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
6
AI/ML engineer
10,000 or more 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
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
Banking/Financial Services
Opportunities to mentor and lead junior-level coworkers NA
No
I have somewhat considered changing my career and/or the industry I work in
8
4
United Arab Emirates
AED United Arab Emirates dirham
96,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL
Bash/Shell (all shells);C#;GDScript;Go;Lua;Python;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
null
null
null
NA NA
Yes
Docker;Maven (build tool);Microsoft Azure;Netlify;npm;Pip;Yarn
Docker;Maven (build tool);Microsoft Azure;Pip
Docker;Maven (build tool);Microsoft Azure;Pip
NA NA
Yes
Django;Express;FastAPI;Flask;Node.js;React;Spring Boot
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Large Language Model;Pydantic;RAG;Ollama
Large Language Model;Pydantic;Ollama
Large Language Model;Pydantic;Ollama
null
null
Windows;iOS;Linux (non-WSL);iPadOS
MacOS
GitHub;GitLab;Notion
GitHub;GitLab;Notion
GitHub;GitLab;Notion
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);Kaggle;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Logic games/puzzles
Comment on Q&A posts NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Predictive analytics
Testing code
Generating content or synthetic data
Learning about a codebase;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’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Not really, I use it here and there for generating/debugging some functions and do the rest of the work as I want to learn more about software architecture. So I avoid performing "vibe coding".
No, and I don't 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
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Software archtiecture is a big one, as LLMs' biggest issue (which in my opinion will remain an issue with how neural networks are built as a concept) is grasping bigger picture contexts. I believe the knowledge of basic concepts is also big because knowing frameworks or new tools is pointless since they come and go. Pr...
26,141
4
25,108
25,109
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
null
null
null
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
25,109
25,110
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time);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
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
10
Data or business analyst
Just me - I am a freelancer, sole proprietor, etc.
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
Reputation for quality NA
Prohibitive pricing NA
Fintech
null
Yes
I have strongly considered changing my career and/or the industry I work in
5
10
Italy
EUR European Euro
35,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
40,605
null
25,110
25,111
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
16
Architect, software or solutions
1,000 to 4,999 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Inefficient or time-costly NA
Software Development
Recognition from peers for your work NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
null
null
null
NA NA
Yes
Dynamodb;Elasticsearch;MongoDB;MySQL;SQLite
Dynamodb;Elasticsearch;MongoDB;SQLite
Dynamodb;Elasticsearch;MongoDB;SQLite
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Notepad++;PhpStorm;Visual Studio Code
Notepad++;PhpStorm;Visual Studio Code
Notepad++;PhpStorm;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
25,111
25,112
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
null
18
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
25,112
25,113
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Associate degree (A.A., A.S., etc.)
Student
Attending school (full-time)
3
Yes, I am new to coding or currently a student
Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Stack Overflow or Stack Exchange
null
Developer, mobile
null
null
null
null
School
Robust and complete API NA
Prohibitive pricing NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
6
3
United States of America
USD United States dollar
null
null
Java;JavaScript;Lisp;Lua;MATLAB;MicroPython;PowerShell;Python;SQL
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Kotlin;OCaml;Perl;PHP;Prolog;R;Ruby;Rust;Scala;Swift
null
NA NA
Yes
null
null
null
NA NA
null
Amazon Web Services (AWS);Ansible;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Microsoft Azure
Kubernetes;Make;Maven (build tool);Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Arch;iPadOS;Fedora;ChromeOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
I don't use Stack Overflow
Less than once per month or monthly
Coding challenges;Logic games/puzzles;Direct messaging of users;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
null
null
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Committing and reviewing code;Predictive analytics
Learning about a codebase
Search for answers
Writing code;Other (write in):
Project planning;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Yes, I use AI agents at work daily
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,113
25,114
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
18
Architect, software or solutions
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Robust and complete API NA
Availability of better alternatives NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
South Africa
ZAR South African rand
1,495,000
Yes
C#;Groovy;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Ruby;TypeScript
Go;HTML/CSS;Java;JavaScript;Kotlin;MicroPython;PowerShell;Python;R;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;TypeScript
NA NA
Yes
Elasticsearch;H2;IBM DB2;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;Amazon Redshift
Cloud Firestore;Cosmos DB;Dynamodb;Elasticsearch;H2;MySQL;Neo4J;Redis;Amazon Redshift
Elasticsearch;H2;MySQL;Redis;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Gradle;Kubernetes;Maven (build tool);npm;NuGet;Podman;Prometheus;Splunk;Terraform;Yarn
Amazon Web Services (AWS);Ansible;Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;NuGet;Podman;Prometheus;Splunk;Terraform;Yarn
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Kubernetes;Maven (build tool);npm;NuGet;Podman;Prometheus;Splunk;Terraform;Yarn
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Node.js;Spring Boot;Vue.js
Angular;ASP.NET;ASP.NET Core;Node.js;React;Ruby on Rails;Spring Boot;Vue.js
Angular;ASP.NET;ASP.NET Core;Node.js;Spring Boot;Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
Windows;Windows Subsystem for Linux (WSL);Red Hat
Clickup;Confluence;GitHub;GitLab;Jira;Miro;Trello
Azure Devops;Obsidian
null
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code
Writing code
Search for answers
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;IT operations
Language processing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
84,286
5
25,114
25,115
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
30
Developer, mobile
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Recognition from leadership for your work NA
No
I have strongly considered changing my career and/or the industry I work in
10
10
Sweden
SEK Swedish krona
700,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;PHP;Python;Ruby;SQL;Swift
Python;SQL;Swift
Python;SQL;Swift
Objective-c NA
Yes
MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
Next.js;Node.js;React
null
null
NA NA
Yes
Android Studio;Sublime Text;Visual Studio Code;Xcode
Sublime Text;Xcode
Sublime Text;Xcode
NA NA
null
null
null
null
null
MacOS
MacOS
null
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly distrust
Very well at handling complex tasks
null
Learning about a codebase;Project planning;Predictive analytics;Learning new concepts or technologies
Writing code;Committing and reviewing code;Search for answers
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
null
No
Yes, I use AI agents at work daily
Yes, to a great extent
null
MCP servers
null
null
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something
Same as today
73,375
10
25,115
25,116
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
15
Developer, back-end
Less than 20 employees
null
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Ethical concerns NA
Fintech
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
3
Iran, Islamic Republic of...
USD United States dollar
210,000
Yes
C;C#;C++;Dart;JavaScript;PHP;SQL
null
null
NA NA
Yes
Cloud Firestore;Microsoft SQL Server;MySQL;Redis;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Node.js;React
null
null
NA NA
Yes
Claude Code;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;c++23
null
null
null
null
Windows
Windows;Ubuntu;Debian
GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
A few times per month or weekly
Chat (people);Message Boards;Long-form articles;Videos;Chat (bot/AI)
Answer a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Search for answers
Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Deployment and monitoring;Generating content or synthetic data
Debugging or fixing code
null
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, somewhat
Software engineering;Business process automation
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.
AI agents have accelerated my learning about new technologies or codebases.
null
null
null
null
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.;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
Redis;GitHub MCP Server
null
AutoGen (Microsoft);Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Cody
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
understanding the complex code write by toxic programmers
210,000
7
25,116
25,117
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
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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);Stack Overflow or Stack Exchange
null
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
null
null
Software Development
Recognition from leadership for your work NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
null
null
null
null
null
Yes, I use AI tools weekly
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
25,117
25,118
I code primarily as a hobby
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., 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
25,118
25,119
I am learning to code
45-54 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
System administrator
null
null
null
No
Personal Project
null
null
Retail and Consumer Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,119
25,120
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
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);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
3
Developer, front-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Energy
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry involuntarily
10
null
Norway
NOK Norwegian krone
600,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
Learning about a codebase;Search for answers
Deployment and monitoring
Documenting code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Do it sometimes for small portions
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence
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...
AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
null
null
59,296
8
25,120
25,121
I code primarily as a hobby
18-24 years old
Other (please specify):
Not employed
None of the above
100
Yes, I am not new to coding but am learning new coding techniques or programming language
Other (please specify):
No, I didn't spend time learning in the past year
null
100
Other (please specify):
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,121
25,122
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
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);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);Colleague or on-the-job training;Online Courses or Certification (includes all ...
6
Other (please specify):
500 to 999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
6
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
46,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;GDScript;Go;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;PHP;Python;R;SQL;Swift;TypeScript;Visual Basic (.Net);Zig
Ada;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;Groovy;MicroPython;OCaml;Perl;PowerShell;Prolog;Ruby;Rust;Scala;VBA;Mojo;Gleam
null
Python NA
Yes
Databricks SQL;Microsoft Access;Microsoft SQL Server
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
Microsoft Access
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23;SwiftData;Pydantic;Microsoft Fabric
.NET 8 or higher;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;Amazon Bedrock;RAG;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
null
null
null
Windows;MacOS;Android;iOS
Windows;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Microsoft Planner;Miro
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;Markdown File;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
GitHub
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Coding challenges;Job board;Chat (bot/AI)
null
Yes, somewhat
About half of the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
62,625
null
25,122
25,123
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
AI CodeGen tools or AI-enabled apps
25
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
Customizable and manageable codebase NA
Ethical concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
8
8
Italy
EUR European Euro
38,000
Yes
Ada;C;C++;Erlang;Go;Python;R
C;C++;Go;Lisp;Python;Rust;Zig
C;C++;Go;Python
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite;Supabase
PostgreSQL;SQLite
NA NA
Yes
Cargo;Docker;Make;Podman
Cargo;Docker;Make;Podman
Cargo;Docker;Make;Podman
uv, cmake, apptainer, nix uv, cmake, apptainer, nix
No
null
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;PyCharm;RustRover;Vim;Visual Studio Code;VSCodium;Zed
Neovim;Vim;Visual Studio Code;VSCodium
Neovim;Vim;Visual Studio Code;VSCodium
Helix, Kakoune Helix
null
null
null
nix
null
Ubuntu;Android;ChromeOS;NixOS
Ubuntu;Android;ChromeOS;NixOS
GitHub;GitLab;Markdown File;Obsidian;Trello;Wikis
GitHub;GitLab;Markdown File;Obsidian;Trello;Wikis
GitHub;GitLab;Markdown File;Obsidian;Trello;Wikis
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
mastodon NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people);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
Neutral
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I let LLMs generate throw-away code because I have found too many small bugs in important code generated by them.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Multi-platform search enablement;Language processing
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Thinking outside the box.
44,086
8
25,123
25,124
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
25
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Ethical concerns NA
Retail and Consumer Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Greece
EUR European Euro
50,000
Yes
C#;HTML/CSS;Java;JavaScript;SQL;VBA;Visual Basic (.Net)
C#;HTML/CSS;Java;JavaScript;SQL
C#;HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;Microsoft Access;Microsoft SQL Server;SQLite
Cloud Firestore;Firebase Realtime Database;SQLite
Cloud Firestore;Firebase Realtime Database;SQLite
SAP SQL Anywhere (Sybase) SAP SQL Anywhere (Sybase)
Yes
Firebase;Google Cloud;Microsoft Azure;NuGet
Firebase;Google Cloud;Microsoft Azure
Firebase;Google Cloud;Microsoft Azure
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Node.js
ASP.NET;ASP.NET Core;Blazor;jQuery;Node.js
ASP.NET;ASP.NET Core;jQuery;Node.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows;Android
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Reddit
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
Writing code
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
NO
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Deep knowledge of how systems operate
58,007
7
25,124
25,125
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);Transitioning to retirement (gradually reducing work hours)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
8
Developer, QA or test
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
25
25
India
INR Indian rupee
null
Yes
C++;Go;Java;Lua;Python;SQL
C++;Dart;Go;Lua;Python;R;Rust;Scala;SQL;Zig
C++;Go;Lua;Python;SQL
NA Nim, Haskell
Yes
BigQuery;Cassandra;Databricks SQL;Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite;Supabase;Cockroachdb
Cassandra;Dynamodb;Elasticsearch;PostgreSQL;Supabase;Valkey
Cassandra;Dynamodb;Elasticsearch;PostgreSQL;Supabase
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Docker;Google Cloud;Microsoft Azure;npm;Pip;Podman;Poetry;Supabase
Amazon Web Services (AWS);Cargo;Docker;Microsoft Azure;Podman
Amazon Web Services (AWS);Cargo;Docker;Microsoft Azure;Podman
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Vim;Zed
Neovim;Zed
Neovim;Zed
NA NA
c++23;Large Language Model;Amazon Bedrock;Google Gemini
c++23;Large Language Model;Amazon Bedrock;Google Gemini;Ollama
c++23;Large Language Model;Amazon Bedrock;Google Gemini
null
null
Ubuntu;Linux (non-WSL);Arch;Fedora;NixOS
Ubuntu;Linux (non-WSL);Red Hat;Fedora
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);X;YouTube;Twitch
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Amazon Titan models;Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Amazon Titan models;Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
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;Documenting code;Predictive analytics;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring
Project planning;Testing code
Learning new concepts or technologies
Debugging or fixing code;Search for answers;Generating content or synthetic data
I haven’t encountered any problems
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics
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
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
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
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.
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 compare different solutions;When I have ethical or security concerns about code
Business requirement for tools, soluton architecture.
null
9
25,125
25,126
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
27
Developer, back-end
null
null
null
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
25,126
25,127
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
15
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
null
null
null
Software Development
Expert mentors NA
I'm not sure
I have neither consider or transitioned into a new career or industry
6
10
Spain
EUR European Euro
77,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Project planning;Debugging or fixing code;Search for answers
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
89,331
7
25,127
25,128
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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)
18
Developer, full-stack
null
null
null
No
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,128
25,129
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
6
AI/ML engineer
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
School
Robust and complete API NA
Ethical concerns NA
Healthcare
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,129
25,130
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Coding Bootcamp;Books / Physical media
10
Developer, full-stack
100 to 499 employees
People manager
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
Costs are manageable NA
Lack of AI or AI agents NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
100
100
Austria
USD United States dollar
30
Yes
C#;C++;HTML/CSS;JavaScript;MATLAB;PHP;PowerShell;Python;Ruby;SQL;TypeScript
null
null
10 10
Yes
BigQuery;MariaDB;MongoDB;MySQL;Redis;SQLite
null
null
10 10
Yes
APT;Datadog;Gradle;Podman;Vercel;Vite;Webpack
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET Core;Astro;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Angular;AngularJS
Angular;AngularJS
NA NA
Yes
Android Studio;Visual Studio;Visual Studio Code
null
null
NA 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
30
10
25,130
25,131
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
14
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
25,131
25,132
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA 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
25,132
25,133
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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
30
Applied scientist
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
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
25,133
25,134
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
3
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Work
AI integration or AI Agent capabilities NA
Inefficient or time-costly NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have neither consider or transitioned into a new career or industry
2
1
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
32,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;SQL
Lua;Rust;Zig
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Yarn
null
null
NA NA
Yes
React;Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Visual Studio Code;Zed
Neovim;Zed
Zed
NA NA
Large Language Model
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Linear;Markdown File;Miro;Notion
GitLab;Linear;Markdown File;Miro
Linear;Markdown File;Miro
NA NA
Stack Overflow;YouTube;Medium
Stack Overflow
Stack Overflow
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Day-in-the-life profiles/interviews with experts
Answer a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
null
Project planning;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Customer service support
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
Claude Code
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
deeper understanding of teams developer experience and business need
43,565
null
25,134
25,135
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
5
Data or business analyst
Less than 20 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
Reliability and low latency NA
Prohibitive pricing NA
Banking/Financial Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
Cyprus
EUR European Euro
25,000
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 month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,004
null
25,135
25,136
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
27
Developer, desktop or enterprise applications
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project cross platform
Ethical concerns closed source
Computer Systems Design and Services
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
12
null
Czech Republic
CZK Czech koruna
2,040,000
Yes
Bash/Shell (all shells);C;C++;Dart;HTML/CSS;JavaScript;PowerShell;Swift
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Prolog;Python;Rust;SQL
Bash/Shell (all shells);C++;HTML/CSS;JavaScript
NA NA
No
null
null
null
NA NA
Yes
Chocolatey;Docker;Homebrew;MSBuild;Ninja;Podman
Ansible;Cargo;Kubernetes;Ninja;Pip;Podman;Poetry;Vite;Webpack
Ninja;Podman
gitlab, cmake, vcpkg gitlab, bazel, cmake
Yes
null
null
null
emscripten, WASM emscripten, WASM, bottle.py
Yes
Vim;Visual Studio
Neovim;Vim;VSCodium
Vim
kdevelop, kate kdevelop, kate
c++23
c++23;Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
c++23
null
null
Ubuntu
Ubuntu
Doxygen;GitLab;Jira;Markdown File;Miro;Wikis
Doxygen;GitLab;Markdown File;Wikis
Doxygen;GitLab;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA mastodon, irc, jabber, mailing list
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
problem solving skills, code comprehension
95,484
6
25,136
25,137
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
18
Academic researcher
Less than 20 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
Reliability and low latency NA
Ethical concerns NA
Higher Education
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
12,000
Yes
Python;R
Python;R
Python;R
NA NA
Yes
BigQuery;MariaDB
BigQuery;MariaDB
BigQuery;MariaDB
NA NA
No
null
null
null
NA NA
Yes
Django;Ruby on Rails
Django;Ruby on Rails
Django;Ruby on Rails
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS;Debian
MacOS;iOS;Debian
Clickup;GitHub;Google Colab
Clickup;GitHub;Google Colab
Clickup;GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3,275
9
25,137
25,138
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,138
25,139
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
24
null
null
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
25,139
25,140
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
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);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
School
Connected to an open-source project NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
France
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;Java;Python
Rust
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Android;Debian;Arch
null
GitHub;Markdown File;Obsidian
GitLab
null
NA NA
Stack Overflow;Discord;YouTube
Stack Overflow;Discord;YouTube
Stack Overflow;Discord;YouTube
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very unfavorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;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
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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.
null
null
null
null
null
null
null
null
null
null
null
null
null
25,140
25,141
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
Engaged in paid work (20-29 hours per week)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
25
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
In-person
No
Work
AI integration or AI Agent capabilities NA
Lack of AI or AI agents NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
null
Italy
EUR European Euro
40,000
Yes
JavaScript;PHP;Python;TypeScript
JavaScript;PHP;Python;TypeScript
JavaScript;PHP;Python;TypeScript
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
Google Cloud
Google Cloud
Google Cloud
NA NA
Yes
Angular
Angular
Angular
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Asana
Asana
Asana
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Writing code
null
null
null
Learning about a codebase;Project planning;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
Debugging AI-generated code is more time-consuming
Yes, but still in part.
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
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
The skill of being able to understand and manage the code written by AI.
46,406
null
25,141
25,142
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
14
Developer, mobile
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
Good brand and public image Security
Availability of better alternatives NA
Other:
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
14
16
Ukraine
USD United States dollar
78,000
Yes
Bash/Shell (all shells);C;Dart;Java;Kotlin;Python;Ruby;Swift
Go
null
Objective-C NA
Yes
SQLite
null
null
NA NA
Yes
Docker;Firebase;Gradle;Homebrew;npm;Pip
null
null
SPM NA
No
null
null
null
NA NA
Yes
Cursor;Visual Studio Code;Xcode
null
null
NA NA
Large Language Model;SwiftData
null
null
null
null
MacOS;iOS;iPadOS
null
Asana;Clickup;Confluence;GitHub;GitLab;Jira;Linear;Miro;Monday.com;Notion
null
null
NA NA
GitHub (public projects, not private repos);Medium
null
null
NA NA
Yes
openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Search for answers
Testing code;Deployment and monitoring
Project planning;Committing and reviewing code;Learning new concepts or technologies
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have 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
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.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
ChatGPT;Claude Code
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
null
78,000
8
25,142
25,143
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Stack Overflow or Stack Exchange
12
Developer, full-stack
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
Connected to an open-source project NA
Ethical concerns NA
Media & Advertising Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Italy
EUR European Euro
40,000
Yes
Bash/Shell (all shells);C;C++;Dart;HTML/CSS;JavaScript;PHP;Python;SQL
Go;Rust;TypeScript
null
NA Amber
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis
Elasticsearch;Supabase
null
NA NA
Yes
Ansible;APT;Composer;Docker;Google Cloud;npm;Pip;Podman;Poetry
Amazon Web Services (AWS);Firebase;Kubernetes;Vite;Webpack
null
UV NA
Yes
Django;Flask;jQuery;Node.js;WordPress
Next.js;React;Vue.js
null
NA NA
Yes
Android Studio;Nano;Neovim;Vim;Visual Studio Code;Zed
null
null
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama;uv;Ultralytics
Amazon Bedrock
null
null
null
Windows;Android;NixOS
Android;NixOS
GitHub;GitLab;Google Workspace;Notion;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI 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
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Search for answers
Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Creating or maintaining documentation
Writing code;Documenting code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
Agent/multi-agent orchestration;MCP servers
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
Ollama
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Tabnine
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
46,406
7
25,143
25,144
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Books / Physical media;School (i.e., University, College, etc)
19
Developer, full-stack
100 to 499 employees
People manager
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
Availability of better alternatives NA
Government
Developing specialized expertise NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Democratic Republic of the Congo
USD United States dollar
30,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
Yes
Google Cloud;Microsoft Azure;npm;NuGet;Pip;Webpack
null
null
NA NA
Yes
Angular;ASP.NET Core;Express;Node.js;React
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
GitHub;Jira;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Direct messaging of users;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Documenting code;Testing code;Deployment and monitoring;Predictive analytics
Committing and reviewing code
null
Learning about a codebase;Project planning;Search for answers
Writing code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
YES
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics;Customer service support
Language processing;Vector databases for AI applications;MCP servers
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;Write in the most significant benefit if not listed above.
AI agents have helped me automate repetitive tasks.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
VIBE CODING
30,000
5
25,144
25,145
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
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 didn't spend time learning in the past year
null
16
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Good brand and public image NA
Ethical concerns NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
12
12
India
INR Indian rupee
null
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript
C#;HTML/CSS;JavaScript
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft SQL Server;PostgreSQL;Redis;SQLite;Supabase
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
Firebase;MSBuild;npm;NuGet;pnpm;Supabase;Vite
MSBuild;NuGet;pnpm;Supabase;Vite
MSBuild;NuGet;pnpm;Supabase;Vite
NA NA
Yes
Angular;ASP.NET Core;Blazor;Nuxt.js;Vue.js
Angular;ASP.NET Core;Blazor;Nuxt.js;Vue.js
Angular;ASP.NET Core;Blazor;Nuxt.js;Vue.js
NA NA
Yes
Bolt;Cursor;Notepad++;Visual Studio;Visual Studio Code
Bolt;Cursor;Notepad++;Visual Studio;Visual Studio Code
Bolt;Cursor;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;hostinger;Shadcn/ui
.NET 8 or higher;hostinger;Shadcn/ui
.NET 8 or higher;hostinger;Shadcn/ui
null
null
Windows;MacOS;Android;iOS
Windows
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Search for answers;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I dont like Vibe Coding at the moment, beacuse it does not work the way it should
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
9
25,145
25,146
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
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);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
29
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Inefficient or time-costly 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
25,146
25,147
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
5
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
2
Project manager
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Poor usability NA
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
10
10
Nigeria
NGN Nigerian naira
4,200,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2,712
null
25,147
25,148
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Colleague or on-the-job training
14
Developer, back-end
1,000 to 4,999 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Robust and complete API NA
Outdated or obsolete technology or features NA
Insurance
Collaboration and support from a team NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Italy
EUR European Euro
60,000
Yes
PHP;TypeScript
PHP;TypeScript
PHP;TypeScript
NA NA
Yes
MongoDB;MySQL
MongoDB;MySQL
MongoDB;MySQL
NA NA
Yes
Composer;Docker;Kubernetes;Make;Webpack;Yarn
Composer;Docker;Kubernetes;Make;Webpack;Yarn
Composer;Docker;Kubernetes;Make;Webpack;Yarn
NA NA
Yes
NestJS;Node.js;React;Symfony
NestJS;Node.js;React;Symfony
NestJS;Node.js;React;Symfony
NA NA
Yes
PhpStorm;Visual Studio Code
PhpStorm;Visual Studio Code
PhpStorm;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
MacOS;iOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;IT operations;Data and analytics;Cybersecurity
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
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;When I need help fixing complex or unfamiliar code
null
69,609
6
25,148
25,149
I am a developer by profession
25-34 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,149
25,150
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
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;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
23
Other (please specify):
null
null
null
No
Work
Reputation for quality NA
Security or privacy concerns NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
5
Hungary
EUR European Euro
150,000
Yes
Bash/Shell (all shells);COBOL;HTML/CSS;Java;JavaScript;Kotlin;Python;Swift;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;Python;TypeScript
NA NA
Yes
H2;PostgreSQL
Dynamodb;MongoDB;PostgreSQL;Valkey
PostgreSQL
NA NA
Yes
Cloudflare;Docker;Gradle;Homebrew;Maven (build tool);Netlify;npm;Pip
Amazon Web Services (AWS);Cloudflare;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Netlify;npm;Pip
Cloudflare;Docker;Gradle;Homebrew;Maven (build tool);Netlify;npm;Pip
NA NA
Yes
Node.js;Spring Boot
Angular;Node.js;Spring Boot
Node.js;Spring Boot
NA Quarkus, Ktor
Yes
IntelliJ IDEA;Vim;Visual Studio;Visual Studio Code;Windsurf;Zed
IntelliJ IDEA;Vim;Visual Studio Code;Windsurf;Zed
IntelliJ IDEA;Vim;Visual Studio Code;Windsurf;Zed
NA NA
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
null
null
Windows;MacOS;Android
MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Asana;GitHub;GitLab;Google Workspace;Markdown File;Miro;Obsidian;Trello
Asana;GitHub;GitLab;Google Workspace;Markdown File;Miro;Obsidian;Trello
Asana;GitHub;GitLab;Google Workspace;Markdown File;Miro;Obsidian;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Coding challenges;Day-in-the-life profiles/interviews with experts;Other (write in):
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Predictive analytics
Documenting code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No, because LLMs are terrible at generating maintainable code or writing good tests.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Language processing
null
null
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have 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.
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.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity
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’m stuck and can’t explain the problem
Critical thinking, designing quality software, knowing best practices, problem-solving, and understanding the business.
174,022
8
25,150
25,151
I code primarily as a hobby
45-54 years old
Some college/university study without earning a degree
I prefer not to say
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Developer, full-stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,151
25,152
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools 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);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
2
Developer, back-end
null
null
null
null
School
Reliability and low latency 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
5
1
Viet Nam
VND Vietnamese dong
null
Yes
C;C++;Python
C;C++;Python
C;C++;Python
NA NA
null
Microsoft SQL Server;MySQL;Oracle
Microsoft SQL Server;MySQL;Oracle
Microsoft SQL Server;MySQL;Oracle
NA NA
null
Microsoft Azure;MSBuild
Microsoft Azure;MSBuild
Microsoft Azure;MSBuild
NA NA
null
null
null
null
NA NA
Yes
Notepad++;PyCharm;Visual Studio;Visual Studio Code;VSCodium
Notepad++;PyCharm;Visual Studio;Visual Studio Code;VSCodium
Notepad++;PyCharm;Visual Studio;Visual Studio Code;VSCodium
NA NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
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
null
null
No, not really
About half of the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,152
25,153
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);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);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);Stack Overflow or Stack Exchange;Books / Physical media
13
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
8
8
Sweden
SEK Swedish krona
700,000
Yes
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;Rust;SQL;TypeScript
Assembly
null
NA NA
Yes
Dynamodb;MariaDB;Microsoft SQL Server;PostgreSQL;Redis;SQLite;Valkey
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Chocolatey;Datadog;Docker;Kubernetes;Make;Maven (build tool);MSBuild;npm;NuGet;Pacman;Pip;Prometheus;Terraform;Vite;Webpack;Yarn
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Node.js;React;Vue.js
Svelte
null
NA NA
Yes
Claude Code;IntelliJ IDEA;Neovim;Notepad++;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4
c++23
null
null
null
Windows;Android;Arch
Windows;Windows Subsystem for Linux (WSL);Arch
Confluence;GitHub;Jira;Markdown File;Obsidian;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code;Learning new concepts or technologies
null
Generating content or synthetic data
AI solutions that are almost right, but not quite
No, I mainly use AI as a rubber duck that gives insightful answers
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
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 helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
Langfuse
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
I believe that AI is a powerful tool in software development, but that it still is a tool that needs to be handled by a craftsman. Totally letting AI write your code will probably lead to chaotic codebases that no one, not even AI can debug. But I might be wrong.
73,375
10
25,153
25,154
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, desktop or enterprise applications
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project Having nothing to do with AI
Other (please specify): Having AI
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
3
Denmark
DKK Danish krone
750,000
Yes
Bash/Shell (all shells);C;C++;JavaScript;PHP;Python;SQL;TypeScript
C++
C++
GLSL GLSL
Yes
MySQL;PostgreSQL
null
null
NA NA
Yes
APT;Docker;Make;Terraform
APT
APT
CMake CMake
No
null
null
null
NA NA
Yes
Nano;Visual Studio Code
null
null
QT Creator QT Creator
c++23
c++23
c++23
null
null
Ubuntu;Linux (non-WSL)
Ubuntu;Linux (non-WSL)
Doxygen;GitLab;Linear;Markdown File;Miro;Wikis
GitLab;Markdown File;Wikis
GitLab;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
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;Other (write in):
No, and in no way can anyone doing such "coding" be deemed professional developers.
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.;Write in the most significant challenge if not listed above:
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
I believe AI will not change anything. At the moment it is no more than a sophisticated copyright-infringing bullshit generator that sometimes happens to produce compilable code. However, I do believe actual human developers will get new tasks: To fix all the slop that has been generated by AI and put to use by people ...
116,640
8
25,154
25,155
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
6
Developer, back-end
null
null
null
No
Personal Project
Reliability and low latency NA
Poor usability NA
Software Development
Developing specialized expertise NA
Yes
I have somewhat considered changing my career and/or the industry I work in
2
null
China
CNY Chinese Yuan Renminbi
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;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
null
Yes, I use AI agents at work daily
Yes, somewhat
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 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
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
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
null
null
7
25,155
25,156
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
25
Data scientist
100 to 499 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Fintech
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
3
3
Italy
EUR European Euro
null
Yes
Python
JavaScript;Python;TypeScript
Python
NA NA
Yes
Dynamodb;Oracle;SQLite
PostgreSQL;Redis;SQLite
SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker
NA NA
Yes
FastAPI;Flask;React
FastAPI;Flask;React
FastAPI;Flask;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot 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
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Highly trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning new concepts or technologies
null
Search for answers
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.
AI agents have 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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
null
8
25,156
25,157
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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
6
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Prohibitive pricing NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,157
25,158
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.)
31
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
41
Engineering manager
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Lack of or sub-par API NA
Fintech
Working with new technologies and tools NA
Yes
I have neither consider or transitioned into a new career or industry
48
67
Australia
AUD Australian dollar
325,000
Yes
Bash/Shell (all shells);GDScript;HTML/CSS;Java;JavaScript;Lua;Python;Ruby;Rust;SQL;Swift;TypeScript
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Cargo;Datadog;Docker;Gradle;Homebrew;Microsoft Azure;npm;Pip;pnpm;Poetry;Terraform
null
null
Mise NA
Yes
Next.js;React;Ruby on Rails;Spring Boot
Svelte
null
NA NA
Yes
Bolt;Claude Code;Cursor;Sublime Text;Visual Studio Code;Windsurf;Xcode
Zed
null
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
RAG
null
null
null
MacOS;iOS
MacOS;iOS
Confluence;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian;Trello
null
null
NA NA
GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
null
null
Mastodon NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles
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
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning
Generating content or synthetic data
Deployment and monitoring
Creating or maintaining documentation
null
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics
Vector databases for AI applications;MCP servers
AI agents have helped me solve complex problems more effectively.
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 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.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
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.
Redis;GitHub MCP Server;pgvector
null
AutoGen (Microsoft);CrewAI;Ollama;LangChain;LangGraph;phidata
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity;Bolt.new
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Systems thinking, software architecture, product design.
211,280
7
25,158
25,159
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., 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);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
30
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,159
25,160
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
10
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,160
25,161
I am a developer by profession
35-44 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;Other online resources (e.g. standard search, forum, online community)
20
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,161
25,162
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,162
25,163
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);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);Colleague or on-the-job training
5
Developer, mobile
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,163
25,164
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
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;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
3
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
School
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
8
10
Chile
CLP Chilean peso
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;R;SQL
Bash/Shell (all shells);C#;GDScript;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite
MariaDB
null
NA NA
Yes
Chocolatey;Digital Ocean;Docker;Microsoft Azure;npm;Pacman;Pip;pnpm;Poetry;Vite
Chocolatey;Digital Ocean;Docker;pnpm;Vite
Chocolatey;Digital Ocean;Docker;pnpm;Vite
NA NA
Yes
Express;FastAPI;Flask;Node.js;Vue.js
Express;Flask;Node.js;React;Vue.js
Express;Flask;Node.js;Vue.js
NA NA
Yes
Android Studio;Cursor;Nano;Visual Studio Code
Android Studio;Neovim;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;Ollama;Ultralytics
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Android;Linux (non-WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
GitHub;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian;Trello
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn
Discord;Reddit;YouTube;LinkedIn
Discord;Reddit;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation
Project planning;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase
null
I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics;Robotics
null
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.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Ollama
null
null
null
ChatGPT;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
Problem Solving, Ingenuity
null
null
25,164
25,165
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 (less than 10 hours per week)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
14
Architect, software or solutions
Less than 20 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Fintech
Recognition from leadership for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
15
15
India
INR Indian rupee
600,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
NA NA
Yes
MySQL;Oracle;PostgreSQL;Redis;SQLite
MariaDB;MySQL;PostgreSQL;Redis
MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Datadog;Digital Ocean;Docker;Gradle;Make;npm;Pip;Prometheus;Railway;Vercel;Vite;Yarn
Amazon Web Services (AWS);APT;Cargo;Composer;Digital Ocean;Docker;Firebase;New Relic;npm;Pip;Prometheus;Railway;Vercel;Vite;Yarn
Amazon Web Services (AWS);APT;Cargo;Digital Ocean;Docker;npm;Pip;Prometheus;Railway;Vercel;Vite;Yarn
NA NA
Yes
Express;Next.js;Node.js;React;Spring Boot
Express;jQuery;Laravel;Node.js;React;Spring Boot;Svelte;Vue.js
Express;Node.js;React;Spring Boot
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Nano;Sublime Text;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Nano;Visual Studio;Visual Studio Code
Android Studio;IntelliJ IDEA;Nano;Visual Studio Code
NA NA
Large Language Model;Shadcn/ui;Ollama
.NET 8 or higher;Large Language Model;Shadcn/ui;Ollama
Large Language Model;Shadcn/ui;Ollama
null
null
Windows;Android;Debian
Android;Debian
GitHub;GitLab;Google Colab;Markdown File;Miro;Notion
GitHub;GitLab;Google Colab;Markdown File;Miro
GitHub;GitLab;Google Colab;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles
Upvote/Downvote Q&A posts 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
Writing code;Debugging or fixing code;Testing code;Search for answers
Learning about a codebase;Project planning;Deployment and monitoring;Creating or maintaining documentation
Committing and reviewing code
null
Documenting code;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Other (write in):
yes. i do planning in my head. or ask AI for a plan, review it. then write code with help of AI itself
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Decision intelligence
null
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
null
Ollama
null
Snyk;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Cody
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
Fast learning and problem solving
6,974
7
25,165
25,166
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
5
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
null
null
null
null
Software Development
Recognition from peers for your work NA
No
null
null
null
India
INR Indian rupee
null
null
HTML/CSS;JavaScript;PHP
Go;Java;Kotlin;Swift
null
NA NA
null
MySQL
Dynamodb;MongoDB;PostgreSQL;Snowflake
null
NA NA
null
Homebrew
Bun;Firebase;Microsoft Azure;pnpm;Terraform;Yarn
null
NA NA
Yes
Express;Laravel;Node.js;React
NestJS;Next.js;Spring Boot
null
NA NA
Yes
Android Studio;Cursor;Visual Studio Code
Xcode;Zed
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
MacOS
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
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
null
8
25,166
25,167
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Attending school (full-time)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
9
Developer, mobile
null
null
null
null
Work
Connected to an open-source project NA
Lack of or sub-par API NA
null
You like your manager NA
Yes
I have strongly considered changing my career and/or the industry I work in
1
1
Turkey
TRY Turkish lira
null
Yes
Bash/Shell (all shells);Dart;Go;JavaScript
Bash/Shell (all shells);Dart
Bash/Shell (all shells);Dart
NA NA
Yes
PostgreSQL;Supabase
PostgreSQL;Supabase
PostgreSQL;Supabase
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
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
10
25,167
25,168
I am a developer by profession
18-24 years old
Primary/elementary school
Employed
None of the above
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
null
Academic researcher
Just me - I am a freelancer, sole proprietor, etc.
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
School
Easy-to-use API NA
null
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
25,168
25,169
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podc...
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);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
6
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Inefficient or time-costly NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
8
5
Bulgaria
BGN Bulgarian lev
null
Yes
C;C++;Dart;Java;JavaScript;MATLAB;SQL
Dart;Go;Java;Kotlin;Python;Rust
Dart;Java
NA NA
Yes
BigQuery;Elasticsearch;PostgreSQL;Redis;Cockroachdb
BigQuery;PostgreSQL;Redis
BigQuery;PostgreSQL;Redis
NA NA
Yes
Kubernetes;Maven (build tool);Microsoft Azure;npm
Amazon Web Services (AWS);Kubernetes;Maven (build tool);Microsoft Azure
Kubernetes;Maven (build tool);Microsoft Azure
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code;WebStorm
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Ubuntu;Android;Windows Subsystem for Linux (WSL)
Confluence;GitLab;Jira
Confluence;GitLab;Jira
Confluence;GitLab;Jira
NA NA
Stack Overflow;Discord;Reddit;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;Twitch
Stack Overflow;Discord;Reddit;Twitch
NA NA
Yes
null
null
null
NA NA
No
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Bookmark posts to look at later NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I haven’t encountered any problems
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;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
null
9
25,169
25,170
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
18
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
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Recognition from leadership for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
12
15
Czech Republic
CZK Czech koruna
750,000
Yes
Bash/Shell (all shells);Groovy;Java;Kotlin;PowerShell;Python;SQL
Bash/Shell (all shells);C;C++;Groovy;Java;Python;SQL
Bash/Shell (all shells);Groovy;Java;Python;SQL
NA NA
Yes
Microsoft SQL Server;Redis
Microsoft SQL Server;MongoDB;Neo4J;PostgreSQL;Redis;SQLite
Microsoft SQL Server;Redis
NA NA
Yes
APT;Make;Maven (build tool);Microsoft Azure;Pip
APT;Docker;Make;Maven (build tool);Microsoft Azure;Pip;Terraform
APT;Make;Maven (build tool);Microsoft Azure;Pip
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Neovim;PyCharm;Vim;Visual Studio Code;VSCodium
Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Vim;Visual Studio Code;VSCodium
IntelliJ IDEA;Nano;Neovim;PyCharm;Vim;Visual Studio Code;VSCodium
NA NA
Large Language Model;Pydantic;Google Gemini
c++23;Large Language Model;Pydantic;Google Gemini
Large Language Model;Pydantic;Google Gemini
null
null
Android;Debian;Arch
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;Jira;Redmine;Wikis
Azure Devops;Confluence;Jira
NA OpenProject
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Debugging or fixing code
Project planning;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Search for answers
Writing code;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
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.
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
Redis
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’m stuck and can’t explain the problem
problem solving, analytical thinking
35,104
8
25,170
25,171
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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);Stack Overflow or Stack Exchange
15
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,171
25,172
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
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;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
15
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
8
null
Poland
PLN Polish zloty
240,000
Yes
Python;Rust;SQL
Python;Rust;SQL
Python;Rust;SQL
NA NA
Yes
Databricks SQL;DuckDB;PostgreSQL;Redis
DuckDB;PostgreSQL;Redis
DuckDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cargo;Digital Ocean;Docker;Homebrew;Make;New Relic;Pip;Poetry;Terraform
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Make;Pip;Terraform
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Make;Pip;Terraform
NA NA
Yes
Django;Axum
Axum
Axum
NA NA
Yes
Jupyter Notebook/JupyterLab
null
null
Emacs Emacs
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira
GitHub
GitHub
Bitbucket NA
Stack Overflow;Reddit;Hacker News;Bluesky;YouTube
Stack Overflow;Reddit;Hacker News;Bluesky;YouTube
Stack Overflow;Reddit;Hacker News;Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
null
null
Debugging or fixing code;Search for answers;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;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
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 fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Creativity, reading code i.e verification of AI generated code, prompt creation, security, debugging, building requirements.
65,496
7
25,172
25,173
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Internet, Telecomm or Information Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Philippines
PHP Philippine peso
456,000
null
HTML/CSS;Java;JavaScript;Python;TypeScript
null
null
NA NA
Yes
Dynamodb;MongoDB;PostgreSQL;Redis
null
null
NA NA
Yes
Docker;Maven (build tool);npm
null
null
NA NA
Yes
NestJS;React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android
Windows;MacOS;Ubuntu;Android
Clickup;Confluence;GitHub;Miro
Confluence;GitHub
Confluence;GitHub
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
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
null
null
Neutral
null
Yes, I use AI tools daily
Unsure
null
null
null
null
null
null
null
null
null
No, but I plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8,007
5
25,173
25,174
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Attending school (full-time);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
25
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., U...
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;Online Courses or Certification (includes all ...
25
Developer, embedded applications or devices
100 to 499 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
Personal Project
Easy-to-use API NA
Inefficient or time-costly NA
Internet, Telecomm or Information Services
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
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
1
25,174
25,175
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Games or coding challenges;Books / Physical media
28
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
4
2
Greece
EUR European Euro
120,000
Yes
HTML/CSS;JavaScript;PHP;Python;Ruby;SQL;TypeScript
HTML/CSS;JavaScript;Lua;Ruby;SQL
HTML/CSS;JavaScript;Ruby;SQL
NA NA
Yes
Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Amazon Redshift
Elasticsearch;PostgreSQL;Redis;SQLite;Amazon Redshift
Elasticsearch;PostgreSQL;Redis;SQLite;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Digital Ocean;Docker;Firebase;Heroku;Homebrew;Make;Netlify;npm;Pacman;Pip;pnpm;Podman;Prometheus;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Cloudflare;Digital Ocean;Docker;Firebase;Homebrew;Make;Yarn
Amazon Web Services (AWS);Ansible;Cloudflare;Digital Ocean;Docker;Firebase;Homebrew;Make;Yarn
NA NA
Yes
jQuery;Next.js;React;Ruby on Rails;WordPress
jQuery;Ruby on Rails
jQuery;Ruby on Rails
stimulus, hotwire stimulus, hotwire
Yes
Android Studio;Claude Code;Cline and/or Roo;Cursor;Lovable.dev;Nano;Sublime Text;Visual Studio Code;WebStorm;Xcode
Android Studio;Claude Code;Cline and/or Roo;Lovable.dev;Sublime Text;Visual Studio Code;WebStorm;Xcode
Android Studio;Claude Code;Cline and/or Roo;Lovable.dev;Sublime Text;Visual Studio Code;WebStorm;Xcode
rubymine rubymine
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
null
null
MacOS;iOS;iPadOS
Windows;MacOS;Ubuntu;Android;iOS;iPadOS
Asana;Clickup;Confluence;GitHub;GitLab;Jira;Linear;Miro;Notion;Redmine;Trello
GitHub;GitLab;Linear;Notion;Redmine;Trello
GitHub;GitLab;Linear;Notion;Redmine;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Slack (public channels, not work)
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;X Grok models
Anthropic: Claude Sonnet;Mistral AI models
Anthropic: Claude Sonnet;Mistral AI models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Bookmark posts to look at later NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
null
null
null
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
MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;pgvector
null
Ollama
null
Sentry;Grafana + Prometheus
null
ChatGPT;Claude Code;Google Gemini;Roo code (Roo-Cline);Replit;Lovable.dev
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Code maintenance, Solution validation
139,218
9
25,175
25,176
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
13
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);Blogs or podcasts;Other (please specify):
6
Developer, front-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Poor usability NA
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
25,176
25,177
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
School
Reputation for quality NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Czech Republic
CZK Czech koruna
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Python;Rust
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;Java;Python;Rust
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;Python;Rust
NA NA
Yes
Cassandra;H2;MongoDB;MySQL;Neo4J;PostgreSQL;Redis
null
null
NA NA
Yes
APT;Cargo;Chocolatey;Docker;Maven (build tool);Ninja;npm;NuGet;Pacman;Pip
APT;Cargo;Chocolatey;Docker
APT;Cargo;Chocolatey;Docker
NA NA
No
null
null
null
NA NA
null
IntelliJ IDEA;Neovim;Visual Studio Code
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
.NET 8 or higher;c++23
null
null
null
null
Windows
Windows Subsystem for Linux (WSL)
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
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
Message Boards;Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Testing code;Search for answers;Generating content or synthetic data
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Predictive analytics;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
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
25,177
25,178
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Online Courses or Certification (includes all media types)
23
AI/ML engineer
5,000 to 9,999 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
Costs are manageable NA
Prohibitive pricing NA
Energy
Working with new technologies and tools NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
10
India
INR Indian rupee
9,000,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
Dart;HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA Julia
Yes
Databricks SQL;Microsoft SQL Server;MongoDB
Databricks SQL;Microsoft SQL Server;MongoDB
Databricks SQL;Microsoft SQL Server;MongoDB
NA NA
Yes
Microsoft Azure;MSBuild;npm;Pip;Webpack
Microsoft Azure;MSBuild;npm;Pip;Podman;Webpack
Microsoft Azure;MSBuild;npm;Pip;Webpack
NA NA
Yes
FastAPI;React
FastAPI;React
FastAPI;React
NA Flutter
Yes
Cursor;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Cursor;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Cursor;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
NA NA
Polars;Large Language Model;Amazon Bedrock;Pydantic;RAG;Google Gemini;Ollama;LangGraph
Polars;Large Language Model;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Ollama;LangGraph;uv
Polars;Large Language Model;Amazon Bedrock;Pydantic;RAG;Google Gemini;Ollama;LangGraph
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iPadOS
Windows;Android;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence
Azure Devops;Confluence
Azure Devops;Confluence
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Substack
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Predictive analytics
Deployment and monitoring
null
Documenting code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;MCP servers
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 accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
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
LangGrapgh, autogen, Azure Search
AutoGen (Microsoft);LangChain;LangGraph
null
LangSmith
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Amazon Codewhisperer
Cursor
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
Data Structures and Algorithms, System Design,
104,616
8
25,178
25,179
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
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);Colleague or on-the-job training
16
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
8
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
70,000
Yes
C#;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MongoDB;MySQL
MongoDB;Redis
MongoDB
NA NA
Yes
Chocolatey;Cloudflare;Docker;Kubernetes;Microsoft Azure;npm;NuGet
Chocolatey;Cloudflare;Kubernetes;NuGet;Terraform
Chocolatey;Cloudflare;Kubernetes;NuGet
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
FastEndpoints FastEndpoints
Yes
Notepad++;Visual Studio;Visual Studio Code
Claude Code;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
LINQPad LINQPad
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG;Ollama
.NET 8 or higher
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian
Azure Devops;GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Bad at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No. I've had AI generate too much "almost but not quite correct" code to trust its output, and it's often very narrowly focused on a particular method or class and won't consider wider architecture, leading to a disordered and messy codebase that is hard to maintain. I'll use AI to help figure out a particular method o...
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Multi-platform search enablement;Language processing
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 increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Maintaining a "big-picture" view of the software and its goals; ethical and privacy assessments. Cutting-edge innovation may well remain hard for AI given that it is trained on existing examples; incremental changes can be found by extrapolating and comparing, but often a true breakthrough requires *not* thinking like ...
95,299
8
25,179
25,180
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
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
11
Developer, full-stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,180
25,181
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Attending school (part-time)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
4
System administrator
null
null
null
null
Work
Costs are manageable NA
Prohibitive pricing NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
15
5
France
EUR European Euro
3,500
Yes
Bash/Shell (all shells);HTML/CSS;Perl;PHP;PowerShell;SQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Kubernetes;Maven (build tool);Pip
null
null
ovhcloud NA
Yes
WordPress
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian
Windows;Windows Subsystem for Linux (WSL);Debian;Red Hat
Azure Devops;GitHub;GitLab;Jira;Redmine
null
null
NA NA
Stack Overflow;Stack Exchange;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 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly trust
Very well at handling complex tasks
Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Committing and reviewing code
Writing code;Debugging or fixing code;Testing code;Creating or maintaining documentation
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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 quick help troubleshooting
null
4,061
null
25,181
25,182
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
25,182
25,183
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
10
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 for my personal curiosity and/or hobbies
null
null
Architect, software or solutions
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,183
25,184
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
12
Student
null
null
null
null
Work
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
New Zealand
NZD New Zealand dollar
32,000
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
19,275
null
25,184
25,185
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
null
null
null
null
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
25,185
25,186
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
12
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Costs are manageable NA
null
Government
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;SQL
Bash/Shell (all shells);HTML/CSS;Ruby;SQL
Bash/Shell (all shells);HTML/CSS;Ruby;SQL
NA NA
null
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Terraform
Docker
Docker
NA NA
Yes
Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
Large Language Model;RAG
null
null
null
null
MacOS
MacOS;Ubuntu
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Creating or maintaining documentation
Debugging or fixing code;Testing code;Committing and reviewing code
Learning about a codebase
null
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
no
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have ...
AI agents have improved the quality of my code.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers
Understanding the code
null
9
25,186
25,187
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
Engaged in paid work (20-29 hours per week);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
25,187
25,188
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
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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
9
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Fintech
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
Germany
EUR European Euro
100,000
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
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
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring;Predictive analytics
Project planning;Documenting code;Creating or maintaining documentation
null
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Other (write in):
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Data and analytics;Customer service support
Integration with external agents and APIs
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
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.
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.;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.
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
ChatGPT;GitHub Copilot;Devin AI
Cursor
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
Transforming business problem into technical language. Optimal solution ideation.
116,015
7
25,188
25,189
I am learning to code
18-24 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
3
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
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
Ethical concerns NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Italy
EUR European Euro
null
null
C;HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL;TypeScript
C++;Go;Ruby;Rust
null
NA NA
null
MariaDB;MySQL;PostgreSQL;SQLite
null
null
NA NA
Yes
Cloudflare;Composer;Google Cloud;Maven (build tool);npm;Pacman;Pip;pnpm;Vercel;Vite
Kubernetes;Podman;Webpack
null
NA NA
Yes
Angular;AngularJS;Django;Express;Laravel;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js;WordPress
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;PhpStorm;PyCharm;Visual Studio Code;WebStorm;Windsurf
Cursor;RustRover;Windsurf
Windsurf
NA NA
Large Language Model;Ollama
Tailwind CSS 4;Large Language Model
Large Language Model
null
null
Android;Arch
Ubuntu;Debian;Arch;Fedora
Clickup;GitHub;Markdown File;Notion;Obsidian;Trello
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;YouTube
Stack Overflow;Discord;Reddit;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Documenting code
Predictive analytics
Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes I use "vibe-coding" but due to the high demand of work from my company
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.;AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
null
Ollama;OpenRouter
null
null
null
ChatGPT;Claude Code;GitHub Copilot
Windsurf
When I don’t trust AI’s answers
Problem solving and flexibility in all code-bases, developing is not writing code, it's understand and solve problems
null
null
25,189
25,190
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
40
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
3
3
Malaysia
MYR Malaysian ringgit
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Project planning;Learning new concepts or technologies
Debugging or fixing code
null
AI solutions that are almost right, but not quite;I haven’t encountered any problems
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Data and analytics
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have improved collaboration within my team.
Write in the most significant benefit if not listed above.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
I am concerned about the accuracy of the information provided by AI agents.;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
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
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.
GitHub MCP Server;pgvector
null
null
null
null
null
null
null
null
null
null
null
25,190
25,191
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
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)
10
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Azerbaijan
AZN Azerbaijan manat
100,000
Yes
HTML/CSS;JavaScript;PHP;SQL
Java;SQL
SQL
NA NA
Yes
MongoDB;MySQL;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React
null
null
NA NA
Yes
Cursor;Trae;Visual Studio Code
null
null
NA NA
hostinger
hostinger;Google Gemini
hostinger
null
null
MacOS
MacOS
Asana;GitHub;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models)
DeepSeek (R- Reasoning models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Videos;Coding challenges;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Predictive analytics;Search for answers;Generating content or synthetic data
null
Project planning;Committing and reviewing code
Debugging or fixing code
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
58,795
8
25,191
25,192
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Applied scientist
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
Reputation for quality NA
Prohibitive pricing NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
4
2
France
EUR European Euro
71,000
Yes
Bash/Shell (all shells);MATLAB;PowerShell;Python
Bash/Shell (all shells);Lua;PowerShell;Python
Bash/Shell (all shells);PowerShell;Python
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
Google Cloud;Pip;Poetry
Poetry
Poetry
Conda NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Android
Windows
GitHub;Linear;Markdown File;Notion
GitHub;GitLab;Linear;Markdown File;Notion
GitHub;Linear;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
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
null
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
Favorable
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Writing code
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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 learn best practices
Understanding of what the AI tools do or produce. Ultimately, I don't think modern AI tools show any indication of understanding, nor do I see a credible path to this, so I think there will always be a need for oversight, at least for companies interested in some degree of quality.
82,370
null
25,192
25,193
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
null
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
25
Developer, game or graphics
I don’t know
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API Documentation
Availability of better alternatives Personal sanctions against Russia
Other:
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
4
5
Montenegro
EUR European Euro
107,000
Yes
C#;C++;Python
C#;C++
C#;C++
HLSL NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Message Boards;Long-form articles
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
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
AI solutions that are almost right, but not quite;Other (write in):
Useless for the actual work I do. Not too bad for small isolated scripts, especially in the languages I’m not an expert like Python.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.;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;Other (please specify):
Doing R&D. When I’m solving hard technical problems not solved before and doing research, AI doesn’t help much.
124,136
7
25,193
25,194
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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
25
Project manager
10,000 or more employees
People manager
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,194
25,195
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Other (please specify):
Employed
Attending school (full-time)
100
Yes, I am new to coding or currently a student
Coding Bootcamp;Other (please specify):
No, I learned something that was not related to AI or AI enablement 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
25,195
25,196
I am learning to code
25-34 years old
Associate degree (A.A., A.S., etc.)
Not employed
Volunteering (regularly)
1
Yes, I am new to coding or currently a student
Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
1
Support engineer or analyst
null
null
null
null
Work
Costs are manageable NA
Ethical concerns NA
null
null
No
I have transitioned into a new career and/or industry voluntarily
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,196
25,197
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
20
Developer, back-end
null
null
null
No
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
null
Poland
PLN Polish zloty
null
Yes
C#
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Debugging or fixing code
null
null
It's some kind of skill that will evolve. It's not part of my development work.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
IT operations
null
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 accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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...
'- solving complex problems - code reviews - management and coordination of development work
null
8
25,197
25,198
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
25,198
25,199
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
19
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
19
Developer, full-stack
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
Robust and complete API NA
Security or privacy concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,199
25,200
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
I prefer not to say
null
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 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
10
Developer, embedded applications or devices
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
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null
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