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6,300
6,301
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.)
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);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
16
Developer, full-stack
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
7
3
Australia
AUD Australian dollar
125,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript;Gleam
Bash/Shell (all shells);HTML/CSS;Python;TypeScript;Gleam
Bash/Shell (all shells);HTML/CSS;Python;TypeScript;Gleam
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server;Neo4J;PostgreSQL
Cloud Firestore;Firebase Realtime Database;PostgreSQL;Redis
Cloud Firestore;Firebase Realtime Database;PostgreSQL
NA NA
Yes
Cloudflare;Docker;Firebase;Heroku;Make;Maven (build tool);npm;Pip;Podman;Prometheus;Vite;Webpack
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Firebase;npm;Podman;Prometheus;Vite;Webpack
Cloudflare;Docker;Firebase;npm;Podman;Prometheus;Vite;Webpack
NA NA
Yes
Angular;Express;FastAPI;NestJS;Next.js;Node.js;React;Spring Boot
FastAPI;Next.js;Node.js;Nuxt.js;React;Vue.js
FastAPI;Next.js;Node.js;React
NA NA
Yes
IntelliJ IDEA;PyCharm;Vim;Visual Studio Code
Android Studio;Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Tailwind CSS 4
null
null
null
null
Ubuntu;Linux (non-WSL)
Linux (non-WSL);Red Hat
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Message Boards
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
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
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.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Architecture. Understanding the customer requirements. Developing robust code.
81,262
5
6,301
6,302
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
37
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Books / Physical media
37
Applied scientist
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
20
4
France
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C#;Go;JavaScript;Lua;SQL;Gleam
Bash/Shell (all shells);C#;JavaScript;Lua;SQL;Gleam
Bash/Shell (all shells);C#;JavaScript;Lua;SQL;Gleam
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
CouchDB CouchDB
Yes
Microsoft Azure;NuGet
Microsoft Azure;NuGet
Microsoft Azure;NuGet
NA NA
Yes
ASP.NET;jQuery;Node.js
ASP.NET Core;jQuery
jQuery
NA NA
Yes
Rider;Visual Studio Code;Zed
Rider;Visual Studio Code;Zed
Rider;Visual Studio Code;Zed
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
null
null
MacOS
Windows;MacOS;Linux (non-WSL)
Azure Devops;Clickup;Coda;Confluence;GitHub;Markdown File
Azure Devops;Clickup;Coda;Confluence;GitHub;Markdown File
Azure Devops;Clickup;Coda;Confluence;GitHub;Markdown File
NA NA
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Hex, Gleam.run Hex, Gleam.run
Yes
Meta Llama (all models)
Meta Llama (all models)
Meta Llama (all models)
NA NA
No
Less than once every 2 - 3 months
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Bookmark posts to look at later NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Writing code;Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming
Only to give a sample of a method or API call (documentation)
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Optimal management of parallel processing and concurrency while minimizing resource usage
null
null
6,302
6,303
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
26
Senior executive (C-suite, VP, etc.)
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Other (please specify): Fill the need the best
Prohibitive pricing NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
8
0
Canada
CAD Canadian dollar
196,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;SQL
Go;HTML/CSS;PHP;SQL
HTML/CSS;PHP;SQL
NA NA
Yes
Microsoft SQL Server;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Composer;Webpack;Yarn
Composer
Composer
NA NA
Yes
jQuery;Symfony
Symfony
Symfony
NA NA
Yes
Nano;Notepad++;PhpStorm
Notepad++;PhpStorm
Notepad++;PhpStorm
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;Android
Ubuntu
GitLab
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
No
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Writing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
null
null
Other (write in):
No. But the definition could be too broad and some people could consider using AI for code related tasks here and there as being vibe coding.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding and solving complex tasks, architecture, algorithms.
142,998
null
6,303
6,304
I am learning to code
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
15
20
France
EUR European Euro
0
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;MicroPython;PHP;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Lua;MicroPython;Python;Rust;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;MicroPython;Python;TypeScript
NA NA
Yes
MySQL;SQLite
null
null
NA NA
Yes
APT;Chocolatey;Gradle;Make;Maven (build tool);npm;Pacman;Pip
APT;Docker;Make;npm;Pacman;Pip
APT;Make;npm;Pacman;Pip
NA NA
Yes
Express;jQuery;Node.js
Express;jQuery;Node.js
Express;jQuery;Node.js
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;Notepad++;Rider;Vim
Neovim;Notepad++;Rider;RustRover;Vim
Neovim;Notepad++;Rider;Vim
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Markdown File;Obsidian;Trello
GitHub;GitLab;Markdown File;Trello
GitHub;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
A few times per week
Long-form articles;Coding challenges
Upvote/Downvote Q&A posts NA
Yes, definitely
More than half the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Other (write in):
Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
To this day there has not been any technology that has not created more employment. All the fields surrounding AI research will remain valuable once AI becomes more capable, if not more valuable, and most of the complex, high-security fields will need humans to make sure the code actually works. For now AIs still operate on randomness and probabilities, which inherently creates bad code. As of now companies are improving in this direction, which will not make the generated code any more reliable. They would need to find and work on new breakthroughs, which will also create more employment and require more human skills.
null
null
6,304
6,305
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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);Colleague or on-the-job training
15
Architect, software or solutions
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
5
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
C;C++
null
NA NA
Yes
DuckDB;PostgreSQL;Redis;SQLite;Clickhouse
Cassandra;Elasticsearch
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Docker;Google Cloud;Homebrew;npm;Vite
Kubernetes
null
NA NA
Yes
Express;Node.js;Svelte
Express;Svelte
Express;Svelte
NA NA
Yes
Cursor;IntelliJ IDEA;Sublime Text;Vim;WebStorm
Aider
null
NA NA
Large Language Model;RAG
null
null
null
null
MacOS;Windows Subsystem for Linux (WSL)
Windows;MacOS;Ubuntu;Android;iOS;Debian
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models)
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Coding challenges;Logic games/puzzles;Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Project planning
Learning new concepts or technologies
Committing and reviewing code;Search for answers;Creating or maintaining documentation
Writing code
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations
Language processing;Integration with external agents and APIs
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 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.;Write in the most significant benefit if not listed above.
AI agents have helped me automate repetitive 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.
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
null
Ollama;LangChain
null
Sentry;Grafana + Prometheus
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
Requirement Gathering, Product Knowledge, Testing
null
8
6,305
6,306
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
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
5
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Other (please specify): Stability and future growth
Security or privacy concerns NA
Other:
Job stability and career growth with a single employer NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
null
null
United States of America
USD United States dollar
160,000
Yes
Bash/Shell (all shells);C++;Elixir;Erlang;HTML/CSS;JavaScript;PHP;Python;Ruby;SQL;TypeScript
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Ruby;SQL;TypeScript
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Ruby;SQL;TypeScript
NA NA
Yes
PostgreSQL;SQLite;Supabase;Pocketbase
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Bun;Cloudflare;Docker;Gradle;Homebrew;Make;npm;Pip;pnpm;Supabase;Vercel;Vite
Amazon Web Services (AWS);APT;Cloudflare;Docker;Homebrew;npm;pnpm;Vite
Amazon Web Services (AWS);APT;Cloudflare;Docker;Homebrew;npm;pnpm;Vite
NA NA
Yes
Astro;Deno;Express;Fastify;Laravel;Next.js;Node.js;Phoenix;React;Svelte
Astro;Deno;Node.js;Phoenix;Svelte
Astro;Deno;Node.js;Phoenix;Svelte
NA NA
Yes
Android Studio;Claude Code;Cursor;Neovim;Vim;Visual Studio Code;Windsurf;Zed
Claude Code;Neovim;Vim;Visual Studio Code;Windsurf;Zed
Claude Code;Neovim;Vim;Visual Studio Code;Windsurf;Zed
NA NA
Tailwind CSS 4;Shadcn/ui;uv
Tailwind CSS 4;uv
Tailwind CSS 4;uv
null
null
MacOS;Ubuntu;Android;Linux (non-WSL)
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Asana;GitHub;Google Workspace;Stack Overflow for Teams
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
null
null
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
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 reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
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
GitHub MCP Server
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers
null
160,000
8
6,306
6,307
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
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Data engineer
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
8
Italy
EUR European Euro
85,000
Yes
Bash/Shell (all shells);JavaScript;Python;SQL
Python;SQL
Python;SQL
Terraform NA
Yes
DuckDB;MySQL;PostgreSQL
DuckDB;MySQL;PostgreSQL;Snowflake;Amazon Redshift
DuckDB;MySQL;PostgreSQL
Amazon Athena NA
Yes
Amazon Web Services (AWS);APT;Docker;Terraform
Amazon Web Services (AWS);APT;Docker;Terraform
Amazon Web Services (AWS);APT;Docker;Terraform
Atlantis NA
No
null
null
null
NA NA
Yes
PyCharm
PyCharm;Visual Studio Code
PyCharm
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Trello
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
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
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
Knowledge of areas that overlap multiple distinct technologies in ways that aren't commonly combined. For instance, AI may know about Tech A and Tech B, but maybe not how to integrate one with the other in a manner that may be bespoke to your specific situation.
98,612
6
6,307
6,308
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;Blogs or podcasts
19
Architect, software or solutions
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
10
2
Norway
NOK Norwegian krone
50,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
Java;TypeScript
Java;TypeScript
NA NA
Yes
InfluxDB;MongoDB
MongoDB;PostgreSQL
MongoDB
NA NA
Yes
Docker;Maven (build tool);Microsoft Azure;npm;Prometheus;Terraform
Docker;Maven (build tool);Podman;Terraform
Docker;Maven (build tool);Terraform
NA NA
Yes
React
React
React
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Google Gemini;Ollama
Ollama
Ollama
null
null
Ubuntu;Android
Ubuntu
Confluence;GitHub;GitLab
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
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
Day-in-the-life profiles/interviews with experts
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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 quick help troubleshooting
null
4,941
8
6,308
6,309
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
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 online resources (e.g. standard search, forum, online community)
45
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Work
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
225,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript
Groovy;Java;TypeScript
Groovy;Java
NA NA
Yes
Elasticsearch;MongoDB
Elasticsearch;MongoDB
Elasticsearch;MongoDB
NA NA
No
null
null
null
NA NA
Yes
jQuery;Spring Boot
jQuery;Spring Boot
jQuery;Spring Boot
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Red Hat
GitLab
GitLab
GitLab
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Other (write in):
Answer a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
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
Other (please specify):
Same skills as today
225,000
9
6,309
6,310
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Stack Overflow or Stack Exchange
9
Developer, back-end
10,000 or more employees
People manager
Remote
No
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
12
null
Germany
EUR European Euro
88,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;Kotlin;Python;SQL
Java;Kotlin;Python;SQL
Java;Kotlin;Python;SQL
NA NA
Yes
Databricks SQL;Elasticsearch;MariaDB;MySQL;PostgreSQL
Databricks SQL;MariaDB;MySQL;PostgreSQL
Databricks SQL;MariaDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Pip;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Prometheus;Terraform
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;MacOS;iOS
MacOS;iOS;Debian
Confluence;GitLab;Google Workspace;Jira;Miro;Notion
Confluence;GitLab;Jira;Notion
Confluence;GitLab;Jira;Notion
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers
Project planning;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Deployment and monitoring
null
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
102,093
9
6,310
6,311
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.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
22
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Lack of or sub-par API NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
5
India
INR Indian rupee
5,300,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;Ruby;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;SQL;TypeScript
NA NA
Yes
MongoDB;Oracle;Redis
BigQuery;Cassandra;Elasticsearch;H2;MongoDB;PostgreSQL;Redis
MongoDB;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;npm
Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Gradle;Kubernetes
Amazon Web Services (AWS);Docker;Gradle
NA NA
Yes
Node.js;React;Spring Boot
Next.js;Node.js;React;Spring Boot
Node.js;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
Android Studio;Cursor;IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;MacOS
Confluence;GitHub;GitLab;Jira;Miro
Confluence;GitHub;GitLab;Jira;Miro;Trello
Confluence;GitHub;GitLab;Jira;Miro
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack
GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack
GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack
NA NA
Yes
openAI GPT (chatbot models)
Meta Llama (all models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
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
null
null
Deployment and monitoring
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
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;I don’t think I’ll need help from people anymore
Code quality is still human driven. Clean code practices, domain specific understanding
61,607
4
6,311
6,312
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
23
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Easy-to-use API NA
Poor usability NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
12
4
United States of America
USD United States dollar
235,000
Yes
C;C++;Python
C++;Rust
C++
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker
Cargo
null
Conan NA
No
null
null
null
NA NA
Yes
VSCodium
VSCodium
VSCodium
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
Confluence;Doxygen;GitHub;Jira;Markdown File;Obsidian
Doxygen;GitHub;Markdown File;Obsidian
Doxygen;GitHub;Markdown File;Obsidian
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
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
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Documenting code;Deployment and monitoring
Writing code;Generating content or synthetic data
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
not at all
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
null
null
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
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
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
GitHub MCP Server
null
null
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
debugging and design
235,000
7
6,312
6,313
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
9
Developer, full-stack
null
null
null
No
Work
Easy-to-use API NA
Other (please specify): AI integration
Software Development
Autonomy and trust to manage your own tasks No AI
No
I have neither consider or transitioned into a new career or industry
40
40
United Kingdom of Great Britain and Northern Ireland
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PHP;PowerShell
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PHP;PowerShell
NA NA
Yes
Microsoft SQL Server
null
null
LevelDB LevelDB
Yes
APT;Cloudflare;MSBuild;npm
APT;npm
APT;npm
VMware VMware
Yes
jQuery;Node.js;Vue.js
Node.js
Node.js
NA NA
Yes
Visual Studio
null
null
Notepad Notepad
c++23;Delphi 12+ Athens
null
null
null
null
Windows
Windows
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Eclipse Forums, Forums Eclipse Forums, Forums
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;Write in the most significant challenge if not listed above:
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.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
All
null
9
6,313
6,314
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
15
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
15
Data engineer
null
null
null
null
Personal Project
null
null
null
Opportunities to mentor and lead junior-level coworkers NA
No
I have neither consider or transitioned into a new career or industry
12
18
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Python;SQL
null
null
NA Terragrunt, Terraform
Yes
BigQuery;Amazon Redshift
DuckDB;Dynamodb;Firebase Realtime Database;InfluxDB;MariaDB;MongoDB;Redis;Supabase;Clickhouse;Cockroachdb
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Composer;Google Cloud;Pip;Terraform
Docker;Firebase;Make;Poetry;Supabase
null
Terragrunt NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Sublime Text;Visual Studio Code
null
null
NA Spyder
Google Gemini
null
null
null
null
Windows
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira
null
null
NA NA
Medium
Kaggle
null
NA NA
Yes
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
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
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
null
AI solutions that are almost right, but not quite
yes
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Logical Thinking. Pragmatic Thinking. Translating Requirements to Architecture. Translating Requirements to Code.
null
7
6,314
6,315
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
30
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
9
3
United States of America
USD United States dollar
123,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PowerShell;Python;SQL
Go;JavaScript;Python;TypeScript
Go;JavaScript;Python
NSIS NA
Yes
MariaDB;MongoDB
MariaDB;MongoDB;SQLite
MariaDB;MongoDB
NA NA
No
null
null
null
NA NA
Yes
Express;FastAPI;Node.js;Vue.js
Express;FastAPI;Node.js;Vue.js
Express;FastAPI;Node.js;Vue.js
NA NA
Yes
Notepad++;Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
Linux (non-WSL)
Windows
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Dev.to;LinkedIn;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Comment on Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code
Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
Learning about a codebase
Writing code;Predictive analytics;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics
null
null
AI agents have helped me automate repetitive tasks.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
copilot has feature to edit code directly
null
null
Snyk
null
ChatGPT;GitHub Copilot;Google Gemini
duck.ai
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
debugging, architecture,
123,000
6
6,315
6,316
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
12
Developer, back-end
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
8
5
Ukraine
UAH Ukrainian hryvnia
4,000,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Lua;PHP;Python;Rust;Scala;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;Kotlin;Lua;PHP;Python;Rust;Scala;SQL;Swift;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;Lua;PHP;Python;Rust;Scala;SQL;TypeScript
NA NA
Yes
DuckDB;Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;Clickhouse
DuckDB;Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;Clickhouse
DuckDB;Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;Clickhouse
BigTable, OpenSearch BigTable, OpenSearch
Yes
Amazon Web Services (AWS);APT;Cargo;Cloudflare;Composer;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);npm;Pip;pnpm;Prometheus;Vite
Amazon Web Services (AWS);APT;Cargo;Cloudflare;Composer;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);npm;Pip;pnpm;Podman;Prometheus;Terraform;Vite
Amazon Web Services (AWS);APT;Cargo;Cloudflare;Composer;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);npm;Pip;pnpm;Prometheus;Vite
NA NA
Yes
jQuery;Laravel;Ruby on Rails;Spring Boot;Vue.js
Laravel;Spring Boot;Symfony;Vue.js
Laravel;Spring Boot;Vue.js
NA NA
Yes
Android Studio;Claude Code;IntelliJ IDEA;Neovim;PhpStorm;PyCharm;RustRover;Vim;Visual Studio;Visual Studio Code;Windsurf
Android Studio;Claude Code;IntelliJ IDEA;Neovim;PhpStorm;PyCharm;RustRover;Vim;Visual Studio;Visual Studio Code;Windsurf;Xcode
Android Studio;Claude Code;IntelliJ IDEA;Neovim;PhpStorm;PyCharm;RustRover;Vim;Visual Studio;Visual Studio Code;Windsurf
NA NA
Large Language Model;Ollama
Tailwind CSS 4;Large Language Model;Ollama
Large Language Model;Ollama
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS
MacOS;Ubuntu;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Markdown File;Redmine
Confluence;GitHub;GitLab;Jira;Markdown File;Redmine
Confluence;GitHub;GitLab;Jira;Markdown File;Redmine
AppFlowy AppFlowy
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);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Predictive analytics
null
null
null
I haven’t encountered any problems
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
null
95,865
9
6,316
6,317
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
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 online resources (e.g. standard search, forum, online community)
22
Developer, full-stack
null
null
null
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Healthcare
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Sweden
SEK Swedish krona
840,000
Yes
C#;HTML/CSS;JavaScript;SQL
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Windows
Windows
Azure Devops;Wikis
Azure Devops;Wikis
Azure Devops;Wikis
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot 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
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
88,050
8
6,317
6,318
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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);Videos (not associated with specific online course or certification)
11
Developer, mobile
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
3
3
India
INR Indian rupee
250,000
Yes
Java;Kotlin;PHP;SQL
Java;Kotlin;PHP;SQL
Java;Kotlin;PHP;SQL
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio
Android Studio
Android Studio
NA NA
null
null
null
null
null
Windows;Android
Windows;Android
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Search for answers;Creating or maintaining documentation
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code
Committing and reviewing code
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Sometimes Yes. But not all the times
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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.
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
Learning Things And Moving On Quickly
2,906
6
6,318
6,319
I am learning to code
18-24 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Stack Overflow or Stack Exchange;Books / Physical media
null
Student
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Go;Java
C;C++;Rust
null
NA NA
Yes
MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Spring Boot
ASP.NET;ASP.NET Core;React;Ruby on Rails;Vue.js;Axum
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Arch;Fedora;Pop!_OS
null
GitHub
GitLab;Google Colab;Jira;Notion
null
NA NA
Stack Overflow;Reddit;YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Less than one year
Infrequently, less than once per year
null
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Unsure
Neither trust nor distrust
Neither good or 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;Other (write in):
null
null
I haven’t encountered any problems
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I’m stuck and can’t explain the problem
null
null
null
6,319
6,320
I am learning to code
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
4
System administrator
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
null
Sri Lanka
LKR Sri Lankan rupee
840,000
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;Elixir;Go;HTML/CSS;OCaml;PHP;PowerShell;Python;Rust;SQL;TypeScript;Zig
Bash/Shell (all shells);C;HTML/CSS;PHP;Python;Rust;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
Microsoft SQL Server;MongoDB;MySQL
Microsoft SQL Server;MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Composer;Digital Ocean;Docker;Make;Maven (build tool);npm;Pacman;Pip
Amazon Web Services (AWS);Ansible;APT;Cargo;Kubernetes;Make;Maven (build tool);npm;Pacman;Pip;Podman;Railway;Supabase;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Cargo;Make;Maven (build tool);npm;Pacman;Pip
NA NA
Yes
Express;Node.js
ASP.NET;ASP.NET Core;Django;Express;FastAPI;Flask;Laravel;Next.js;Node.js;React
Express;Node.js
NA NA
Yes
Neovim;Vim;Visual Studio;Zed
Neovim;Vim;Visual Studio;Visual Studio Code;Xcode;Zed
Neovim;Vim;Visual Studio;Zed
NA NA
Google Gemini;Ollama
.NET 8 or higher;Odoo;Google Gemini
Google Gemini
null
null
iOS;Arch
Windows
GitHub;GitLab;Obsidian
GitHub;GitLab;Jira;Notion;Obsidian
GitHub;GitLab;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
Ask a question NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
Project planning;Documenting code;Testing code
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;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 help troubleshooting
devops, networking, infrastructure, manual working, it support services
2,798
null
6,320
6,321
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
30
Architect, software or solutions
20 to 99 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Retail and Consumer Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
3
Mexico
MXN Mexican peso
700,000
Yes
Bash/Shell (all shells);C;C++;Delphi;SQL;VBA
null
null
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
WordPress
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Debian
Windows;Ubuntu;Android;Debian
Trello
Doxygen;GitHub
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 3 and 5 years
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
null
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices
null
36,847
9
6,321
6,322
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Engaged in paid work (20-29 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Coding Bootcamp
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
null
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
3
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
30,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
MongoDB;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Netlify;npm;Vercel;Webpack
null
null
NA NA
Yes
Next.js;Node.js;React
null
null
NA NA
Yes
Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
GitHub;Miro;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
null
null
Comment on Q&A posts NA
Yes, definitely
null
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code
null
null
Project planning;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
null
communication
40,842
5
6,322
6,323
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Other (please specify):
20 to 99 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Poor usability NA
Other:
null
Yes
I have strongly considered changing my career and/or the industry I work in
10
14
Canada
CAD Canadian dollar
86,000
Yes
HTML/CSS;JavaScript;PHP;Python
HTML/CSS;JavaScript;PHP;Python;TypeScript
HTML/CSS;JavaScript;PHP;Python
NA NA
No
null
null
null
NA NA
Yes
Cloudflare;npm;Pip
Cloudflare;Firebase;IBM Cloud;Kubernetes;npm;Pip
Cloudflare;npm;Pip
NA NA
Yes
Flask;jQuery;WordPress
Angular;Flask;jQuery;WordPress
Flask;jQuery;WordPress
NA NA
Yes
Jupyter Notebook/JupyterLab;PhpStorm;Visual Studio Code
Jupyter Notebook/JupyterLab;PhpStorm;Visual Studio Code
Jupyter Notebook/JupyterLab;PhpStorm;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
MacOS
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Coding challenges;Logic games/puzzles;Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
62,744
null
6,323
6,324
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
Engaged in paid work (20-29 hours per week)
12
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
12
Academic researcher
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Government
null
No
I have neither consider or transitioned into a new career or industry
null
null
Argentina
ARS Argentine peso
20,000,000
Yes
Python
Python
Python
NA NA
No
null
null
null
NA NA
null
null
null
null
uv uv
null
null
null
null
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Sublime Text
Claude Code;Jupyter Notebook/JupyterLab;Sublime Text
Claude Code;Jupyter Notebook/JupyterLab;Sublime Text
NA NA
Large Language Model;Google Gemini;uv
Tailwind CSS 4;Polars;Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
null
null
Ubuntu
Ubuntu
GitHub;Google Colab;Markdown File;Obsidian
GitHub;GitLab;Google Colab;Markdown File;Obsidian
GitHub;Google Colab;Markdown File;Obsidian
NA NA
GitHub (public projects, not private repos);Bluesky;YouTube
GitHub (public projects, not private repos);Bluesky;YouTube
GitHub (public projects, not private repos);Bluesky;YouTube
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
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Testing code
Documenting code;Creating or maintaining documentation
Project planning;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Writing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
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’m stuck and can’t explain the problem
null
17,061
null
6,324
6,325
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (10-19 hours per week)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
10
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
Connected to an open-source project NA
Ethical concerns NA
Internet, Telecomm or Information Services
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
C;C++;Python
C;C++;Rust;Scala;TypeScript
C;C++
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim
Neovim;Zed
Neovim
NA NA
null
null
null
null
null
Ubuntu
MacOS
GitHub
Google Colab
null
NA NA
Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
No
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Videos;Direct messaging of users;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Testing code;Learning new concepts or technologies
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
It's not part of my profession, it's only a PR for AI company. It's a tool and it's convenient to progress. Productivity is very subjective and no one is getting more than 1x for overall product.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.
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;Microsoft Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
6
6,325
6,326
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
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
4
Cloud infrastructure engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Robust and complete API NA
Inefficient or time-costly NA
Software Development
Other (please specify): Enjoying what I do
No
I have strongly considered changing my career and/or the industry I work in
10
7
Hungary
HUF Hungarian forint
9,790,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python
Bash/Shell (all shells);C#;C++;HTML/CSS;PowerShell;Python;Rust
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;Python
NA NA
Yes
Microsoft SQL Server;MySQL;Oracle;Snowflake
Snowflake
Snowflake
NA NA
Yes
Amazon Web Services (AWS);Ansible;Chocolatey;Microsoft Azure;Pip
Amazon Web Services (AWS);Chocolatey;Microsoft Azure;Terraform
Amazon Web Services (AWS);Chocolatey;Microsoft Azure
NA NA
Yes
null
null
null
NA NA
Yes
Neovim;Notepad++;Rider;Visual Studio Code
Neovim;Notepad++;Rider;Visual Studio Code
Neovim;Notepad++;Rider;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;c++23;Large Language Model;Microsoft Fabric;Google Gemini;Ollama
.NET 8 or higher
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian
Azure Devops;GitHub;Lucid (includes Lucidchart);Markdown File
Azure Devops;GitHub;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers
Committing and reviewing code
Learning about a codebase;Deployment and monitoring;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite
No, and I don't feel like I ever want it to be.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Multi-platform search enablement;Language processing;Integration with external agents and APIs
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.
null
AI agents have helped me solve complex problems more effectively.
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Tabnine
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
28,309
5
6,326
6,327
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.)
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);AI CodeGen tools or AI-enabled apps;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Books / Physical media
1
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
3
3
Greece
EUR European Euro
null
Yes
HTML/CSS;JavaScript;PHP;SQL
null
null
NA NA
Yes
MongoDB;MySQL
null
null
NA NA
Yes
Docker
null
null
NA NA
Yes
React;WordPress
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
Odoo;Large Language Model;Google Gemini
null
null
null
null
Windows;MacOS;Linux (non-WSL)
null
Clickup;GitHub
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models;X Grok models
null
null
NA NA
Yes
A few times per week
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
Answer a question Search
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
null
null
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
AI solutions that are almost right, but not quite
YES,ABOUT 50%
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Marketing
Multi-platform search enablement;Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
AutoGen (Microsoft)
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Adaptability to the daily and ever-increasing use of AI everywhere as well as the ability for multi-level programming, using every possible help simultaneously for a faster, safer, more accurate, easier and cheaper result for both the programmer and his work as well as for the customers/end users.
null
5
6,327
6,328
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
7
Data or business analyst
10,000 or more employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Availability of better alternatives NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
5
null
India
INR Indian rupee
null
Yes
Python;SQL;VBA
null
null
NA NA
Yes
BigQuery;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Django;FastAPI;Flask
null
null
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Nano;PyCharm;Vim;Visual Studio Code
null
null
NA NA
Google Gemini;Ollama
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Red Hat;Fedora
null
GitHub;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;Kaggle;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Documenting code;Committing and reviewing code
Learning about a codebase;Debugging or fixing code;Deployment and monitoring;Search for answers;Generating content or synthetic data
Project planning;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Not at all or minimally
Business process automation;Data and analytics;Customer service support;Cybersecurity
Language processing;Agent/multi-agent orchestration
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
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
Ollama
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot
null
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
Knowledge and understanding of core principles and ethics.
null
7
6,328
6,329
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
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);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
20
DevOps engineer or professional
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
Reputation for quality NA
Security or privacy concerns NA
Banking/Financial Services
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
30
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
97,000
Yes
Bash/Shell (all shells);C#;F#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Go;Rust
null
HCL NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Ansible;Chocolatey;Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman;Prometheus;Terraform
null
null
Flux, Sops NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, 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
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;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 learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving skills, lateral thinking, high-level planning and integrations
132,057
6
6,329
6,330
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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);Stack Overflow or Stack Exchange
9
Developer, front-end
Less than 20 employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Iran, Islamic Republic of...
IRR Iranian rial
null
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
A few times per month or 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
null
null
null
null
null
8
6,330
6,331
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
25
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Software Development
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
10
10
Canada
CAD Canadian dollar
20,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript
Rust
null
NA NA
Yes
Cloud Firestore
null
null
JSON NA
Yes
Google Cloud;npm
Firebase
null
NA NA
Yes
Express;jQuery;Node.js
React
null
mithriljs NA
Yes
Visual Studio;Visual Studio Code
null
null
notepad2 NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Debian
null
GitHub;Google Workspace;Jira;Markdown File
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning 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.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
Committing and reviewing code
Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite
I love to code, I want to do more so that is why I use assistance tools such as GitHub Co-pilot, but I wouldn't use vibe coding to create whole solution, otherwise I would go do something else of my life! Vibe coding is for manager who hate their job!
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
Other (please specify):
'- Understand others generated or writing code. - Being creative to solve complexe and real problems.
14,592
9
6,331
6,332
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
9
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
5
4
Germany
EUR European Euro
82,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Lua;Python;Rust;Scala;SQL;TypeScript
Elixir;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;Rust;Scala;TypeScript;Zig;Gleam
HTML/CSS;Java;JavaScript;Lua;Rust;Scala;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL
PostgreSQL;SQLite;Supabase;Pocketbase
PostgreSQL
NA NA
Yes
Bun;Cargo;Docker;Homebrew;Maven (build tool);npm;Pip;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Cargo;Docker;Google Cloud;Homebrew;Kubernetes;Maven (build tool);npm;Pip;pnpm;Terraform;Vercel;Vite;Yarn
Bun;Cargo;Docker;Homebrew;Maven (build tool);npm;Pip;Vercel;Vite;Yarn
NA NA
Yes
Angular;Express;NestJS;Next.js;Node.js;React;Spring Boot;Svelte
Angular;Next.js;Node.js;Phoenix;React;Spring Boot;Svelte;Vue.js
Angular;Next.js;Node.js;React;Spring Boot;Svelte
NA NA
Yes
IntelliJ IDEA;Neovim;Vim;WebStorm
Neovim
Neovim
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitHub;Jira;Miro;Notion
GitHub;Notion
GitHub;Notion
NA NA
Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
GitHub (public projects, not private repos);YouTube;Twitch
GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 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
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Ability to understand how a system works
95,132
7
6,332
6,333
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
15
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
14
7
France
EUR European Euro
63,400
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;OCaml;PHP;Python;Scala;SQL;TypeScript
Assembly;C;Elixir;Erlang;Go;Python;Rust;SQL;TypeScript;Zig;Gleam
Assembly;C;Go;Python;SQL;TypeScript
NA NA
Yes
BigQuery;Cassandra;Elasticsearch;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite
Cassandra;Elasticsearch;PostgreSQL;Redis;SQLite;Clickhouse
Cassandra;Elasticsearch;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Firebase;Google Cloud;Gradle;Homebrew;Make;Maven (build tool);Microsoft Azure;npm;NuGet;Pacman;Pip;Poetry;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;Terraform;Vite
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Make;npm;Pip;Terraform;Vite
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Deno;Express;Flask;jQuery;NestJS;Node.js;Nuxt.js;React;Spring Boot;Vue.js
ASP.NET Core;Express;NestJS;React;Spring Boot;Svelte
ASP.NET Core;Express;NestJS;React;Spring Boot
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Vim;Visual Studio;Visual Studio Code;WebStorm;Windsurf;Zed
Claude Code;Neovim;Notepad++
Claude Code;Neovim;Notepad++
Supermaven Supermaven
Tailwind CSS 4;Pydantic;uv
Tailwind CSS 4;Shadcn/ui;uv
Tailwind CSS 4;uv
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS
MacOS;Ubuntu
GitHub;GitLab;Linear;Markdown File;Monday.com;Notion;Trello
GitHub;GitLab;Linear;Markdown File
GitHub;GitLab;Linear;Markdown File
NA NA
Stack Overflow;Discord;Reddit;Dev.to;YouTube;LinkedIn;Medium
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
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
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Search for answers
Project planning;Debugging or fixing code;Deployment and monitoring
Learning about a codebase;Committing and reviewing code;Learning new concepts or technologies
Documenting code;Predictive analytics;Creating or maintaining documentation
Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
Some people uses it at work, I tried it and used it sporadically for some easy boilerplate code but otherwise I don't and rely primarly on AI-autocomplete which I find much much better at predicting and integrating into the current codebase
Yes, I use AI agents at work monthly or infrequently
No, but my development work has changed somewhat due to non-AI factors
Decision intelligence;Data and analytics
null
AI agents have increased my productivity.
AI agents have reduced the time spent on specific development tasks.
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
Codex
Zapier
null
Snyk
null
ChatGPT;Claude Code;v0.dev
Codex, Supermaven
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
Architecturing, Chosing best solution, Conviction
73,553
6
6,333
6,334
I used to be a developer by profession, but no longer am
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
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
null
15
Senior executive (C-suite, VP, etc.)
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
5
null
Argentina
USD United States dollar
60,090
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
Odoo;Ollama
Tailwind CSS 4;Odoo;Large Language Model;Ollama
Odoo;Ollama
null
null
Ubuntu;iOS
Ubuntu;iOS;Debian
null
null
null
Odoo, Bitbucket Odoo, Bitbucket
Slack (public channels, not work);LinkedIn
LinkedIn
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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Very favorable
Highly distrust
Neither good or bad at handling complex tasks
Debugging or fixing code
Deployment and monitoring;Predictive analytics
Project planning;Writing code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Documenting code;Committing and reviewing code;Creating or maintaining documentation
Search for answers
I don’t use AI tools regularly
Nope
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
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.
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 compare different solutions;When I have ethical or security concerns about code
Understanding a problem and suggesting solutions. Architecture of the solution and trade off decision making.
60,090
null
6,334
6,335
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
8
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
Work
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
5
3
Sri Lanka
LKR Sri Lankan rupee
3,000,000
Yes
HTML/CSS;Java;PHP;SQL;TypeScript
HTML/CSS;Java;PHP;SQL;TypeScript
HTML/CSS;Java;PHP;SQL;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Microsoft Azure;npm;Pip
Amazon Web Services (AWS);Docker;Google Cloud;Microsoft Azure;npm;Pip
Amazon Web Services (AWS);Docker;Google Cloud;Microsoft Azure;npm;Pip
NA NA
Yes
Express;Node.js;React;WordPress
Express;Node.js;React;WordPress
Express;Node.js;React;WordPress
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS
Windows;MacOS
Azure Devops;GitHub;Jira
Azure Devops;GitHub;Jira
Azure Devops;GitHub;Jira
NA NA
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
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
NA NA
Yes
Multiple times per day
Between 3 and 5 years
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
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Predictive analytics
null
null
Debugging or fixing code
I haven’t encountered any problems
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
null
9,992
10
6,335
6,336
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Attending school (full-time)
null
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
5
Academic researcher
null
null
null
null
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
2
6
Switzerland
CHF Swiss franc
50,000
Yes
C;C++;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);C;C++;Python;TypeScript
C;C++;Python
NA NA
Yes
MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Ask a question NA
No, not at all
Less than half of the time
Yes, I use AI tools weekly
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;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;Learning new concepts or technologies
Writing code;Debugging or fixing 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;It’s hard to understand how or why the code works
No I hate it, but its very alluring instead of learning quaternion math you h=just force it to do it for you
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
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.
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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
null
61,996
null
6,336
6,337
I used to be a developer by profession, but no longer am
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Volunteering (regularly)
15
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Other (please specify):
null
null
null
null
Personal Project
Connected to an open-source project NA
Ethical concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
0
Yes
C++;HTML/CSS;JavaScript;Python
C++;HTML/CSS;Python
C++;HTML/CSS;Python
NA NA
Yes
MariaDB;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Ansible;APT;Docker;Make;Pip
Ansible;APT;Make;Pip
Ansible;APT;Make;Pip
Vagrant Vagrant
Yes
Django;Flask
Django;Flask
Django;Flask
NA NA
Yes
Nano;PyCharm
Nano;PyCharm
Nano;PyCharm
Kate Kate
null
null
null
null
null
Debian
Debian
GitHub
GitHub
GitHub
Gitea Gitea
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
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
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Other (write in): finding answers for questions I have as well
No, not really
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;Other (write in):
null
null
null
I don’t use AI tools regularly
vibe coding is just the next wave of enshittification
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I 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 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
Understanding code
null
null
6,337
6,338
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
17
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
26
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
4
8
United States of America
USD United States dollar
185,000
Yes
Go;Groovy;HTML/CSS;Java;JavaScript;SQL
Groovy
Groovy
NA NA
Yes
BigQuery;MongoDB;PostgreSQL;Redis
MongoDB;Redis
MongoDB;Redis
NA NA
Yes
Docker;Google Cloud;Gradle;npm
Docker;Google Cloud;Gradle;Kubernetes
Docker;Google Cloud;Gradle
NA NA
Yes
null
null
null
Micronaut Micronaut
No
null
null
null
NA NA
null
null
null
null
null
Pop!_OS
Pop!_OS
GitHub;Jira;Linear
GitHub;Linear
GitHub;Linear
NA NA
Stack Overflow;Slack (public channels, not work)
Stack Overflow;Slack (public channels, not work)
Stack Overflow;Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation;Other (write in):
Writing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
I don't "vibe code" I use AI as a tool, usually to get started with something. Sometimes it works sometimes it's a waste of time.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Debugging, writing readable and maintainable code. Figuring out issues when ai fails.
185,000
10
6,338
6,339
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
4
Student
null
null
null
null
Personal Project
Costs are manageable Good documentation
Other (please specify): AI
null
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
7
2
Slovenia
EUR European Euro
4,600
Yes
HTML/CSS;JavaScript;PHP;Python
C;C++;Java;Rust;TypeScript
null
NA NA
Yes
MongoDB;MySQL
MySQL;SQLite
MySQL
NA NA
Yes
Docker;npm;Pip;Vite
Docker;Pip;Vite
Docker;Pip;Vite
NA NA
Yes
Express;FastAPI;Node.js;React;WordPress
ASP.NET Core;Django;Express;Node.js;React
Express;Node.js;React
NA NA
Yes
Visual Studio Code
Vim;Visual Studio Code
Visual Studio Code
NA Godot
null
null
null
null
null
Windows;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Google Workspace;Jira
GitHub;GitLab;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Discord;YouTube;Substack
Stack Overflow;Discord;YouTube;Substack
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
null
Other (write in): Read answers to a question
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Debugging or fixing code;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
Jesus fuck no. I only ever use LLMs for debugging code snippets or generating boilerplate, 95% of my workflow is non-AI. I hope that percent stays as high as possible.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I 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
Most of the skills that are valuable now: complex problem-solving, critical thinking, seeing the big picture of a project / codebase, thinking ahead in terms of extensibility and maintainability, actually understanding written code. On the softer skills side also communication with clients and collaborators, creativity and the ability to have your own vision.
5,337
6
6,339
6,340
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
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);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
7
15
France
EUR European Euro
18,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
NA NA
Yes
Composer;Docker;Gradle;Make;MSBuild;npm;NuGet;Pip;Webpack;Yarn
Composer;Docker;Gradle;Make;MSBuild;npm;NuGet;Pip;Webpack;Yarn
Composer;Docker;Gradle;Make;MSBuild;npm;NuGet;Pip;Webpack;Yarn
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Next.js;Node.js;React;Symfony
Angular;ASP.NET;ASP.NET Core;jQuery;Next.js;Node.js;React;Symfony
Angular;ASP.NET;ASP.NET Core;jQuery;Next.js;Node.js;React;Symfony
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;Sublime Text;Visual Studio;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;Sublime Text;Visual Studio;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;Sublime Text;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23
.NET 8 or higher;c++23
.NET 8 or higher;c++23
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS
Doxygen;GitHub;GitLab;Notion;Trello
Doxygen;GitHub;GitLab;Notion;Trello
Doxygen;GitHub;GitLab;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No. And I hope it won't ever be part of my development work, whether professional or personal
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
Other (please specify):
All of them
20,883
8
6,340
6,341
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
14
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Recognition from peers for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
1
India
INR Indian rupee
2,500,000
Yes
Java;SQL
Java;JavaScript
Java
NA NA
Yes
MongoDB;Oracle;Redis
MongoDB
MongoDB
NA NA
Yes
Chocolatey;Homebrew;Maven (build tool)
Homebrew
Homebrew
NA NA
Yes
Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA
null
null
NA NA
null
null
null
null
null
Windows
MacOS
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Reddit;Dev.to;Hashnode;LinkedIn
Stack Overflow;Reddit;Dev.to;Hashnode;LinkedIn
Stack Overflow;Reddit;Dev.to;Hashnode;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Predictive analytics
null
null
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 daily
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I have ethical or security concerns about code;I don’t think I’ll need help from people anymore
null
29,060
6
6,341
6,342
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
Volunteering (regularly)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
18
Developer, mobile
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
8
France
EUR European Euro
null
Yes
C;C++;Dart;Groovy;HTML/CSS;Java;JavaScript;Kotlin;SQL;Swift
Dart;Kotlin;Swift;TypeScript
Dart;Kotlin;Swift
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Visual Studio Code;VSCodium;Windsurf;Xcode
Android Studio;Bolt;Claude Code;Cursor;IntelliJ IDEA;Lovable.dev;Nano;Visual Studio Code;VSCodium;Windsurf;Xcode
Android Studio;IntelliJ IDEA;Nano;Visual Studio Code;VSCodium;Windsurf;Xcode
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS;Android;iOS;Linux (non-WSL);ChromeOS
MacOS;Ubuntu;Android;iOS;Linux (non-WSL)
Clickup;Confluence;GitHub;GitLab;Jira;Obsidian;Wikis
Confluence;GitHub;GitLab;Jira;Obsidian
Confluence;GitHub;GitLab;Jira;Obsidian
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Substack;Medium
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack;Medium
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack;Medium
NA NA
Yes
Gemini (Flash general purpose models);Microsoft Phi-4 models;Mistral AI models
Gemini (Flash general purpose models);Microsoft Phi-4 models;Mistral AI models
Gemini (Flash general purpose models);Microsoft Phi-4 models;Mistral AI models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Documenting code;Generating content or synthetic data
Project planning
Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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 quick help troubleshooting
null
null
9
6,342
6,343
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
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;Stack Overflow or Stack Exchange
12
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
6
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
80,000
Yes
HTML/CSS;JavaScript;Kotlin;PHP;PowerShell;Swift;TypeScript
Elixir;Go;HTML/CSS;JavaScript;Kotlin;Rust;Swift;TypeScript
HTML/CSS;JavaScript;Kotlin;Swift;TypeScript
NA NA
Yes
Cloud Firestore;MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;Snowflake;SQLite;Supabase
MySQL;PostgreSQL;SQLite
TinyBase NA
Yes
Amazon Web Services (AWS);Bun;Cloudflare;Digital Ocean;Docker;Google Cloud;Homebrew;Kubernetes;npm;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Bun;Docker;Homebrew;Terraform
Amazon Web Services (AWS);Bun;Docker;Homebrew;Terraform
NA NA
Yes
Deno;Express;Flask;jQuery;Laravel;Next.js;Node.js;React
Astro;React
React
Rsbuild Rsbuild
Yes
Visual Studio Code;Windsurf
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
MacOS
Airtable;Confluence;GitHub;Jira;Notion
Airtable;GitLab;Notion
Airtable;Notion
NA NA
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos)
GitHub (public projects, not private repos);Bluesky
GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet
null
null
Windsurf SWE-1 NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Only for prototyping, I haven't seen anything vibe coded that belongs in prod.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Problem understanding, contextual awareness, accuracy & quality standards
108,913
8
6,343
6,344
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
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
22
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
25
Developer, desktop or enterprise applications
null
null
null
No
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
Poland
PLN Polish zloty
350,000
Yes
C;C#;HTML/CSS;Java;JavaScript;SQL
C;C#;HTML/CSS;SQL
C;C#;HTML/CSS;SQL
NA NA
Yes
Microsoft SQL Server;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;SQLite
NA NA
Yes
MSBuild;NuGet
MSBuild;NuGet
MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
ASP.NET Core
ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Debian
Windows;Debian
Confluence;GitHub;Jira
GitHub
GitHub
NA NA
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
"Vibe coding" is a coding in a same way "Electric chair" is a chair.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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.
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
Understanding customer's requirements. Debugging. Using IDE efficiently.
95,515
7
6,344
6,345
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Student
null
null
null
null
Personal Project
Easy-to-use API NA
Security or privacy concerns NA
null
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
0
0
Germany
EUR European Euro
null
Yes
C;C++;Python
C;C++;Python
C;C++;Python
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
c++23
c++23
c++23
null
null
Windows;Ubuntu;Android;Debian
Windows
Doxygen;GitHub;GitLab;Markdown File
Doxygen;GitHub;GitLab;Markdown File
Doxygen;GitHub;GitLab;Markdown File
NA NA
Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards
Other (write in): Read answers
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
Creating maintainable code, understanding the code and programming concepts
null
5
6,345
6,346
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.)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
15
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
Reputation for quality Not associated with Meta
Security or privacy concerns NA
Fintech
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
0
Canada
CAD Canadian dollar
200,000
Yes
HTML/CSS;JavaScript;Ruby;TypeScript
C#;Rust;TypeScript
TypeScript
NA NA
Yes
DuckDB;MongoDB;Redis
SQLite
null
NA NA
Yes
Amazon Web Services (AWS);Prometheus;Splunk;Terraform
Cargo
null
NA NA
Yes
AngularJS;Deno;Next.js;Node.js;React;Ruby on Rails
AngularJS;Deno;React
AngularJS;Deno;React
NA NA
Yes
Cursor
Claude Code;Cursor;IntelliJ IDEA;Zed
Cursor
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu;Linux (non-WSL)
GitHub;Google Colab;Jira;Markdown File;Obsidian
GitHub;Google Colab;Markdown File;Obsidian
GitHub;Google Colab;Markdown File;Obsidian
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
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
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Chat (people);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code
Other (write in):
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Generating content or synthetic data
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Only for mockups/early prototypes. Anyone who tries to commit that will be fired into the sun at light speed.
Yes, I use AI agents at work daily
Not at all or minimally
Customer service support
null
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
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.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
How is Cursor not on the list?
null
Nuance and detail
145,917
9
6,346
6,347
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
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);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
27
Data engineer
null
null
null
null
Work
Costs are manageable NA
Availability of better alternatives NA
null
Innovation through solving challenging and complex problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
15
7
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C++;Java;JavaScript;Python;Scala;SQL
Bash/Shell (all shells);C;Java;Python
Bash/Shell (all shells);C;Java;Python
NA NA
Yes
MongoDB;PostgreSQL;SQLite
PostgreSQL;Redis
PostgreSQL
hadoop, hive NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;Make;Pip;Yarn
Docker;Google Cloud;Kubernetes;Make;Pip
Docker;Google Cloud;Kubernetes;Make;Pip
NA NA
Yes
Flask;Spring Boot
Flask
Flask
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim
NA NA
Ultralytics
Polars;Pydantic;Ultralytics;visionOS
Ultralytics
null
null
Ubuntu;Android;Debian;Linux (non-WSL)
MacOS;Linux (non-WSL)
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Stack Overflow for Teams;Wikis
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
useful for generating small blocks of code that solve very specific tasks, such as what might normally be implemented as a helper function.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
The same skills as today. AI allows us to utilize our skills more efficiently, not rendering them obsolete.
null
2
6,347
6,348
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
Developer, full-stack
null
null
null
null
null
null
null
null
null
null
null
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
null
6,348
6,349
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
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
5
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Robust and complete API NA
Poor usability NA
Software Development
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
5
4
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;TypeScript
R
null
NA NA
Yes
PostgreSQL;Redis;SQLite
Cassandra
null
NA NA
Yes
Cargo;Docker;npm;Yarn
Amazon Web Services (AWS);Kubernetes
null
NA NA
Yes
Express;Fastify;NestJS;Next.js;Node.js;React
React
React
actix-web actix-web
No
null
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
Linux (non-WSL)
Linux (non-WSL)
GitHub;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
null
Ask a question NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Unfavorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
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’m stuck and can’t explain the problem
Problem Solving
null
10
6,349
6,350
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
12
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry involuntarily
25
15
United States of America
USD United States dollar
245,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Ruby;SQL;TypeScript
null
null
NA NA
Yes
MongoDB;PostgreSQL;Snowflake;Supabase
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React;Ruby on Rails;WordPress
null
null
NA NA
Yes
Cursor;Visual Studio Code;Windsurf
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
Asana;Clickup;GitHub;Miro;Notion;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Job board;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data
null
Project planning;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Customer service support
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;Write in the most significant benefit if not listed above.
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
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
null
null
null
null
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Devin AI
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 quick help troubleshooting
Understanding complex problems so that we can know what needs to be built. Future planning. Not creating a codebase that is a tangled mess.
245,000
8
6,350
6,351
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
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
13
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Lack of AI or AI agents NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
2
2
Ukraine
USD United States dollar
30,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;PHP;SQL;TypeScript
HTML/CSS;PHP;SQL;TypeScript
NA rscript
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
Yes
Cloudflare;Composer;Docker;Homebrew;IBM Cloud;npm;Pip;pnpm;Vite
null
null
NA NA
Yes
Laravel;NestJS;Next.js;Node.js;React;WordPress
Laravel;NestJS;Next.js;Node.js;WordPress
Laravel;NestJS;Next.js;Node.js;WordPress
NA NA
Yes
Cursor;PhpStorm;VSCodium;WebStorm;Windsurf;Xcode
Cursor;PhpStorm;VSCodium
Cursor;PhpStorm;VSCodium
NA NA
null
null
null
null
null
MacOS
MacOS
Jira;Notion;Redmine
Jira;Notion;Redmine
Jira;Notion;Redmine
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
LinkedIn
LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
null
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
AI solutions that are almost right, but not quite;Other (write in):
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
MCP servers
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
30,000
8
6,351
6,352
I used to be a developer by profession, but no longer am
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Other (please specify):
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing Restrictive license
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
5
Germany
EUR European Euro
0
Yes
Assembly;Bash/Shell (all shells);C;C++;Dart;HTML/CSS;JavaScript;Kotlin;Perl;Python;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Dart;Perl;Python
Assembly;Bash/Shell (all shells);C;C++;Dart;Perl;Python
NA NA
Yes
Dynamodb;SQLite
Dynamodb;SQLite
Dynamodb;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;npm;Pacman;Webpack
Amazon Web Services (AWS);Ansible;Docker
Amazon Web Services (AWS);Ansible
NA NA
No
null
null
null
NA NA
Yes
Vim
Vim
Vim
NA NA
c++23
c++23
c++23
null
null
Arch
null
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):;It’s hard to understand how or why the code works
No, and I hope it never will.
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.
Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;Other (please specify):;I don’t think I’ll need help from people anymore
If AI can code entirely on its own, none at all. The job does not exist anymore.
null
null
6,352
6,353
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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)
10
Developer, full-stack
500 to 999 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Prohibitive pricing NA
Other:
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
6
United States of America
USD United States dollar
170,000
Yes
Go;HTML/CSS;JavaScript;SQL;TypeScript;Gleam
Rust;SQL;TypeScript;Gleam
SQL;TypeScript;Gleam
NA NA
Yes
Cloud Firestore;Databricks SQL;PostgreSQL
SQLite;Pocketbase
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Make;pnpm;Railway;Vercel;Vite
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Railway;Terraform;Vercel
Amazon Web Services (AWS);Cloudflare;Docker;Railway;Vercel
NA fly.io
Yes
Astro;React;Svelte
Next.js;Svelte;Axum
Svelte
Solidjs, solidstart Dioxus
Yes
Visual Studio Code
Neovim;Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model;Shadcn/ui
Tailwind CSS 4;Large Language Model
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
MacOS
Confluence;GitHub;Jira;Markdown File;Miro
Linear;Markdown File;Notion;Obsidian
Markdown File
NA NA
Discord;GitHub (public projects, not private repos);Bluesky;X;LinkedIn
Discord;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Discord;GitHub (public projects, not private repos);LinkedIn
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Generating content or synthetic data
Learning about a codebase;Committing and reviewing code
Project planning;Documenting code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Predictive analytics;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite
Yes
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Debugging
170,000
8
6,353
6,354
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
18
Engineering manager
5,000 to 9,999 employees
People manager
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
5
United States of America
USD United States dollar
180,000
Yes
HTML/CSS;Java;JavaScript;Python;TypeScript
HTML/CSS;Python;TypeScript
HTML/CSS;Python;TypeScript
NA NA
Yes
Dynamodb;Redis
Dynamodb
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;New Relic;npm;Vite;Webpack
Amazon Web Services (AWS);Docker;Homebrew;New Relic;npm;Vite
Amazon Web Services (AWS);Docker;Homebrew;New Relic;npm;Vite
NA NA
Yes
Express;Node.js;React
Node.js
Node.js
NA NA
Yes
Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
null
null
MacOS;iOS
MacOS;iOS
Confluence;Jira;Miro;Obsidian
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;Hacker News
Stack Overflow;Hacker News
Stack Overflow;Hacker News
NA NA
Yes
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code
Creating or maintaining documentation
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Learning about a codebase;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
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.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need quick help troubleshooting
Understanding team and inter-team dynamics. Prioritization. Understanding connections between different parts of a system. Sense of beauty.
180,000
8
6,354
6,355
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;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);Other online resources (e.g. standard search, forum, online community)
22
Developer, full-stack
100 to 499 employees
null
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry voluntarily
5
3
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;Kotlin;Python;Ruby;SQL;TypeScript
Bash/Shell (all shells);Dart;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);Dart;Kotlin;Python;SQL;TypeScript
NA NA
Yes
H2;PostgreSQL;SQLite
H2;PostgreSQL;SQLite
H2;PostgreSQL;SQLite
NA NA
Yes
Docker;Gradle;Make;Maven (build tool);npm;Poetry;Vite;Yarn
Docker;Gradle;npm;Poetry;Vite;Yarn
Docker;Gradle;npm;Poetry;Vite;Yarn
NA NA
Yes
Angular;AngularJS;Express;FastAPI;Node.js;React;Ruby on Rails;Vue.js
FastAPI;Vue.js
FastAPI;Vue.js
Ktor Ktor
Yes
Android Studio;IntelliJ IDEA;Nano;Notepad++;PyCharm;RustRover;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;Nano;Notepad++;PyCharm;WebStorm
Android Studio;IntelliJ IDEA;Nano;Notepad++;PyCharm;WebStorm
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;Ollama
Tailwind CSS 4;Large Language Model;Pydantic;Ollama
Tailwind CSS 4;Large Language Model;Pydantic;Ollama
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Ubuntu
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
No
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
Testing code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
It depends on the exact definition of vibe coding. We only accept AI code that's fully understood, so it is possible to properly maintain it in the long run.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have 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 helped me automate repetitive tasks.
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
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.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
Ollama
null
null
null
ChatGPT;GitHub Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
null
null
9
6,355
6,356
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 as required for my job or to benefit my career
null
11
Student
null
null
null
null
Personal Project
Other (please specify): Lack of AI
Other (please specify): AI
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Poland
PLN Polish zloty
0
Yes
C;C++;HTML/CSS;JavaScript;Python;Rust;SQL
HTML/CSS;Kotlin;Rust;TypeScript
HTML/CSS;Rust
NA NA
Yes
SQLite
PostgreSQL
null
NA TimescaleDB
Yes
APT;Cargo;Docker;Google Cloud;Pip;Vercel;Vite;Yarn
Cargo;Docker;Vite;Yarn
Cargo;Docker;Vite;Yarn
Vultr NA
No
null
null
null
NA NA
Yes
Android Studio;Nano;Visual Studio Code
Nano;VSCodium
Nano
NA NA
c++23
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian
Windows;Ubuntu
GitHub;Markdown File;Notion;Obsidian
Markdown File
Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Fediverse Fediverse
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
null
6,356
6,357
I code primarily as a hobby
Prefer not to say
Primary/elementary school
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media
No, I didn't spend time learning in the past year
null
5
Student
null
null
null
null
Personal Project
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Finland
EUR European Euro
0
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;Java;JavaScript;Lua;Python;Scala;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Lua;PHP;Python;Ruby;Scala;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Lua;Python;Scala;SQL;TypeScript
Unity Unity
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Flask;Node.js;React;Spring Boot
Django;Flask;jQuery;Node.js;React;Ruby on Rails;Spring Boot
Flask;Node.js;React;Spring Boot
Traditional JavaScript Traditional JavaScript
No
null
null
null
NA NA
c++23
null
null
null
null
MacOS
null
GitHub;Trello
GitHub;Trello
GitHub;Trello
Github projects Github projects
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Other (write in): find answers to my problems but not post/upvote anything
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
I don't use AI
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 security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something
Thinking myself
null
null
6,357
6,358
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
7
Developer, back-end
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have strongly considered changing my career and/or the industry I work in
50
10
India
INR Indian rupee
3,000,000
Yes
Bash/Shell (all shells);C#;Python;SQL
Bash/Shell (all shells);C#;C++;F#;HTML/CSS;JavaScript;Lua;Python;Rust
Bash/Shell (all shells);C#;Python
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;PostgreSQL;Redis;Valkey
Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Chocolatey;Docker;MSBuild;NuGet;Pip
Amazon Web Services (AWS);APT;Cargo;Digital Ocean;Docker;Kubernetes;Make;MSBuild;New Relic;npm;NuGet;Pip;Prometheus;Supabase
Amazon Web Services (AWS);APT;Cargo;Docker;MSBuild;NuGet;Pip
NA NA
Yes
ASP.NET Core
Angular;ASP.NET Core;React;Axum
ASP.NET Core
NA NA
Yes
Nano;Rider;Windsurf
Neovim;Rider;WebStorm;Windsurf;Zed
Rider;Windsurf
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model;Google Gemini;uv
.NET 8 or higher;Large Language Model
null
null
Windows;iOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS
GitHub;Markdown File
GitHub;Jira;Markdown File;Notion
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 3 and 5 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;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Search for answers
Deployment and monitoring
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Documenting code;Generating content or synthetic data;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I 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 quick help troubleshooting
Ability to break down problems and analogic thinking
34,872
7
6,358
6,359
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
31
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
40
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Security or privacy concerns NA
Higher Education
Autonomy and trust to manage your own tasks NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
6
3
United States of America
USD United States dollar
80,000
Yes
Bash/Shell (all shells);HTML/CSS;Kotlin;SQL
Bash/Shell (all shells);HTML/CSS;Kotlin;SQL
Bash/Shell (all shells);HTML/CSS;Kotlin;SQL
NA NA
Yes
H2;PostgreSQL
H2;Oracle;PostgreSQL
H2;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Make;Podman
Amazon Web Services (AWS);Docker;Gradle;Make;Podman
Amazon Web Services (AWS);Docker;Gradle;Make;Podman
NA NA
Yes
React
React
React
NA NA
Yes
IntelliJ IDEA;Sublime Text
IntelliJ IDEA;Sublime Text
IntelliJ IDEA;Sublime Text
Juni Juni
Google Gemini
Google Gemini
Google Gemini
null
null
Ubuntu;Pop!_OS
MacOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Predictive analytics;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I'm just starting to use Junie for this after working with Gemini a bit. I would say it's vibe coding on the smallest meaningful scale. Plan to expand.
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.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
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
We're somewhere near a messy middle where AI is good enough for spot work in a project but we'll still need project architects. We'll need humans in the loop until we're confident we don't need them at all.
80,000
null
6,359
6,360
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
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);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other (please specify):
4
Developer, front-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
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
3
2
Kenya
KES Kenyan shilling
800,000
Yes
HTML/CSS;JavaScript;PHP;TypeScript
HTML/CSS;JavaScript;PHP;TypeScript
HTML/CSS;JavaScript;PHP;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Digital Ocean;Homebrew;npm;pnpm;Vite;Webpack
Cloudflare;Digital Ocean;Docker;Homebrew;npm;pnpm;Vite
Digital Ocean;Homebrew;npm;pnpm;Vite
NA NA
Yes
Astro;Fastify;Node.js;React;WordPress
Astro;Fastify;Node.js;React;WordPress
Astro;Fastify;Node.js;React;WordPress
NA NA
Yes
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
Tailwind CSS 4;hostinger
Tailwind CSS 4;hostinger
Tailwind CSS 4;hostinger
null
null
MacOS
MacOS
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Reddit;X;YouTube
Stack Overflow;Reddit;X;YouTube
Stack Overflow;Reddit;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
Testing code;Predictive analytics;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
No, I think vibe coding harms more in the long run. The best way to use LLM in my opinion is to be able to delve deeper into the code and understand frameworks completely
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Developers will need to get better at marketing themselves, and improve social, human skills
6,192
6
6,360
6,361
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.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Applied scientist
1,000 to 4,999 employees
People manager
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
Lack of or sub-par API NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
20
10
France
EUR European Euro
47,000
Yes
Bash/Shell (all shells);C;C#;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;Python;Rust;Swift
Ada;Bash/Shell (all shells);C;C++;Dart;Go;JavaScript;Kotlin;MATLAB;Python;Rust
Bash/Shell (all shells);C;Dart;Go;JavaScript;Kotlin;MATLAB;Python;Rust
NA NA
Yes
Elasticsearch;InfluxDB;MongoDB;PostgreSQL
Cassandra;Dynamodb;Elasticsearch;InfluxDB;MongoDB;Neo4J;Redis
Elasticsearch;InfluxDB;MongoDB
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Digital Ocean;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;NuGet;Pip;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Digital Ocean;Docker;Homebrew;Kubernetes;Make;npm;NuGet;Pip;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Digital Ocean;Docker;Homebrew;Kubernetes;npm;NuGet;Pip;Podman;Prometheus;Terraform
NA NA
Yes
ASP.NET Core;Node.js;React;Spring Boot
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;Vim;Visual Studio Code;Xcode
Eclipse;Jupyter Notebook/JupyterLab;Nano;Neovim;Visual Studio Code;Xcode
Eclipse;Jupyter Notebook/JupyterLab;Nano;Neovim;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
Windows;MacOS;Android;iOS
Windows;Ubuntu;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Markdown File
Confluence;GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube
NA NA
No
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
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Debugging or fixing code;Search for answers
Project planning;Testing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Writing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming
no
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
54,527
null
6,361
6,362
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);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
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Books / Physical media;School (i.e., University, College, etc)
8
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
School
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
20
10
Romania
RON Romanian leu
305,400
Yes
Assembly;C++;Python
Assembly;C++;Python;Rust
Assembly;C++;Python
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
Large Language Model;Pydantic;RAG;Google Gemini
Large Language Model;Pydantic;RAG;Google Gemini;uv
Large Language Model;Pydantic;RAG;Google Gemini
null
null
Windows;Ubuntu;Android
MacOS
GitHub;GitLab;Google Colab;Google Workspace
GitHub;GitLab;Google Colab;Google Workspace
GitHub;GitLab;Google Colab;Google Workspace
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly distrust
Bad at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Generating content or synthetic data
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I always have a more direct input.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Critical thinking, project planning, system design, deep knowledge of computer systems.
70,165
10
6,362
6,363
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;Coding Bootcamp
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Developer, game or graphics
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
School
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
null
Yes
I have transitioned into a new career and/or industry voluntarily
5
22
Turkey
TRY Turkish lira
50,000
Yes
Bash/Shell (all shells);C;C#;HTML/CSS;Lua;Python;Visual Basic (.Net)
Bash/Shell (all shells);C;C#;HTML/CSS;Java;Lua;SQL;TypeScript;Visual Basic (.Net)
Bash/Shell (all shells);C;C#;HTML/CSS;Lua;Visual Basic (.Net)
Haxe, DİscordJs Haxe, DİscordJs
Yes
Microsoft Access;MySQL;SQLite
Microsoft Access;MySQL;SQLite
Microsoft Access;MySQL;SQLite
NA NA
Yes
APT;Google Cloud;Heroku;Make;MSBuild;npm;NuGet
APT;Google Cloud;Heroku;Make;MSBuild;npm;NuGet
APT;Google Cloud;Heroku;Make;MSBuild;npm;NuGet
NA NA
Yes
Node.js;React;Vue.js
Node.js;React;Vue.js
Node.js;React;Vue.js
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android;Debian;Linux (non-WSL);Arch
Windows;Android;Debian;Linux (non-WSL);Arch
GitHub;GitLab;Markdown File;Trello;Wikis
GitHub;GitLab;Markdown File;Trello;Wikis
GitHub;GitLab;Markdown File;Trello;Wikis
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Project planning;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
Learning about a codebase;Documenting code;Committing and reviewing code;Predictive analytics;Search for answers
null
I don’t use AI tools regularly
No, absolutely not.
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to compare different solutions
Absolutely not.
1,262
null
6,363
6,364
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
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);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
9
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
10
null
United States of America
USD United States dollar
170,000
Yes
C;C++;Go;Java;JavaScript;Lisp;Lua;Python;SQL;TypeScript
C;Lisp;Lua;Python;TypeScript
C;Lisp;Lua;Python;TypeScript
NA NA
Yes
BigQuery;Cloud Firestore;Databricks SQL;MongoDB;PostgreSQL;Snowflake
BigQuery;PostgreSQL
BigQuery;PostgreSQL
NA NA
Yes
Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;npm;Pacman;Pip;pnpm;Prometheus;Vite;Webpack;Yarn
Datadog;Docker;Google Cloud;Kubernetes;npm;Pacman;Pip;Prometheus
Datadog;Docker;Google Cloud;Kubernetes;npm;Pacman;Pip;Prometheus
NA NA
Yes
Express;NestJS;Node.js;React
Django;FastAPI;Flask;NestJS;Node.js;React
NestJS;Node.js;React
NA NA
Yes
Cursor
null
null
NA NA
null
null
null
null
null
Ubuntu;Arch
MacOS
GitHub;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Notion
GitHub;Lucid (includes Lucidchart);Markdown File
GitHub;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet
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
null
Answer a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Debugging or fixing 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;It’s hard to understand how or why the code works
Fuck no
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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 quick help troubleshooting
null
170,000
1
6,364
6,365
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)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
15
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
null
null
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
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;Python;SQL
PHP;SQL
PHP;SQL
NA NA
Yes
MariaDB;MySQL;PostgreSQL
MySQL
MySQL
NA NA
Yes
Gradle;Make;npm;Pip
null
null
NA NA
Yes
jQuery;React;Spring Boot
jQuery
jQuery
NA NA
Yes
IntelliJ IDEA;Nano;Vim;Visual Studio;Visual Studio Code
Vim;Visual Studio;Visual Studio Code
Vim;Visual Studio;Visual Studio Code
NA NA
RAG
null
null
null
null
Windows;Android
MacOS;iOS;Linux (non-WSL);Red Hat
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Company-sponsored forums
NA NA
Yes
Cohere: Command A;openAI GPT (chatbot models)
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Committing and reviewing code
null
Generating content or synthetic data
Project planning;Writing code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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 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
Python
null
7
6,365
6,366
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
30
Developer, back-end
500 to 999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
4
United States of America
USD United States dollar
180,000
Yes
Go;HTML/CSS;JavaScript;Python;SQL
Go;HTML/CSS;JavaScript;SQL
Go;HTML/CSS;JavaScript;SQL
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Cloudflare;Docker;Kubernetes
Cloudflare;Docker;Kubernetes;Prometheus;Terraform
Cloudflare;Docker;Kubernetes
Orbstack Orbstack
Yes
React
React
React
NA NA
Yes
PyCharm;WebStorm
PyCharm;WebStorm
PyCharm;WebStorm
GoLand GoLand
Ollama
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;LinkedIn
Stack Exchange;Hacker News;GitHub (public projects, not private repos);Bluesky
Stack Exchange;Hacker News;GitHub (public projects, not private repos);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Other (write in):
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 weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I've heard of the term. It's not at all part of my professional or personal development work.
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.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;Other (please specify):
Communication skills (with other humans), marketing, troubleshooting, network administration, and software development
180,000
9
6,366
6,367
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
33
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
40
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
Other (please specify): Creating things
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Elixir;HTML/CSS;SQL
Elixir;HTML/CSS;SQL
Elixir;HTML/CSS;SQL
NA NA
Yes
PostgreSQL
PostgreSQL;SQLite
PostgreSQL
NA NA
Yes
null
null
null
Hex, BEAM Hex, BEAM
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Zed
Zed
Zed
Nova NA
null
null
null
null
null
MacOS;iOS
MacOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
null
null
null
Zed NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Search for answers;Generating content or synthetic data;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
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
Other (please specify):
Understanding what to build, how to build it, and how to maintain it will always be valuable. The rest has always been, and will always be, mere implementation details.
null
10
6,367
6,368
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
36
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
44
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Other:
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
8
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
88,000
Yes
C#;C++
C++
C++
NA 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
Keil uVision NA
null
null
null
null
null
Windows;ChromeOS
Windows;MacOS;Windows Subsystem for Linux (WSL)
Doxygen;Jira;Markdown File
Doxygen;Jira;Markdown File
Doxygen;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;LinkedIn;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Daily or almost daily
Long-form articles;Coding challenges;Logic games/puzzles
Answer a question NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
119,805
6
6,368
6,369
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)
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);School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
3
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Customizable and manageable codebase NA
Security or privacy concerns NA
Software Development
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
3
null
Bangladesh
BDT Bangladeshi taka
null
Yes
C++;HTML/CSS;JavaScript;PHP;Python;SQL
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;PHP;Python;SQL
NA NA
Yes
MongoDB;MySQL
MongoDB;MySQL
MongoDB;MySQL
NA NA
No
null
null
null
NA NA
Yes
Laravel;Node.js;React;Vue.js
Laravel;Node.js;React;Vue.js
Laravel;Node.js;React;Vue.js
NA NA
Yes
Notepad++;Visual Studio Code;Windsurf
Cursor;Lovable.dev;Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
NA NA
c++23;Tailwind CSS 4;Google Gemini
.NET 8 or higher;c++23;Tailwind CSS 4;hostinger;Google Gemini;Shadcn/ui
c++23;Tailwind CSS 4;Google Gemini
null
null
Windows;Android
Windows;Android
GitHub;Notion;Obsidian;Trello
GitHub;Notion;Obsidian;Trello
GitHub;Notion;Obsidian;Trello
NA NA
Discord;YouTube;LinkedIn
Stack Overflow;Discord;YouTube;LinkedIn
Discord;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
NA NA
Yes
Infrequently, less than once per year
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
null
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Testing code;Deployment and monitoring;Predictive analytics
null
Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
6
6,369
6,370
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
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
9
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Robust and complete API NA
Poor usability NA
Other:
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
4
4
Saudi Arabia
SAR Saudi Arabian riyal
66,000
Yes
HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
HTML/CSS;JavaScript;Lua;PHP;PowerShell;Python;SQL;TypeScript
HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
NA NA
Yes
MySQL;Oracle;Redis;SQLite
MySQL;Redis;SQLite
MySQL;Redis;SQLite
NA NA
Yes
Ansible;Cloudflare;Composer;Docker;Microsoft Azure;npm;Vercel;Vite;Webpack
Ansible;Cloudflare;Composer;Docker;npm;Vite
Ansible;Cloudflare;Composer;Docker;npm;Vite
NA NA
Yes
Angular;AngularJS;Laravel;Next.js;Node.js;React;WordPress
Laravel;Next.js;Node.js;React
Laravel;Next.js;Node.js;React
NA NA
Yes
Cursor;Notepad++;Vim;Visual Studio Code
Cursor
Cursor
NA NA
Tailwind CSS 4;Odoo;Shadcn/ui
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
Azure Devops;GitHub;Obsidian;Trello
GitHub;Obsidian;Trello
GitHub;Obsidian;Trello
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
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
somewhat
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
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
The ability to look at the full picture of a project and to instruct and direct AI to the right direction
17,594
null
6,370
6,371
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Support engineer or analyst
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
null
No
I have transitioned into a new career and/or industry voluntarily
5
2
Sweden
SEK Swedish krona
20,000
Yes
C#
C#
C#
NA NA
No
null
null
null
NA NA
Yes
Cargo;Chocolatey;MSBuild;NuGet
Cargo;Chocolatey;MSBuild;NuGet
Cargo;Chocolatey;MSBuild;NuGet
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android;Linux (non-WSL)
Windows
Confluence;GitHub;Jira;Obsidian
GitLab;Obsidian;Trello;Wikis
Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
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);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Message Boards
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
Nope
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
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.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
null
2,096
null
6,371
6,372
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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 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);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Games or coding challenges;School (i.e., University, College, etc)
3
Developer, full-stack
null
null
null
null
Personal Project
Good brand and public image NA
Outdated or obsolete technology or features NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
1
5
Myanmar
MMK Myanmar kyat
null
Yes
HTML/CSS;JavaScript;PHP;SQL
C;Go;HTML/CSS;JavaScript;PHP;Rust;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MySQL;SQLite
Firebase Realtime Database;MySQL;PostgreSQL;SQLite;Supabase
MySQL;SQLite
NA NA
Yes
Composer;Firebase;Netlify;npm;Vercel;Vite
Composer;Firebase;Google Cloud;Netlify;npm;Supabase;Vercel;Vite
Composer;Firebase;Netlify;npm;Vercel;Vite
NA NA
Yes
Laravel;Next.js;Nuxt.js;Vue.js;WordPress
ASP.NET;Express;Laravel;Next.js;Node.js;Nuxt.js;React;Vue.js
Laravel;Next.js;Nuxt.js;Vue.js
NA NA
Yes
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
Windows;Android
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Company-sponsored forums
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;Company-sponsored forums
wix-studio-forum NA
Yes
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per week
Less than one year
A few times per month or weekly
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring
Project planning;Predictive analytics
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
vibe coding is not work and great for personal development, we can become stupid by always relying on AI which can lead us brain dead for problem solving. But we should learn , practice and ask with AI to have better growth and increase our coding skills
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 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 accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
Llama Index
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
debugging, critical thinking and collaboration
null
null
6,372
6,373
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Not employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
15
Developer, embedded applications or devices
null
null
null
null
Work
Easy-to-use API NA
Prohibitive pricing NA
null
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
10
10
Turkey
TRY Turkish lira
480,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Rust;SQL
Assembly;Bash/Shell (all shells);C;C++;Rust;SQL
Assembly;Bash/Shell (all shells);C;C++;Rust;SQL
NA NA
Yes
SQLite
Valkey
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Microsoft Azure
null
null
NA NA
No
null
null
null
NA NA
null
Nano;RustRover;Vim;Visual Studio Code;VSCodium
Nano;RustRover;Vim;Visual Studio Code;VSCodium
Nano;RustRover;Vim;Visual Studio Code;VSCodium
NA NA
c++23
c++23
c++23
null
null
Arch
Linux (non-WSL);Arch;Red Hat;Fedora
Jira;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;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
Other (write in):
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no what
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
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
being human
12,119
7
6,373
6,374
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
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
10
Academic researcher
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
2
5
South Korea
KRW South Korean won
null
Yes
C++;Python;R
C;C++;Python;R
C++;Python;R
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Homebrew;Pip
Google Cloud;Homebrew;Pip;Poetry
Homebrew;Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Sublime Text;Vim;Visual Studio Code
Claude Code;Sublime Text;Vim;Visual Studio Code;Zed
Sublime Text;Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;iOS;iPadOS
MacOS;Ubuntu;iPadOS
Doxygen;GitHub;Google Workspace;Markdown File;Notion
Doxygen;GitHub;Google Workspace;Markdown File;Notion
Doxygen;GitHub;Google Workspace;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos;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, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Debugging or fixing code
Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Testing code
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
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
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
null
null
null
6,374
6,375
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
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);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
3
Data scientist
20 to 99 employees
null
null
No
Work
Reliability and low latency NA
Poor usability NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
3
3
India
INR Indian rupee
null
null
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
null
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Decision intelligence;IT operations;Data and analytics;Customer service support;Robotics
Language processing;Vector databases for AI applications;Personalized agent creation
null
null
null
null
null
null
null
null
null
null
Neo4j;ChromaDB;Pinecone
null
CrewAI;LangChain;LangGraph
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
When I’m stuck and can’t explain the problem
null
null
6
6,375
6,376
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
28
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
36
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I 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
Ethical concerns NA
Higher Education
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
8
4
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Fortran;HTML/CSS;JavaScript;Perl;R;SQL
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;Perl;R;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;Perl;R;SQL
NA NA
Yes
Microsoft SQL Server
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);npm;NuGet;Pip;Webpack
Amazon Web Services (AWS);Docker;npm;NuGet
Amazon Web Services (AWS);npm;NuGet
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery
ASP.NET;ASP.NET Core;Blazor;jQuery;Next.js;React
ASP.NET;ASP.NET Core;Blazor;jQuery
NA NA
Yes
Nano;Notepad++;Vim;Visual Studio;Visual Studio Code
Notepad++;Vim;Visual Studio;Visual Studio Code
Notepad++;Vim;Visual Studio;Visual Studio Code
SciTe SciTe
null
null
null
null
null
Ubuntu
Windows
Asana;Confluence;GitHub;Markdown File
Asana;GitHub;Markdown File
Asana;GitHub;Markdown File
AsciiDoctor AsciiDoctor
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once per month or monthly
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Project planning;Writing code;Testing code;Predictive analytics;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;I haven’t encountered any problems
If I am going to use AI to help me write software, this is probably the optimal way to do it. I do not expect perfect code from a few sentences description of what a program should do. It would be nice if it was close, though.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Other Industry purpose (write in):
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.
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
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
We will have to increase our distrust. AI makes up things and will make completely erroneous statements with total confidence.
null
8
6,376
6,377
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
DevOps engineer or professional
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
3
5
Spain
EUR European Euro
33,552
Yes
Bash/Shell (all shells);JavaScript;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Cassandra;MariaDB;MongoDB;MySQL;Neo4J;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
NestJS;React
null
null
NA NA
Yes
Neovim
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
GitHub;GitLab
GitLab
GitLab
NA NA
null
null
null
NA NA
Yes
openAI Reasoning models
openAI Reasoning models
openAI Reasoning models
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Direct messaging of users;Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code
Learning about a codebase;Project planning;Predictive analytics;Learning new concepts or technologies
null
Committing and reviewing code
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
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.
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.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;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
Understanding code
38,925
7
6,377
6,378
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other (please specify):
21
Developer, back-end
1,000 to 4,999 employees
Individual contributor
null
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
7
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Go;Ruby;TypeScript
Ruby
Ruby
NA NA
Yes
MySQL
null
null
NA NA
Yes
Homebrew;Splunk
Splunk
Splunk
RubyGems RubyGems
Yes
React;Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
MacOS
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Committing and reviewing code
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Other (write in):
no!
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
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.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Understanding customer requirements and how they relate to what should be built. Writing software that accurately reflects the problem domain of a project.
null
6
6,378
6,379
I used to be a developer by profession, but no longer am
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
22
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
No
I have transitioned into a new career and/or industry involuntarily
10
5
United States of America
USD United States dollar
60,000
Yes
C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;Kotlin;PHP;PowerShell;Python;SQL
C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Microsoft SQL Server;PostgreSQL;Redis
Microsoft SQL Server;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Yarn
Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Terraform
Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;Microsoft Azure;npm;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery;Laravel;Vue.js
ASP.NET Core;Laravel;Vue.js
ASP.NET Core;Laravel;Vue.js
NA NA
Yes
Visual Studio;Visual Studio Code
Android Studio;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model;RAG;Microsoft Fabric
.NET 8 or higher;Large Language Model
null
null
Windows;Android;ChromeOS
Windows;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;GitHub;Markdown File;Microsoft Planner;Notion
GitHub;Google Workspace;Markdown File;Notion;Trello
GitHub;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;LinkedIn
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;LinkedIn
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating 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
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Message Boards;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data
null
Learning about a codebase;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Creating or maintaining documentation
Search for answers
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No. The models still don't produce holistic solutions to the described problem. The overarching result is fine, but the details routinely fail.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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
Problem solving.
60,000
null
6,379
6,380
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
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
30
Developer, full-stack
Less than 20 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Fintech
Control over the level of quality in projects NA
Yes
I have neither consider or transitioned into a new career or industry
15
10
United States of America
USD United States dollar
230,000
Yes
Dart;Elixir;HTML/CSS;JavaScript;Python;SQL;TypeScript
Dart;Elixir;HTML/CSS;JavaScript
Dart;Elixir;HTML/CSS;JavaScript
NA NA
Yes
BigQuery;PostgreSQL;Redis;Clickhouse
Cassandra;PostgreSQL;Clickhouse;Valkey
PostgreSQL;Clickhouse
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Homebrew;New Relic;npm;Pip;pnpm;Podman;Poetry;Prometheus
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Homebrew;Microsoft Azure;npm;Pip;pnpm;Podman;Poetry;Prometheus
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Homebrew;npm;Pip;pnpm;Podman;Poetry;Prometheus
NA NA
Yes
Astro;Django;FastAPI;Next.js;Phoenix;React
Astro;Deno;Django;FastAPI;Next.js;Phoenix;React;Ruby on Rails;Svelte
Astro;Django;FastAPI;Next.js;Phoenix;React
NA NA
Yes
Android Studio;Cline and/or Roo;Cursor;IntelliJ IDEA;PyCharm;Visual Studio Code;Xcode
Android Studio;Claude Code;Cursor;Lovable.dev;Neovim;Visual Studio Code;Zed
Android Studio;Cursor;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
Tailwind CSS 4;Large Language Model;Amazon Bedrock;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
null
null
MacOS;Ubuntu;iOS;Linux (non-WSL);Arch
Ubuntu;Android;iOS;Linux (non-WSL)
GitHub;GitLab;Google Workspace;Jira;Markdown File;Trello;Wikis
GitHub;GitLab;Google Workspace;Jira;Linear;Markdown File;Trello;Wikis
GitHub;GitLab;Google Workspace;Jira;Markdown File;Trello;Wikis
NA NA
Discord;Reddit;Hacker News;Slack (public channels, not work);Bluesky;X;LinkedIn;Medium
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;LinkedIn;Medium
Discord;Reddit;Hacker News;Slack (public channels, not work);Bluesky;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Not sure/can't remember
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Comment on Q&A posts NA
No, not really
Rarely, almost never
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;Testing code;Committing and reviewing code;Learning new concepts or technologies
null
Project planning;Deployment and monitoring
Predictive analytics
Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
For side projects yes. For work partially.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
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.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
supabase;pgvector;Weaviate;Pinecone
null
Vertex AI;Llama Index;OpenRouter;LangChain;LangGraph
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Roo code (Roo-Cline)
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
230,000
9
6,380
6,381
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (part-time)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges;Coding Bootcamp;Books / Physical media;School (i.e., University, College, etc)
10
Data or business analyst
20 to 99 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
Costs are manageable NA
Prohibitive pricing NA
Manufacturing
null
Yes
I have strongly considered changing my career and/or the industry I work in
5
10
Sri Lanka
USD United States dollar
18,000
Yes
Python;R
Python;R
Python;R
NA NA
Yes
BigQuery;Cloud Firestore;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Snowflake;Amazon Redshift
BigQuery;Microsoft Access;Microsoft SQL Server;PostgreSQL;Snowflake
BigQuery;Microsoft Access;Microsoft SQL Server;PostgreSQL;Snowflake
NA NA
Yes
Chocolatey;Docker;Google Cloud;IBM Cloud;Kubernetes;Microsoft Azure;Pip
Google Cloud;Kubernetes;Microsoft Azure;Pip
Google Cloud;Kubernetes;Microsoft Azure;Pip
NA NA
Yes
Django;Drupal;jQuery;React;WordPress
React
React
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Visual Studio Code
Android Studio;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
Android Studio;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
NA NA
Large Language Model;Google Gemini;Ollama
Google Gemini;Ollama
Google Gemini;Ollama
null
null
Windows;Android;ChromeOS;Pop!_OS
Windows;MacOS;Ubuntu;Android;iOS;ChromeOS
Airtable;Asana;Clickup;Coda;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Monday.com;Notion;Obsidian;Stack Overflow for Teams;Trello;Wikis
Airtable;Asana;Coda;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Notion;Stack Overflow for Teams;Trello
Airtable;Asana;Coda;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Notion;Stack Overflow for Teams;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Multiple times per day
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
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;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes. Prompt engineering is a skill, and to be able to type a prompt get and understand a result is one that can be honed to produce the desired results over time with increased accuracy - also knowing what potions to take and what to refine furthur
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
LanceDB;Neo4j
null
Vertex AI;AutoGen (Microsoft);IBM watsonx.ai;Llama Index;Zapier
null
Honeycomb;Vectra AI
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;AgentGPT;Auto-GPT;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Critical thinking; being creative with solving problems; understanding humans and their needs
18,000
null
6,381
6,382
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
7
Developer, mobile
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
Reputation for quality NA
Security or privacy concerns NA
Healthcare
Working with new technologies and tools NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
Canada
CAD Canadian dollar
98,000
Yes
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);C;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
NA NA
null
SQLite
Cloud Firestore;Firebase Realtime Database;MongoDB;MySQL;Redis;SQLite
SQLite
NA NA
null
Pip;pnpm;Yarn
Amazon Web Services (AWS);Firebase;Pip;pnpm;Yarn
Pip;pnpm;Yarn
NA NA
Yes
React
React
React
NA NA
Yes
Android Studio;Neovim;Xcode
Android Studio;Neovim
Android Studio;Neovim
NA NA
Pydantic;Ollama;LangGraph
Pydantic
Pydantic
null
null
Windows;iOS;iPadOS;Fedora
MacOS;iOS;Fedora
GitHub;Notion;Obsidian
GitHub;Notion;Obsidian
GitHub;Notion;Obsidian
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Bookmark posts to look at later NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Designing lasting program architectures, maintaining the code base, implementing new features on an existing codebase
71,499
6
6,382
6,383
I code primarily as a hobby
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
13
Student
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Sweden
SEK Swedish krona
0
Yes
Bash/Shell (all shells);C#;GDScript;HTML/CSS;JavaScript;Rust;TypeScript
GDScript;HTML/CSS;Lisp;Rust;Gleam
GDScript;HTML/CSS;Rust
NA Scheme
Yes
null
null
null
NA NA
Yes
Cargo;Cloudflare;Docker;Kubernetes;npm;pnpm
Ansible;Cargo;Cloudflare;Docker;Google Cloud;Kubernetes;Prometheus
Cargo;Cloudflare;Docker;Kubernetes
Nix Nix
Yes
Astro;Svelte;Axum
Svelte;Axum
Svelte;Axum
Zola Zola
No
null
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);NixOS
null
GitHub;Markdown File;Obsidian;Wikis
Markdown File;Obsidian;Wikis
Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;Medium
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
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
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Documenting code;Testing code;Generating content or synthetic data
null
null
I don’t use AI tools regularly
I don't do professional work with software, but if I did, I wouldn't say so, no. I don't consider AI to be reliable enough to produce code of a high quality.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Most of them, I imagine. I am not too familiar with AI, and I can't predict the landscape of it's use in the future. But if it continues being trained on source code written by the average developer, it will probably continue to have the same issues that makes me distrust it currently. So, having a good grasp on all skills relevant to the field will likely remain valuable, maybe even more so in the future to correct the code that AI produces.
null
null
6,383
6,384
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
15
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Availability of better alternatives NA
Transportation, or Supply Chain
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
4
4
Brazil
BRL Brazilian real
2,600
Yes
Kotlin;Python
Python
Python
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
APT;Pip
APT;Pip
APT;Pip
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Android;Fedora
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
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
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
no
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
no idea
473
8
6,384
6,385
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);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;Colleague or on-the-job training
11
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
4
3
Germany
EUR European Euro
67,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
GDScript;Go;Zig
null
NA NA
Yes
Dynamodb;Elasticsearch;Microsoft SQL Server;Redis;SQLite
PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;Pip;Vite
Bun;Docker;Terraform
Docker
NA NA
Yes
NestJS;Node.js;Vue.js
Blazor;Deno;NestJS;Svelte;Vue.js
NestJS;Vue.js
NA NA
Yes
Visual Studio Code
WebStorm
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu;iOS
Confluence;GitHub;Jira;Miro
GitHub;GitLab;Obsidian
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;LinkedIn
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
Yes
openAI GPT (chatbot models);Perplexity Sonar models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Logic games/puzzles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Predictive analytics
Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
HCI methods, UX-oriented designs
77,730
7
6,385
6,386
I code primarily as a hobby
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
Volunteering (regularly)
40
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
35
Retired
null
null
null
null
Personal Project
Costs are manageable NA
Security or privacy concerns NA
null
null
null
null
null
5
Australia
AUD Australian dollar
null
Yes
HTML/CSS;JavaScript;PHP;SQL;Visual Basic (.Net)
HTML/CSS;JavaScript;PHP;SQL;Visual Basic (.Net)
HTML/CSS;JavaScript;PHP;SQL;Visual Basic (.Net)
Mathematica Mathematica
Yes
MySQL
MySQL
MySQL
NA NA
Yes
MSBuild
MSBuild
MSBuild
NA NA
Yes
WordPress
WordPress
WordPress
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
GitHub;Wikis
null
null
SVN SVN
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 month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No. Scientific computation cannot employ code modules where results can be incorrect.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;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.;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 want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Planning, modelling and debugging
null
null
6,386
6,387
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Bulgaria
EUR European Euro
90,000
Yes
Bash/Shell (all shells);Go;Java;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);Go;Python;Rust
Bash/Shell (all shells);Go;Python;Rust
NA NA
Yes
BigQuery;Dynamodb;MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;Maven (build tool);Pacman;Pip;Podman;Poetry;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Docker;Google Cloud;Homebrew;Kubernetes;Make;Pacman;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Cargo;Docker;Google Cloud;Homebrew;Kubernetes;Make;Pacman;Podman;Prometheus;Terraform
NA NA
Yes
Flask;React;Spring Boot
null
null
NA NA
No
null
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows;MacOS;Linux (non-WSL);Arch
MacOS
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian
GitLab;Markdown File;Miro;Obsidian
GitLab;Markdown File;Miro;Obsidian
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Documenting code;Predictive analytics;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
No.
No, but I 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.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving
104,413
7
6,387
6,388
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
29
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)
42
Developer, full-stack
100 to 499 employees
null
null
No
Work
null
null
Retail and Consumer Services
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
220,000
Yes
C#;Groovy;HTML/CSS;JavaScript;SQL;TypeScript
C#;Go;Groovy;HTML/CSS;JavaScript;SQL;TypeScript
C#;Groovy;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;Redis;Amazon Redshift;Valkey
Microsoft SQL Server;MySQL;PostgreSQL;Redis;Amazon Redshift;Valkey
Microsoft SQL Server;MySQL;PostgreSQL;Redis;Amazon Redshift;Valkey
NA NA
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor;Rider;Visual Studio Code;WebStorm
Cursor;Rider
Cursor;Rider
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to learn best practices
Communication, domain knowledge, requirement analysis
220,000
10
6,388
6,389
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)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
No, I didn't spend time learning in the past year
null
3
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
57,000
Yes
Groovy;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go;Groovy;HTML/CSS;JavaScript;Python;SQL;TypeScript
Groovy;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;Pacman;Pip;pnpm
Amazon Web Services (AWS);Docker;npm;Pacman;Pip;pnpm
Amazon Web Services (AWS);Docker;npm;Pacman;Pip;pnpm
NA NA
Yes
Express;NestJS;Node.js;React
Django;Express;Flask;NestJS;Node.js;React
Express;NestJS;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu;Arch
Ubuntu;Arch
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Dev.to;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models)
DeepSeek (R- Reasoning models)
DeepSeek (R- Reasoning models)
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Multiple times per day
Videos;Coding challenges
Upvote/Downvote Q&A posts NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Very favorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Generating content or synthetic data
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
Have not tried it yet, but I do not think it will be able to replace the industry of writing and maintaining code all together
No, but I plan to
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
Other (please specify):
Problem-solving, comprehending, team-work, ingenuity
66,128
10
6,389
6,390
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Developer, back-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
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
12
10
Sweden
SEK Swedish krona
450,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Lua;PowerShell;Ruby;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;Elixir;F#;Lua;Ruby;Rust;TypeScript
Bash/Shell (all shells);C#;Lua;Ruby;Rust;TypeScript
Fennel NA
Yes
Cosmos DB;Elasticsearch;Microsoft SQL Server;PostgreSQL
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
NA NA
Yes
Bun;Cargo;Cloudflare;Digital Ocean;Docker;Homebrew;Microsoft Azure;MSBuild;Ninja;npm;NuGet;Pacman;pnpm;Podman;Webpack;Yarn
Cargo;Cloudflare;Docker;Kubernetes;Microsoft Azure;Ninja;Pacman;pnpm;Podman;Terraform
Cargo;Cloudflare;Docker;Microsoft Azure;Ninja;Pacman;pnpm;Podman
Bicep Bicep
Yes
ASP.NET Core;Astro;Blazor;Deno;Vue.js
ASP.NET Core;Astro;Blazor;Phoenix;Ruby on Rails
ASP.NET Core;Astro;Blazor
NA NA
Yes
IntelliJ IDEA;Neovim;Notepad++;Rider;RustRover;Vim;Visual Studio;Visual Studio Code;Zed
IntelliJ IDEA;Neovim;Rider;RustRover;Visual Studio Code
IntelliJ IDEA;Neovim;Rider;RustRover;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4;uv
.NET 8 or higher
null
null
Android;Linux (non-WSL);Arch;NixOS
MacOS;Ubuntu;iOS
Azure Devops;GitHub;Jira;Markdown File;Miro;Wikis
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
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
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Figuring out what clients actually want or need.
47,170
6
6,390
6,391
I am a developer by profession
18-24 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
Stack Overflow or Stack Exchange;Colleague or on-the-job training;Games or coding challenges
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
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
15
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;Rust;SQL;TypeScript
C;Elixir;Kotlin;Lua;Python;Rust;SQL;TypeScript
Lua;Python;Rust;SQL;TypeScript
Cold fusion NA
Yes
Cloud Firestore;Microsoft Access;Microsoft SQL Server;PostgreSQL
Cloud Firestore;PostgreSQL;Redis;SQLite
Cloud Firestore;PostgreSQL
NA NA
Yes
Cargo;Docker;Firebase;Microsoft Azure;MSBuild;npm;Pip
Bun;Cargo;Docker;Firebase;Kubernetes;npm;Pip;Terraform
Cargo;Docker;Firebase;npm;Pip
NA NA
Yes
Astro;jQuery;Nuxt.js;React
Deno;Django;Nuxt.js;React;Svelte;Vue.js;Axum
Nuxt.js;React
NA NA
Yes
IntelliJ IDEA;Neovim;Notepad++;PyCharm;RustRover;Vim;Visual Studio;Visual Studio Code
Neovim;PyCharm;Vim
Neovim;PyCharm;Vim
NA NA
null
null
null
null
null
Debian;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;GitLab;Markdown File;Trello
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Ask a question NA
Neutral
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
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code;Learning new concepts or technologies
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Debugging skills and multi step thinking
null
7
6,391
6,392
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
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Coding Bootcamp
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)
11
Developer, back-end
10,000 or more employees
Individual contributor
In-person
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
10
null
India
INR Indian rupee
1,800,000
Yes
Go;Lua;Python;Rust
Go;Lua;Python;Rust;Swift;Gleam
Go;Lua;Python;Rust
NA NA
Yes
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Pip;Poetry
Cargo;Docker;Homebrew;Poetry
Cargo;Docker;Homebrew;Poetry
NA NA
Yes
Flask
Flask
Flask
Actix Actix
Yes
Neovim;Vim;VSCodium
Neovim;Vim
Neovim;Vim
NA NA
Pydantic
Pydantic
Pydantic
null
null
MacOS;iOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once per month or monthly
null
null
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Testing code;Deployment and monitoring;Predictive analytics
null
null
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;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.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Debugging, System Design
20,923
10
6,392
6,393
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.)
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts;Books / Physical media
27
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Poor usability NA
Healthcare
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
20
10
United States of America
USD United States dollar
null
Yes
JavaScript;Python;SQL;TypeScript
Go
null
NA NA
Yes
PostgreSQL;SQLite;Supabase
null
null
NA NA
Yes
APT;Bun;Cargo;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;npm;Pip;pnpm;Prometheus;Supabase;Terraform;Vite
null
null
NA NA
Yes
Express;jQuery;NestJS;Node.js
null
null
NA NA
Yes
Claude Code;Neovim;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
MacOS
null
GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Obsidian
null
null
NA NA
Hacker News
null
null
NA NA
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;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
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 am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
troubleshooting, critical thinking
null
7
6,393
6,394
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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)
10
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
null
null
null
Energy
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
C#;PowerShell;Python;SQL
C#;Python;SQL
C#;Python;SQL
NA NA
Yes
Microsoft SQL Server;Redis
Microsoft SQL Server;Redis
Microsoft SQL Server;Redis
NA NA
Yes
Microsoft Azure;NuGet
Microsoft Azure;NuGet
Microsoft Azure;NuGet
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows
Azure Devops;GitHub;Google Workspace;Jira;Miro;Notion
Azure Devops;GitHub;Google Workspace;Jira;Miro;Notion
Azure Devops;GitHub;Google Workspace;Jira;Miro;Notion
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning;Writing code;Committing and reviewing code
Debugging or fixing code
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
I’ve become less confident in my own problem-solving
yes
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
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
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
null
10
6,394
6,395
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Not 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);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
7
DevOps engineer or professional
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Netherlands
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;Java;JavaScript;Lua;Python;Rust;SQL;TypeScript;Zig
Bash/Shell (all shells);C;Elixir;Erlang;Go;HTML/CSS;Java;JavaScript;Lua;Python;Rust;SQL;TypeScript;Zig
Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Lua;Python;Rust;SQL;TypeScript;Zig
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite;Valkey
Elasticsearch;MySQL;PostgreSQL;SQLite;Valkey
MySQL;PostgreSQL;SQLite;Valkey
NA NA
Yes
Ansible;Cargo;Gradle;Kubernetes;Make;Maven (build tool);Ninja;npm;Pip;pnpm;Podman;Prometheus
Cargo;Gradle;Kubernetes;Ninja;npm;Pip;pnpm;Prometheus
Cargo;Gradle;Kubernetes;Ninja;npm;Pip;pnpm;Prometheus
pyinfra pyinfra
Yes
Astro;Node.js;Nuxt.js;React;Vue.js;Axum
Astro;Node.js;Nuxt.js;React;Vue.js;Axum
Astro;Node.js;Nuxt.js;React;Vue.js;Axum
Quark Quark
Yes
Android Studio;IntelliJ IDEA;PyCharm;Rider;RustRover;Vim;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;PyCharm;Rider;RustRover;Vim;Visual Studio Code;WebStorm
Android Studio;IntelliJ IDEA;PyCharm;Rider;RustRover;Vim;Visual Studio Code;WebStorm
CLion, GoLand CLion, GoLand
uv
uv
uv
null
null
Android;Debian;Linux (non-WSL);Red Hat;Fedora
Android;Debian;Linux (non-WSL);Red Hat;Fedora
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
gitolite, Forgejo gitolite, Forgejo
Discord;GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
Forgejo, GitLab Forgejo, GitLab
Yes
null
null
null
JetBrains Full Line Code Completion JetBrains Full Line Code Completion
No
A few times per month or weekly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
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
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Documenting code;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;Search for answers;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Comprehending, understanding, maintaining, debugging code
null
7
6,395
6,396
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Ethical concerns NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
14
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;F#;GDScript;HTML/CSS;Java;JavaScript;Kotlin;Lua;PowerShell;Python;Rust;SQL;TypeScript;Gleam
C#;F#;HTML/CSS;JavaScript;Kotlin;Lua;Rust;Scala;SQL;Swift;TypeScript;Zig;Gleam
C#;F#;HTML/CSS;JavaScript;Kotlin;Lua;Rust;SQL;TypeScript;Gleam
NA NA
Yes
PostgreSQL;SQLite;Valkey
DuckDB;PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite;Valkey
NA NA
Yes
Cargo;Docker;Gradle;Make;MSBuild;Ninja;npm;NuGet;Pacman;Pip;pnpm;Poetry;Prometheus;Vite;Webpack;Yarn
Cargo;Docker;Kubernetes;MSBuild;npm;NuGet;pnpm;Podman;Prometheus;Vite
Cargo;Docker;MSBuild;npm;NuGet;pnpm;Prometheus;Vite
Nix Nix
Yes
ASP.NET Core;Astro;Deno;Express;Next.js;Node.js;React;Svelte;Axum
ASP.NET Core;Astro;Blazor;Deno;Node.js;React;Svelte;Vue.js;Axum
ASP.NET Core;Astro;Deno;Node.js;React;Svelte;Axum
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Rider;Visual Studio;Visual Studio Code;WebStorm;Zed
Rider;RustRover;Visual Studio Code;WebStorm;Zed
Rider;Visual Studio Code;WebStorm;Zed
NA NA
.NET 8 or higher;uv
.NET 8 or higher;c++23;uv
.NET 8 or higher;uv
null
null
Windows;Windows Subsystem for Linux (WSL);Fedora;NixOS
Windows;Windows Subsystem for Linux (WSL);Red Hat;Fedora;NixOS
GitHub;GitLab;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Bluesky
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
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;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Everything. Developing software is problem solving, AI tools being more capable in their work does not mean they can or should cause human skill to become less valuable.
null
null
6,396
6,397
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
17
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
17
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Availability of better alternatives NA
Healthcare
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
2
2
Slovenia
EUR European Euro
36,000
Yes
GDScript;HTML/CSS;Java;JavaScript;Lua;Python;Rust;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Docker;Firebase;Maven (build tool)
null
null
NA NA
Yes
Angular;Django;Node.js
null
null
NA NA
Yes
IntelliJ IDEA;Vim
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android
null
GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
null
Yes, somewhat
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
Learning about a codebase;Writing code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Generating content or synthetic data
Predictive analytics;Search for answers
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
understanding what humans want from a software
41,765
3
6,397
6,398
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
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
10
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Manufacturing
You like your manager NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
3
2
Hungary
HUF Hungarian forint
15,620,000
Yes
C#;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Ruby;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
plsql NA
Yes
Elasticsearch;Microsoft SQL Server;Oracle;SQLite
Elasticsearch;Oracle;SQLite;Cockroachdb
Elasticsearch;Oracle;SQLite
NA NA
Yes
Kubernetes
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Vue.js
ASP.NET Core;Ruby on Rails;Svelte;Vue.js
ASP.NET Core;Vue.js
NA NA
Yes
Cursor;Notepad++;Vim;Visual Studio;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
PL/SQL Developer NA
Large Language Model;Google Gemini;Ollama
.NET 8 or higher
null
null
null
Windows
Windows;Ubuntu
GitLab;Markdown File
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Substack
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
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
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Creating or maintaining documentation;Learning new concepts or technologies
Writing code
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. I try to only use LLM's for very specific tasks when I encounter an issue and the documentation/search results are not great.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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 want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
We'll still need all our current skills, we'll need deep expertise more than ever with the amount of mediocre code that is going to flood us.
45,168
6
6,398
6,399
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
26
Engineering manager
100 to 499 employees
People manager
Remote
No
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
Yes
I have neither consider or transitioned into a new career or industry
null
0
United States of America
USD United States dollar
238,000
Yes
JavaScript;Ruby;SQL
JavaScript;Python;Ruby;Rust;SQL
JavaScript;Ruby;SQL
NA NA
Yes
PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Heroku;Vite;Yarn
Docker;Heroku;Vite;Yarn
Docker;Heroku;Vite;Yarn
NA NA
Yes
Node.js;Ruby on Rails;Vue.js
Ruby on Rails;Vue.js
Ruby on Rails;Vue.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA Nova
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS
GitHub;Linear
GitHub;Linear
GitHub;Linear
Businessmap (Kanbanize) NA
Stack Overflow;Discord;Bluesky;YouTube
Stack Overflow;Discord;Bluesky;YouTube
Stack Overflow;Discord;Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
null
null
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
ABSOLUTELY NOT!
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;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.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Unclear
238,000
6
6,399
6,400
I am a developer by profession
Prefer not to say
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Attending school (full-time);Attending school (part-time);Engaged in paid work (10-19 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Books / Physical media
12
Academic researcher
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reliability and low latency NA
Outdated or obsolete technology or features NA
Higher Education
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
9
Slovakia
EUR European Euro
null
Yes
Elixir;Erlang;F#;OCaml
Elixir;Erlang;F#;Lua;OCaml
Elixir;Erlang;F#;OCaml
Clojure Crystal
Yes
MariaDB;MySQL;PostgreSQL;SQLite;Supabase
SQLite;Supabase
SQLite;Supabase
NA NA
Yes
Cloudflare;Firebase;Pacman
Firebase;Pacman
Firebase;Pacman
Mix, Rebar3 Mix
Yes
Phoenix
Phoenix
Phoenix
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows Subsystem for Linux (WSL)
GitHub
GitHub
GitHub
NA NA
Discord;Dev.to
Dev.to
Dev.to
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
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
Project planning;Documenting code
Search for answers;Creating or maintaining documentation
null
I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
9