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2,001
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
31
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
5
Poland
PLN Polish zloty
170,000
Yes
HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;R;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
IBM DB2;MySQL;PostgreSQL;SQLite
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Composer;Docker;Homebrew;npm;Pip
Composer;Docker;Homebrew;npm;Pip
Composer;Docker;Homebrew;npm;Pip
NA NA
Yes
Django;FastAPI;Node.js;React;Vue.js
Django;React
Django;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Odoo
Odoo
Odoo
null
null
Windows;Ubuntu
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira;Miro;Trello
Confluence;GitHub;GitLab;Google Workspace;Jira;Miro;Trello
Confluence;GitHub;GitLab;Google Workspace;Jira;Miro;Trello
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
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models);Perplexity Sonar models
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Search for answers
Project planning;Deployment and monitoring
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation
Writing code;Committing and reviewing code;Generating content or synthetic data
Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes, it is
Yes, I use AI agents at work daily
Yes, somewhat
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 improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting
experience
46,393
8
2,001
2,002
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
27
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
35
Developer, full-stack
Less than 20 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
0
France
XPF CFP franc
6,000,000
Yes
Dart;HTML/CSS;Java;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
MySQL
null
null
NA NA
Yes
npm
null
null
NA NA
Yes
Angular
null
null
Wicket NA
Yes
Eclipse;IntelliJ IDEA
null
null
NA NA
null
null
null
null
null
Windows;Red Hat
null
GitLab;Jira
null
null
NA NA
Stack Overflow
null
null
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
Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Debugging or fixing 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
Nope
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;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
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices
Intelligence
58,382
10
2,002
2,003
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
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);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
19
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
3
1
Croatia
EUR European Euro
150,000
Yes
Bash/Shell (all shells);C;C++;Elixir;Go;HTML/CSS;JavaScript;Lua;PHP;Ruby;Rust;SQL;Swift;TypeScript
Bash/Shell (all shells);Elixir;Go;HTML/CSS;JavaScript;Ruby;Rust;SQL
Bash/Shell (all shells);Elixir;Go;HTML/CSS;JavaScript;Ruby;Rust;SQL
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;Snowflake;SQLite;Clickhouse;Valkey
MySQL;PostgreSQL;Redis;SQLite;Clickhouse;Valkey
MySQL;PostgreSQL;Redis;SQLite;Clickhouse;Valkey
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Docker;Heroku;Homebrew;Kubernetes;Make;npm;Pacman;Prometheus;Terraform;Vite;Yarn
Cargo;Cloudflare;Docker;Heroku;Make;Pacman;Prometheus;Terraform;Yarn
Cargo;Cloudflare;Docker;Heroku;Make;Pacman;Prometheus;Terraform;Yarn
NA NA
Yes
Express;jQuery;Node.js;Phoenix;Ruby on Rails;Vue.js
Phoenix;Ruby on Rails;Vue.js
Phoenix;Ruby on Rails;Vue.js
NA NA
Yes
Claude Code;Neovim;Xcode;Zed
Claude Code;Neovim
Claude Code;Neovim
NA NA
Tailwind CSS 4;Polars;Large Language Model;Amazon Bedrock;Google Gemini
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
MacOS;Android;iOS;Arch
Android;iOS;Arch
GitHub;Jira;Notion;Obsidian
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);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);Meta Llama (all models);Mistral AI 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);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Job board
Browse content related to Q&A posts I recently viewed NA
No, not really
More than half the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Project planning;Writing code;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
null
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
Language processing;Agent/multi-agent orchestration;MCP servers
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 collaboration within my team.
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.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
pgvector
null
Ollama
null
Sentry;Grafana + Prometheus
null
Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;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
174,022
3
2,003
2,004
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
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);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
Videos (not associated with specific online course or certification)
8
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
46,000
Yes
C#;HTML/CSS;JavaScript;Rust;TypeScript
C#;HTML/CSS;JavaScript;Rust;TypeScript
C#;HTML/CSS;JavaScript;Rust;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Cargo;Cloudflare;Docker;Microsoft Azure;NuGet;Terraform
Cargo;Cloudflare;Docker;Microsoft Azure;NuGet;Terraform
Cargo;Cloudflare;Docker;Microsoft Azure;NuGet;Terraform
NA NA
Yes
Angular;Node.js
Angular;Node.js
Angular;Node.js
NA NA
Yes
Claude Code;Cursor;Rider;RustRover;Visual Studio Code
Claude Code;Rider;RustRover;Visual Studio Code
Claude Code;Rider;RustRover;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Android;Debian;iPadOS
Windows
Azure Devops;Confluence;Markdown File;Miro
Azure Devops;Confluence;Markdown File;Miro
Azure Devops;Confluence;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Bookmark posts to look at later NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat 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;Learning new concepts or technologies
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code
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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I 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
null
53,367
7
2,004
2,005
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
22
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
null
Availability of better alternatives NA
Computer Systems Design and Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
4
1
Brazil
USD United States dollar
150
Yes
Bash/Shell (all shells);HTML/CSS;Java;PHP;Ruby;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;Ruby;SQL
Bash/Shell (all shells);HTML/CSS;Java;Ruby;SQL
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL;Redis
Databricks SQL;Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;npm;Webpack
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Terraform
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew
NA NA
Yes
Ruby on Rails;Spring Boot;WordPress
Ruby on Rails;Spring Boot;WordPress
Ruby on Rails;Spring Boot;WordPress
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Amazon Bedrock
Amazon Bedrock
Amazon Bedrock
null
null
MacOS
Windows;MacOS
Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Notion
GitHub;Jira;Markdown File;Miro;Notion;Trello
GitHub;Jira;Markdown File;Miro;Notion
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people);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 daily
Favorable
Somewhat trust
Neither good or 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;Committing and reviewing code
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
Yes
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need quick help troubleshooting
Understanding real user/client issues
150
10
2,005
2,006
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
35
Other (please specify):
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Robust and complete API NA
Security or privacy concerns NA
Banking/Financial Services
null
No
I have somewhat considered changing my career and/or the industry I work in
2
3
Spain
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;C++;Delphi;Fortran;GDScript;HTML/CSS;Java;JavaScript;Kotlin;MicroPython;OCaml;Perl;PHP;PowerShell;Python;Ruby;SQL;Swift;TypeScript;VBA;Visual Basic (.Net)
Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;Python
Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;Python
Pascal NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Make;Maven (build tool);MSBuild;Pip
Amazon Web Services (AWS);Docker;Google Cloud
Amazon Web Services (AWS);Docker;Google Cloud
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;PyCharm;Sublime Text;Vim;Visual Studio;Visual Studio Code;Xcode;Zed
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;Google Colab;Google Workspace;Jira;Markdown File;Miro;Notion
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Creating or maintaining documentation
Project planning;Documenting code
Learning about a codebase;Committing and reviewing code;Predictive analytics
Debugging or fixing code;Deployment and monitoring
Testing code;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;I haven’t encountered any problems
Mostly or somehow
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
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 want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Big picture, empathy, analysis
null
null
2,006
2,007
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
I prefer not to say
null
7
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Other online resources (e.g. standard search, forum, online community);Other (please specify):
12
Academic researcher
null
null
null
null
Work
null
Prohibitive pricing NA
null
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
4
3
Germany
EUR European Euro
65,000
Yes
Assembly;Bash/Shell (all shells);C++;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);C++;Erlang;Rust
Bash/Shell (all shells);C++;Rust
LaTeX LaTeX
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code
null
null
Clion, DataSpell Clion, DataSpell
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Arch;ChromeOS
Ubuntu;Linux (non-WSL)
Doxygen;GitHub;GitLab;Markdown File
Doxygen;GitHub;GitLab;Markdown File
Doxygen;GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
null
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers
null
Learning about a codebase;Project planning;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
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Data and analytics
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 improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
ChatGPT;GitHub Copilot;Google Gemini;Replit;Blackbox AI
codeium
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
strategic level architecture design, detail optimization
75,410
7
2,007
2,008
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
14
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Security or privacy 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
null
France
EUR European Euro
49,000
Yes
C#;C++;HTML/CSS;JavaScript;PowerShell;TypeScript
HTML/CSS;TypeScript
HTML/CSS;TypeScript
NA NA
Yes
Elasticsearch;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
NA NA
No
null
null
null
NA NA
Yes
React
Angular;React
React
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Debian
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Predictive analytics
Project planning;Testing code
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
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
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’m stuck and can’t explain the problem
null
56,847
7
2,008
2,009
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
33
Developer, game or graphics
10,000 or more employees
Individual contributor
In-person
No
Personal Project
null
null
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
null
Yes
C;C#;C++;HTML/CSS;JavaScript;PowerShell;TypeScript
null
null
NA NA
No
null
null
null
NA NA
Yes
Microsoft Azure;Ninja;Vite;Yarn
null
null
vcpkg, cmake NA
Yes
React
Blazor
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
Azure Devops;GitHub;Wikis
null
null
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);LinkedIn
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
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
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
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
null
null
null
10
2,009
2,010
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);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 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;Blogs or podcasts;Stack Overflow or Stack Exchange
25
Developer, mobile
10,000 or more employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
1
United States of America
USD United States dollar
1,006,403
Yes
Bash/Shell (all shells);Java;Kotlin;Python;Swift
Bash/Shell (all shells);Kotlin;Python
Bash/Shell (all shells);Kotlin;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Android Studio;Cursor;Vim;Xcode
Android Studio;Cursor;Neovim
Android Studio;Cursor
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS;Android
MacOS;Android;Debian
GitHub;Google Workspace;Markdown File
GitHub;Google Workspace;Markdown File
GitHub;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;YouTube;Company-sponsored forums
Stack Overflow;Stack Exchange;YouTube;Company-sponsored forums
Stack Overflow;Stack Exchange;YouTube;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
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
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing 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
Very, very little. I might ask it to generate a function to do something, review it, copy it to my IDE, and then fix it up.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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 help fixing complex or unfamiliar code;When I need quick help troubleshooting
All of them will continue to be important. With many folks using AI to perform simple tasks, the amount of code and code with bugs due to AI slop will increase by orders of magnitude; it will become evermore apparent who can code and who is just using AI to do their job. To benefit from both worlds, systems thinking, to better guide AI agents to do a better job will increase in importance to be even more important but all the rest of the skills: coding, design, algorithms, and especially communication - will continue to be as important as they are today.
1,006,403
8
2,010
2,011
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other (please specify):
13
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Sweden
SEK Swedish krona
630,000
Yes
Bash/Shell (all shells);C#;Delphi;PowerShell;Python;Rust;SQL
Rust
Rust
NA NA
Yes
Microsoft SQL Server;Oracle;SQLite
PostgreSQL;SQLite
SQLite
NA NA
Yes
Cargo;Docker;MSBuild;npm;NuGet;Pip
Cargo
Cargo
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Cursor;Neovim
null
Helix NA
null
null
null
null
null
Windows;MacOS;iOS
Windows;iOS
Azure Devops;Markdown File;Obsidian
GitHub
null
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
GitHub (public projects, not private repos);Bluesky
GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning new concepts or technologies
Project planning;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
It happens when I quickly need a script for something or some language I'm not familiar with.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to 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
Having a broader perspective on how things work together. Architecture.
66,038
9
2,011
2,012
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.)
Student
Attending school (full-time)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
15
Academic researcher
null
null
null
null
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
23
11
United States of America
USD United States dollar
36,000
Yes
Bash/Shell (all shells);C#;MATLAB;PowerShell;Python;R;VBA
Bash/Shell (all shells);Python;R;SQL;VBA
Bash/Shell (all shells);Python;R;VBA
Julia, Mathematica Julia, Mathematica
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Nano;Notepad++;Vim;Visual Studio Code
Notepad++;Vim
Notepad++;Vim
Mathematica Notebook NA
null
null
null
null
null
Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Arch
Markdown File;Obsidian;Trello
Jira;Lucid (includes Lucidchart);Obsidian;Trello
Obsidian;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;YouTube
Stack Overflow;Stack Exchange;Discord;YouTube
Stack Overflow;Stack Exchange;Discord;YouTube
JuliaLang.org JuliaLang.org
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per week
Coding challenges;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, definitely
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 - it would be blatantly irresponsible. My code controls chemical reactors - if the code fucks up, people could die. I am not trusting AI with that. ever.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code;Other (please specify):
Non-developer specialization - eg knowledge in engineering fields
36,000
null
2,012
2,013
I am a developer by profession
25-34 years old
Other (please specify):
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
12
Developer, front-end
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
14
10
Sweden
SEK Swedish krona
741,600
Yes
HTML/CSS;JavaScript;Python;TypeScript
C#;HTML/CSS;JavaScript;Python;Swift;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Cloudflare;Homebrew;npm;pnpm;Vercel;Webpack;Yarn
Cloudflare;Homebrew;npm;pnpm;Vercel
Cloudflare;Homebrew;npm;pnpm;Vercel
NA NA
Yes
Astro;Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code;VSCodium;Xcode;Zed
Zed
Zed
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG
Tailwind CSS 4
null
null
MacOS;iOS;iPadOS
MacOS;iOS;iPadOS
Confluence;GitHub;Jira;Markdown File;Trello
GitHub;Markdown File;Trello
GitHub;Markdown File;Trello
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Predictive analytics;Creating or maintaining documentation
Learning about a codebase
Testing code;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
Can be. Mostly when delving into parts of the stack / technologies / API's I have little personal experience in. It speeds up the development process significantly than reaching out for lengthy guides online; documentation, articles or videos alike.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
I would say all skills will still be very relevant. AI, as of today, is a fantastic accelerator to getting things done. - Yet, since it's nowhere near as reliable as one would hope, with no real sign of improving in that regard, I don't see it making any particular skill obsolete. The primary issue with AI is the lack of self confidence assessment. An AI has thus far always interacted with developers with the sound of outmost confidence; leading to bad code and subpar quality of work. Humans must learn today to gauge an AI's answers instead of having the AI communicate that "its unsure" itself.
77,736
7
2,013
2,014
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
38
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
44
Engineering manager
1,000 to 4,999 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Banking/Financial Services
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
25
15
United States of America
USD United States dollar
201,000
Yes
Bash/Shell (all shells);C;C++;Go;Groovy;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Amazon Redshift
Dynamodb;Elasticsearch;PostgreSQL;Amazon Redshift
Dynamodb;Elasticsearch;PostgreSQL;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;Terraform;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;Terraform;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Docker;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;Terraform;Yarn
NA NA
Yes
AngularJS;Django;Express;FastAPI;NestJS;Next.js;Node.js;React;Spring Boot
Django;FastAPI;Node.js;React
Django;FastAPI;Node.js;React
Quarkus Quarkus
Yes
IntelliJ IDEA;PyCharm;Vim;WebStorm
IntelliJ IDEA;PyCharm;Vim;WebStorm
IntelliJ IDEA;PyCharm;Vim;WebStorm
NA NA
Large Language Model;Amazon Bedrock
Large Language Model;Amazon Bedrock
Large Language Model;Amazon Bedrock
null
null
Ubuntu;Android
Ubuntu;Android
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Bluesky;X;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Dev.to;Bluesky;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Dev.to;Bluesky;LinkedIn
NA NA
Yes
Amazon Titan models;Meta Llama (all models);openAI GPT (chatbot models)
Amazon Titan models;Meta Llama (all models);openAI GPT (chatbot models)
Amazon Titan models;Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Daily or almost daily
Chat (people);Message Boards;Long-form articles;Direct messaging of users;Job board
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Debugging AI-generated code is more time-consuming
No - I have a brain and don't have time to fix a ton of code.
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.;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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
Common sense, understanding problems
201,000
4
2,014
2,015
I code primarily as a hobby
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, 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
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Other (please specify):
I don’t know
Individual contributor
In-person
No
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Other:
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
Italy
EUR European Euro
null
Yes
C#;HTML/CSS;JavaScript;PHP;Python;VBA;Visual Basic (.Net)
TypeScript
null
NA NA
Yes
MariaDB;Microsoft Access;MySQL;SQLite
MongoDB
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;WordPress
ASP.NET;Django;Express;Flask;Laravel;Node.js;React
null
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Sublime Text;Visual Studio;Visual Studio Code
Cursor;PhpStorm;Windsurf
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub
null
null
NA NA
Stack Overflow;Dev.to;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
Learning about a codebase;Project planning;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;Learning new concepts or technologies
Testing code
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
I don't know
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.;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
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 compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
I don't know
null
null
2,015
2,016
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
30
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Poor usability NA
Banking/Financial Services
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
United States of America
USD United States dollar
160,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Ruby;SQL;TypeScript
C#;SQL
C#;SQL
NA NA
Yes
Dynamodb;MariaDB;MySQL
Elasticsearch;Microsoft SQL Server;MongoDB
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;MSBuild;New Relic;npm;NuGet;Splunk;Yarn
Amazon Web Services (AWS);MSBuild;NuGet
Amazon Web Services (AWS);MSBuild;NuGet
NA NA
Yes
jQuery;Node.js;React;Ruby on Rails
ASP.NET Core
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Rider;Sublime Text;Visual Studio;Visual Studio Code;Xcode
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
null
null
null
null
null
Windows
MacOS
Confluence;GitHub;Jira;Trello
Confluence;GitHub;Trello
Confluence;GitHub;Trello
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
null
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
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;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Predictive analytics;Search for answers;Generating content or synthetic data
null
null
I don’t use AI tools regularly
No!!!!!
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or 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
null
160,000
7
2,016
2,017
I used to be a developer by profession, but no longer am
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
27
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
34
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Transportation, or Supply Chain
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
2
Netherlands
EUR European Euro
72,000
Yes
HTML/CSS;Java;JavaScript;Python;Scala;TypeScript
HTML/CSS;Java;JavaScript;Python;Rust;Scala;TypeScript
HTML/CSS;Java;JavaScript;Python;Scala;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Yarn
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Yarn
Amazon Web Services (AWS);Datadog;Docker;Yarn
sbt NA
Yes
React
React
React
NA NA
No
null
null
null
NA NA
Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Android
Asana;GitHub;Google Workspace
GitHub;Google Workspace
GitHub;Google Workspace
Targetprocess Targetprocess
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);LinkedIn
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
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, but I plan to soon
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Testing code;Search for answers
null
I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
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
Product ownership
83,531
null
2,017
2,018
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
24
Developer, AI apps or physical AI
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
null
Banking/Financial Services
null
No
I have somewhat considered changing my career and/or the industry I work in
4
3
Austria
EUR European Euro
30,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;SQLite
MariaDB;Microsoft SQL Server;MySQL;SQLite
MariaDB;Microsoft SQL Server;MySQL;SQLite
NA NA
Yes
Chocolatey;Docker;Kubernetes;npm;Pip;Vercel
Chocolatey;Docker;Kubernetes;npm;Pip;Vercel
Chocolatey;Docker;Kubernetes;npm;Pip;Vercel
NA NA
Yes
Next.js;React
Next.js;React
Next.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows
Windows;Ubuntu
Coda;GitHub;Linear;Markdown File;Miro;Notion
Coda;GitHub;Linear;Markdown File;Miro;Notion
Coda;GitHub;Linear;Markdown File;Miro;Notion
NA NA
Stack Overflow;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
Yes, to a great extent
Software engineering;Data and analytics
null
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 have ethical or security concerns about code
null
34,804
8
2,018
2,019
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
17
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Availability of better alternatives 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
4
Germany
EUR European Euro
70,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Docker;npm;Pip;Poetry;Terraform;Vite;Yarn
Docker;npm;Pip;Terraform;Vite;Yarn
Docker;npm;Pip;Terraform;Vite;Yarn
NA NA
Yes
Flask;NestJS;Node.js;React;Vue.js
Flask;NestJS;Node.js;React;Vue.js
Flask;NestJS;Node.js;React;Vue.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;iOS;iPadOS
MacOS;Ubuntu;iOS
GitHub;Jira;Miro;Obsidian;Trello
GitHub;Jira;Miro;Obsidian;Trello
GitHub;Jira;Miro;Obsidian;Trello
Linear Linear
Stack Overflow;Hacker News
Stack Overflow;Hacker News
Stack Overflow;Hacker News
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Comment on Q&A posts NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Predictive analytics;Generating content or synthetic data
Learning about a codebase;Project planning;Deployment and monitoring;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Understanding code and complex solutions to at least review AI produced code
81,210
null
2,019
2,020
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp
No, I didn't spend time learning in the past year
null
40
Developer, desktop or enterprise applications
null
null
null
No
Work
null
Ethical concerns 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
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);C#;Delphi;HTML/CSS;JavaScript
Bash/Shell (all shells);C;C#;C++;Dart;Delphi;Java;Rust
Bash/Shell (all shells);C#;Delphi
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor;Spring Boot
ASP.NET Core;Blazor
NA Delphi Webstencils, htmx
Yes
IntelliJ IDEA;Neovim;Rider;Sublime Text;Vim;Visual Studio;Visual Studio Code
IntelliJ IDEA;Neovim;Rider;RustRover;Sublime Text;Vim;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Neovim;Rider;Sublime Text;Vim;Visual Studio;Visual Studio Code
Rad Studio Rad Studio
Delphi 12+ Athens
c++23;Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;Doxygen;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Creating or maintaining documentation
null
Debugging or fixing code;Testing code;Predictive analytics;Generating content or synthetic data
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
requirements analysis, project management, product and solution knowledge, architecture
null
5
2,020
2,021
I used to be a developer by profession, but no longer am
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
16
Academic researcher
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Poor usability NA
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
12
4
Germany
EUR European Euro
120,000
Yes
Bash/Shell (all shells);Dart;Go;Groovy;Java;JavaScript;Python
null
null
NA NA
Yes
Elasticsearch;MySQL;Redis;SQLite
Dynamodb
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Pip;Prometheus;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Amazon Bedrock;Google Gemini
Google Gemini
Google Gemini
null
null
Windows;MacOS;Android;iPadOS;ChromeOS
MacOS;Linux (non-WSL);iPadOS;NixOS
GitHub;GitLab;Miro;Monday.com;Notion
GitHub;GitLab;Notion
GitHub;GitLab;Notion
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
null
null
null
copilot NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Search for answers
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
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
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Trade off analysis, complex architecture design, translating customer requirements to solutions
139,218
null
2,021
2,022
I am a developer by profession
45-54 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
40
AI/ML engineer
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
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Developing specialized expertise NA
Yes
I have neither consider or transitioned into a new career or industry
5
5
Philippines
PHP Philippine peso
6,000,000
Yes
HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
Go;MicroPython
null
NA NA
Yes
InfluxDB;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Clickhouse
InfluxDB;Clickhouse
InfluxDB;Clickhouse
NA NA
Yes
APT;Cargo;Chocolatey;Composer;Digital Ocean;Docker;Make;New Relic;npm;Pip;Podman;Prometheus
APT;Cargo;Chocolatey;Composer;Digital Ocean;Docker;Make;Pip;Podman;Prometheus
APT;Cargo;Chocolatey;Composer;Digital Ocean;Docker;Make;Pip;Podman;Prometheus
NA NA
Yes
jQuery;Node.js;WordPress
Express;Node.js;WordPress
Node.js;WordPress
NA NA
Yes
Android Studio;Claude Code;Cursor;Nano;Visual Studio Code;VSCodium;Windsurf;Zed
Claude Code;Nano;Visual Studio Code;Windsurf
Claude Code;Nano;Visual Studio Code;Windsurf
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Airtable;Clickup;Confluence;GitHub;Google Colab;Jira;Markdown File;Obsidian
Clickup;GitHub;Google Colab;Markdown File;Monday.com;Obsidian
Clickup;GitHub;Google Colab;Markdown File;Obsidian
NA NA
Stack Overflow;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Substack
GitHub (public projects, not private repos);Kaggle;YouTube;Substack
GitHub (public projects, not private repos);Kaggle;YouTube;Substack
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);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);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);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
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (bot/AI)
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data
null
null
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Definitely not.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics
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
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.;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
Ollama
null
Snyk;Grafana + Prometheus
null
ChatGPT;Claude Code;Google Gemini;Perplexity
null
Other (please specify):;I don’t think I’ll need help from people anymore
Designing complex distributed infrastructure for unique use cases.
105,353
9
2,022
2,023
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
20
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
10
Albania
EUR European Euro
120,000
Yes
C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Lua;PowerShell;SQL;Swift;TypeScript
Assembly;C;C#;Go;HTML/CSS;JavaScript;Kotlin;PowerShell;SQL;Swift;TypeScript
C#;HTML/CSS;JavaScript;Kotlin;PowerShell;SQL;Swift;TypeScript
NA NA
Yes
Cassandra;Elasticsearch;Microsoft SQL Server;Oracle;PostgreSQL;Redis;SQLite
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis;SQLite
NA NA
Yes
Cloudflare;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Ninja;npm;NuGet;Prometheus;Webpack;Yarn
Ansible;Cloudflare;Docker;Firebase;Gradle;Kubernetes;Make;Maven (build tool);npm;NuGet;Prometheus;Webpack;Yarn
Cloudflare;Docker;Firebase;Gradle;Kubernetes;Make;Maven (build tool);npm;NuGet;Prometheus;Webpack;Yarn
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Express;jQuery;Next.js;Node.js;React;Spring Boot
ASP.NET;ASP.NET Core;Blazor;jQuery;Next.js;Node.js;React
ASP.NET;ASP.NET Core;Blazor;jQuery;Next.js;Node.js;React
react native react native
Yes
Android Studio;Cursor;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code;Xcode
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code;Xcode
IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4
Large Language Model
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS
GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Hacker News;GitHub (public projects, not private repos);YouTube
Discord;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);X Grok models
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);Long-form articles;Videos;Direct messaging of users;Job board;Chat (bot/AI);Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Predictive analytics;Search for answers
Project planning;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Writing code;Testing code;Creating or maintaining documentation
Documenting code;Deployment and monitoring
Generating content or synthetic data
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;Other (write in):
I hate the idea of vibe coding. The engineer has to know every bit of its code and I don't support the idea of writing something that you kinda know but not every bit of it.
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.;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.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
designing systems, security, performance and UI/UX. AI is terrible (useless) at the listed points.
139,218
9
2,023
2,024
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;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
20
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
No
Personal Project
null
Inefficient or time-costly 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
5
2
Costa Rica
USD United States dollar
83,200
Yes
C#;HTML/CSS;SQL
C#;JavaScript;SQL;TypeScript
C#;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB
Dynamodb;Microsoft SQL Server;MongoDB
Microsoft SQL Server;MongoDB
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;NuGet
Amazon Web Services (AWS);npm;NuGet
Amazon Web Services (AWS);npm;NuGet
NA NA
Yes
ASP.NET Core;Vue.js
Node.js;Vue.js
Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
null
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
83,200
7
2,024
2,025
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
12
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 scientist
100 to 499 employees
People manager
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
null
null
Insurance
null
No
I have transitioned into a new career and/or industry voluntarily
5
null
Canada
CAD Canadian dollar
250,000
Yes
R;SQL;VBA
Python;R;SQL
R;SQL
NA NA
Yes
Microsoft SQL Server
DuckDB;Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
null
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
null
182,396
8
2,025
2,026
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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 for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
20
Developer, mobile
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
null
Banking/Financial Services
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
10
4
Hungary
EUR European Euro
3,700
Yes
Swift
Swift
Swift
NA NA
Yes
MongoDB;PostgreSQL;SQLite
MongoDB;PostgreSQL;SQLite
MongoDB;PostgreSQL;SQLite
NA NA
Yes
Firebase;npm
Firebase;npm
Firebase;npm
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Xcode
Android Studio;Xcode
Android Studio;Xcode
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitHub;Jira;Markdown File;Miro
Confluence;GitHub;Jira;Linear;Markdown File;Miro
Confluence;GitHub;Jira;Markdown File;Miro
NA NA
Reddit;Bluesky;Medium
Reddit;Bluesky;Medium
Reddit;Bluesky;Medium
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
Long-form articles
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Testing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Creating or maintaining documentation
null
Search for answers
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
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
4,293
10
2,026
2,027
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
22
Developer, mobile
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
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
3
Germany
EUR European Euro
96,000
Yes
Bash/Shell (all shells);C#;Dart;Groovy;Java;JavaScript;Kotlin;PowerShell;Rust;Swift;TypeScript
Bash/Shell (all shells);C#;Dart;Go;Kotlin
Bash/Shell (all shells);C#;Dart;Kotlin
NA NA
Yes
BigQuery;Cloud Firestore;Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Cloud Firestore;Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Cloud Firestore;Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;npm;NuGet;Prometheus;Terraform
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Kubernetes;Prometheus;Terraform
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Kubernetes;Prometheus;Terraform
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio;Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS
Windows;MacOS;Android;iOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
NA NA
No
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
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
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, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
no
No, 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.
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
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’m stuck and can’t explain the problem
debugging, understanding complex problems
111,374
9
2,027
2,028
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
9
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reliability and low latency NA
Poor usability NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
20
8
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
33,000
Yes
C#;Java;JavaScript;PHP;Python;SQL;TypeScript
C#;Go;JavaScript;PHP;TypeScript;Zig
C#;JavaScript;PHP;TypeScript
NA NA
Yes
Oracle;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Bun;Cloudflare;Composer;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;Ninja;npm;NuGet;Pip;pnpm;Prometheus;Terraform;Vite;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Homebrew;Kubernetes;npm;NuGet;pnpm;Vite
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Homebrew;Kubernetes;npm;NuGet;pnpm;Vite
NA NA
Yes
Deno;Express;NestJS;Next.js;Node.js;React;Svelte;Symfony
Deno;Node.js;React;Svelte;Symfony
Deno;Node.js;React;Svelte;Symfony
NA NA
Yes
IntelliJ IDEA;Nano;PyCharm;Rider;Vim;Visual Studio;Visual Studio Code
Cursor;Visual Studio Code;Zed
Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu
Coda;Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Obsidian;Trello
GitHub;GitLab;Markdown File;Miro;Obsidian
GitHub;GitLab;Markdown File;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Bookmark posts to look at later NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code
Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Search for answers
null
Generating content or synthetic data
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
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
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 learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem solving, architecting systems, ui and ux design, rational choice
44,927
7
2,028
2,029
I am a developer by profession
35-44 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)
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
20
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Software Development
Control over the level of quality in projects NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
6
Argentina
USD United States dollar
80,000
Yes
Dart;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;MongoDB;MySQL;PostgreSQL
Dynamodb;MongoDB;MySQL;PostgreSQL
Dynamodb;MongoDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;npm;Pip;Webpack
Amazon Web Services (AWS);Cloudflare;Composer;npm;Pip;Webpack
Amazon Web Services (AWS);Cloudflare;Composer;npm;Pip;Webpack
NA NA
Yes
Express;FastAPI;jQuery;Node.js;Nuxt.js;Vue.js
Express;FastAPI;jQuery;Node.js;Nuxt.js;Vue.js
Express;FastAPI;jQuery;Node.js;Nuxt.js;Vue.js
NA NA
Yes
Claude Code;Cursor;Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android;Linux (non-WSL)
Windows;Android;iOS;Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Daily.dev Daily.dev
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
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;Chat (bot/AI)
null
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Predictive analytics
Debugging or fixing code;Testing code;Creating or maintaining documentation
Deployment and monitoring
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
customization
80,000
9
2,029
2,030
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
11
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;Other online resources (e.g. standard search, forum, online community)
15
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C#;HTML/CSS;Java;JavaScript;PHP;SQL;Visual Basic (.Net)
C#;HTML/CSS;SQL
C#;HTML/CSS;SQL
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Firebase;Google Cloud;Gradle;Microsoft Azure;MSBuild;npm;NuGet;Pip
Cloudflare;Microsoft Azure;MSBuild;NuGet
Cloudflare;Microsoft Azure;MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows;Android
Windows;Android
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
null
Yes, somewhat
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
Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;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.
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
null
null
5
2,030
2,031
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;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
10
DevOps engineer or professional
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
4
3
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);PowerShell;Python;SQL;Visual Basic (.Net)
null
null
NA NA
Yes
InfluxDB;Oracle;PostgreSQL
null
null
NA NA
Yes
Ansible;APT;Docker;MSBuild;NuGet;Pip;Prometheus
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Notepad++;Visual Studio Code;Zed
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows;Ubuntu;Linux (non-WSL);Pop!_OS
null
GitHub;GitLab;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
No, not at all
Less than half of the time
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
Other (please specify):
To develop.
null
null
2,031
2,032
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
5
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
6
System administrator
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
3
3
Romania
RON Romanian leu
5,000
Yes
Bash/Shell (all shells);Dart
Go;Kotlin;Python
null
NA NA
Yes
Pocketbase
DuckDB;PostgreSQL
null
serverpod, appwrite NA
Yes
APT;Docker;Gradle;Make;Pacman;Podman
Supabase
null
NA NA
No
null
null
null
NA NA
Yes
Windsurf
null
null
NA NA
Google Gemini
null
null
null
null
Arch
Windows;Arch;Red Hat
GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Company-sponsored forums
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Daily or almost daily
Message Boards
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Search for answers
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
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
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
problem solving, analyzing problems, solution planning
1,149
null
2,032
2,033
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
34
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
38
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
Work
Connected to an open-source project NA
Ethical concerns NA
Higher Education
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
24
5
United States of America
USD United States dollar
120,000
Yes
Bash/Shell (all shells);C;C++;Python;R
null
null
NA NA
Yes
MySQL;SQLite
null
null
NA NA
Yes
APT;Docker;Kubernetes;Make;Pip
null
null
Apptainer NA
Yes
Django
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio Code;VSCodium
null
null
NA NA
Large Language Model
null
null
null
null
Ubuntu;Fedora
null
Asana;GitHub;GitLab;Markdown File;Wikis
null
null
NA NA
GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Debugging or fixing code
Project planning
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Writing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
I ask LLMs to produce code but review and understand that code before integrating it into a project. I would not call that vibe coding.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I 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
Critical thinking and planning/engineering skills.
120,000
10
2,033
2,034
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
34
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
27
Applied scientist
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
Security or privacy concerns NA
Other:
null
Yes
I have neither consider or transitioned into a new career or industry
15
10
United States of America
USD United States dollar
194,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Perl;Python;R;Ruby;SQL
Bash/Shell (all shells);Groovy;HTML/CSS;Perl;Python;R;SQL
Bash/Shell (all shells);Groovy;HTML/CSS;Perl;Python;R;SQL
Nextflow Nextflow
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Ansible
Ansible;Docker
Ansible
conda conda
Yes
Ruby on Rails
Django
null
NA NA
Yes
null
null
null
emacs emacs
null
null
null
Nextflow
Nextflow
Windows;MacOS;iOS
MacOS;Linux (non-WSL)
GitHub;Markdown File;Monday.com;Stack Overflow for Teams;Wikis
GitHub;Jira;Markdown File;Stack Overflow for Teams;Wikis
GitHub;Markdown File;Stack Overflow for Teams;Wikis
NA Sphinx, reStructuredText
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Directly open a Q&A post via search, documentation or a peer Curate Stack Overflow
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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
bioinformatics software development, bioinformatics data analysis
194,000
null
2,034
2,035
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
10
Architect, software or solutions
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
Easy-to-use API NA
Inefficient or time-costly NA
Banking/Financial Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Java;SQL
Bash/Shell (all shells);Java;Python;SQL
Bash/Shell (all shells);Java;SQL
NA NA
Yes
Cassandra;Elasticsearch;IBM DB2;InfluxDB;MariaDB;Microsoft SQL Server;Redis
IBM DB2;Microsoft SQL Server
IBM DB2;Microsoft SQL Server
NA NA
Yes
Ansible;APT;Docker;Google Cloud;Gradle;IBM Cloud;Kubernetes;Maven (build tool);Prometheus;Terraform
Ansible;APT;Docker;Google Cloud;Gradle;IBM Cloud;Kubernetes;Maven (build tool);Prometheus;Terraform
Ansible;APT;Docker;Google Cloud;Gradle;IBM Cloud;Kubernetes;Maven (build tool);Prometheus;Terraform
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
Aider;Eclipse;IntelliJ IDEA;Notepad++;Visual Studio Code
Eclipse;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian;Fedora
Linux (non-WSL);Red Hat
Confluence;GitHub;GitLab;Jira;Markdown File
GitLab;Jira;Markdown File
GitLab;Jira;Markdown File
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Search for answers;Generating content or synthetic data
Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;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
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I need help fixing complex or unfamiliar code
carpenter
null
null
2,035
2,036
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
7
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
No
I have transitioned into a new career and/or industry involuntarily
4
2
United States of America
USD United States dollar
80,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript;VBA
JavaScript;Python;SQL;TypeScript
JavaScript;Python;SQL;TypeScript
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MongoDB;Neo4J;Supabase
Supabase
Supabase
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;npm;NuGet;Pip;Vercel
Google Cloud;npm;Pip;Vercel
Google Cloud;npm;Pip;Vercel
Expo Expo
Yes
ASP.NET;ASP.NET Core;Blazor;Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Bolt;Cursor;Lovable.dev;Visual Studio;Visual Studio Code
Cursor
Cursor
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui
null
null
MacOS
MacOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
Deployment and monitoring
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
null
No, but I plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
80,000
6
2,036
2,037
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.)
4
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
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
Reputation for quality NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
5
2
Sri Lanka
LKR Sri Lankan rupee
4,500,000
Yes
Java;JavaScript;Python;SQL
Java;JavaScript;Python;SQL;TypeScript
Java;JavaScript;Python;SQL
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis
MongoDB;MySQL;PostgreSQL;Redis
MongoDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Datadog;Docker;Gradle;Homebrew;Kubernetes;npm;pnpm;Terraform;Vite;Yarn
Docker;Homebrew;npm;pnpm;Terraform
Docker;Homebrew;npm;pnpm;Terraform
NA NA
Yes
Express;Node.js;React;Spring Boot;Vue.js
Express;NestJS;Next.js;Node.js;Nuxt.js;React;Spring Boot
Express;Node.js;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Vim;Visual Studio Code
Cursor;IntelliJ IDEA;Neovim;Vim;Visual Studio Code;Zed
IntelliJ IDEA;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS
Windows;Windows Subsystem for Linux (WSL);iOS
Confluence;GitHub;Jira;Notion
GitHub;Notion
GitHub;Notion
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;Medium
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Upvote/Downvote 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
Project planning;Writing 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
Learning about a codebase
null
Documenting code;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
yes
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
14,987
6
2,037
2,038
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
28
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
13
null
United States of America
USD United States dollar
210,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Python;SQL;TypeScript
C++;TypeScript
C++;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;Node.js;React;Ruby on Rails
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor;Sublime Text;Visual Studio;Visual Studio Code;Xcode
Cursor
Cursor
Clion Clion
null
null
null
null
null
Windows;MacOS
Windows;MacOS
Confluence;GitHub;Google Workspace;Jira
Confluence;GitHub;Google Workspace;Jira
Confluence;GitHub;Google Workspace;Jira
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
Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code
Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
no
No, but I plan to
Not at all or minimally
null
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.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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
systems and application architecture. non trivial applications need planning and forethought. perhaps AI will be used when designing these architectures, but someone will need to oversee the development of software, otherwise I can only assume that the performance of an application built step by step by AI will be terrible
210,000
10
2,038
2,039
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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)
10
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Finland
EUR European Euro
85,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;Zig
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
PostgreSQL;Redis;Snowflake;SQLite
DuckDB;Neo4J;PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;Redis;SQLite
NA NA
Yes
Bun;Datadog;Docker;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pip;pnpm;Podman;Prometheus;Terraform;Vercel;Vite;Yarn
Datadog;Homebrew;Kubernetes;Microsoft Azure;npm;pnpm;Vite
Datadog;Homebrew;Kubernetes;Microsoft Azure;npm;pnpm;Vite
NA NA
Yes
Express;FastAPI;Next.js;Node.js;React
Deno;FastAPI;Node.js;React
FastAPI;Node.js;React
NA NA
Yes
Aider;Claude Code;Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;Zed
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Tailwind CSS 4;Polars;Large Language Model;RAG;Google Gemini
Tailwind CSS 4;Polars;Large Language Model;RAG;Google Gemini
Tailwind CSS 4;Polars;Large Language Model;RAG;Google Gemini
null
null
MacOS;Android
MacOS;Android
Confluence;GitLab;Jira;Markdown File;Miro;Notion;Obsidian;Trello
Confluence;GitHub;Jira;Markdown File;Miro;Obsidian;Trello
Confluence;Jira;Markdown File;Miro;Obsidian;Trello
NA NA
Discord;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Committing and reviewing code;Generating content or synthetic data
null
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
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Data and analytics;Cybersecurity
Language processing;Vector databases for AI applications;MCP servers
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;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
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
Llama Index;LangGraph
null
LangSmith;Langfuse
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Communication, system design, leadership, project management, technical understanding, coding skills
98,612
9
2,039
2,040
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.)
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);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
29
Developer, back-end
10,000 or more employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Computer Systems Design and Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
0
United States of America
USD United States dollar
285,000
Yes
Assembly;Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL
null
null
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL
Dynamodb;Elasticsearch;PostgreSQL
Dynamodb;Elasticsearch;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Docker;Homebrew;Make;Pip;Podman;Prometheus
Amazon Web Services (AWS);Ansible;APT;Docker;Kubernetes;Pip;Podman;Prometheus
Amazon Web Services (AWS);Ansible;APT;Docker;Pip;Podman;Prometheus
NA NA
Yes
Flask
Flask
Flask
NA NA
Yes
null
null
null
emacs emacs
Amazon Bedrock;Google Gemini
c++23;Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
null
null
null
Debian
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Wikis
Confluence;GitHub;Jira;Wikis
Confluence;GitHub;Jira;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;Bluesky
Stack Overflow;Stack Exchange;Reddit;Hacker News;Bluesky
Stack Overflow;Stack Exchange;Reddit;Hacker News;Bluesky
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Direct messaging of users;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
Project planning;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data
Documenting code;Testing code;Creating or maintaining documentation
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
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
null
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 collaboration within my team.
null
AI agents have improved the quality of my code.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
systems design, software maintenance, requirements gathering, project planning
285,000
9
2,040
2,041
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
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
25
Architect, software or solutions
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
1
3
Brazil
BRL Brazilian real
300
Yes
C#;Dart;Python;SQL
C#;Dart;Python;SQL
C#;Dart;Python;SQL
NA NA
Yes
Microsoft SQL Server;Oracle;Redis
Microsoft SQL Server;Redis
Microsoft SQL Server;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;npm;NuGet
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;npm;NuGet
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;npm;NuGet
NA NA
Yes
ASP.NET Core
ASP.NET Core;Node.js;React
ASP.NET Core
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Jira;Markdown File
Azure Devops;GitHub;Google Colab;Markdown File
Azure Devops;GitHub;Markdown File
Taskrow Taskrow
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
null
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
copilot
null
copliot
GitHub Copilot
null
When I have ethical or security concerns about code
Creativity, Integrate diferent solutions, solve complex problems
55
8
2,041
2,042
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
35
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Manufacturing
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
5
United States of America
USD United States dollar
181,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Rust;SQL;TypeScript
Go
null
NA NA
Yes
BigQuery;Microsoft SQL Server;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Docker;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;pnpm;Prometheus;Vite
null
null
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Node.js;Svelte
AngularJS
AngularJS
NA NA
Yes
Vim;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;GitHub;Markdown File;Miro;Wikis
null
null
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn;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
Long-form articles;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 weekly
Favorable
Somewhat trust
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;Committing and reviewing code
Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
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
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 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
Architecture, usability, troubleshooting complex environments
181,000
8
2,042
2,043
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
22
Developer, desktop or enterprise applications
20 to 99 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
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
3
4
Germany
EUR European Euro
55,000
Yes
C#;Java;PowerShell;SQL
C#;F#;Java;PowerShell;SQL
C#;Java;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;Oracle;PostgreSQL
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Jira;Markdown File;Obsidian;Wikis
Azure Devops;GitHub;Markdown File;Wikis
Azure Devops;GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
null
Upvote/Downvote Q&A posts NA
Yes, definitely
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
Writing code;Documenting code;Debugging or fixing code;Creating or maintaining documentation
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Committing and reviewing code;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
Fuck no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;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 compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Debugging, highly specific domain knowledge, knowledge about legacy systems
63,808
8
2,043
2,044
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
30
Data or business analyst
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Other (please specify): Not US based, preferably European
Other (please specify): US based
Government
Job stability and career growth with a single employer NA
Yes
I have somewhat considered changing my career and/or the industry I work in
6
8
France
EUR European Euro
36,000
Yes
Assembly;C;Fortran;Java;OCaml;Python;R;Scala;SQL
Assembly;C;Erlang;Fortran;OCaml;R;SQL
Assembly;C;Fortran;OCaml;R;SQL
NA Haskell
Yes
DuckDB;PostgreSQL
DuckDB;PostgreSQL
DuckDB;PostgreSQL
NA NA
Yes
Make
Make
Make
OVHcloud, Scaleway OVHcloud, Scaleway
Yes
null
null
null
Shiny NA
No
null
null
null
NA NA
null
null
null
null
null
Debian
Windows
GitLab;Markdown File
Doxygen
null
NA NA
null
null
null
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models
Mistral AI models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles
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
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
null
null
null
I haven’t encountered any problems
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 fully understand something;When I have ethical or security concerns about code
Understanding and devising algorithms. Optimizing code. Analyzing results. Actually most skills will still be valuable, AI so far is an assistant, not a replacement : you still have to be able to understand, fix, and choose methods. Does not look like it's going to change soon.
41,765
6
2,044
2,045
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)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
null
null
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
16
7
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
22,000
Yes
Bash/Shell (all shells);C#;C++;Java;JavaScript;Lua;PowerShell;Python;Rust;SQL
Assembly;Bash/Shell (all shells);C;C#;F#;GDScript;Go;Lua;Rust;SQL
Bash/Shell (all shells);C#;Lua;Rust;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Cargo;Chocolatey;Docker;Google Cloud;Kubernetes;Make;Maven (build tool);MSBuild;npm;NuGet;Pacman;Pip
Cargo;Docker;Kubernetes;Make;NuGet;Pacman
Cargo;Docker;Kubernetes;Make;NuGet;Pacman
Lua Rocks Lua Rocks
Yes
ASP.NET Core;React
ASP.NET Core
ASP.NET Core
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Nano;Notepad++;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code;Windsurf
Rider;Visual Studio Code
Rider;Visual Studio Code
NA NA
null
null
null
null
null
Debian;Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Markdown File;Miro;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
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 week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Debugging or fixing code
null
null
I don’t use AI tools regularly
I'll be found dead before it is.
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.;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
All the usual skills for when the AI bubble collapses
29,951
7
2,045
2,046
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
20
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Government
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
3
United States of America
USD United States dollar
160,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);npm;NuGet;Vite;Webpack
Amazon Web Services (AWS);Docker;Kubernetes;npm;NuGet;Vite
Amazon Web Services (AWS);npm;NuGet;Vite
NA NA
Yes
ASP.NET;Node.js;Vue.js
ASP.NET;Node.js;Vue.js
ASP.NET;Node.js;Vue.js
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Continue NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira;Trello
Confluence;GitHub
Confluence;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
Yes
openAI GPT (chatbot models)
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
Chat (bot/AI)
null
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;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
no, i ask specific questions to help with time consuming activities, not develop the whole deal.
Yes, I use AI agents at work daily
Yes, to a great extent
IT operations
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 helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
AI agents have increased my productivity.
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
null
null
null
null
GitHub Copilot;AgentGPT
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
Integration, testing
160,000
6
2,046
2,047
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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 for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Stack Overflow or Stack Exchange
27
Developer, full-stack
10,000 or more employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Energy
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
10
Canada
CAD Canadian dollar
102,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET;ASP.NET Core;React;Vue.js
ASP.NET;ASP.NET Core;React;Vue.js
ASP.NET;ASP.NET Core;React;Vue.js
Ext.JS Ext.JS
Yes
Notepad++;Sublime Text;Visual Studio;Visual Studio Code
Notepad++;Sublime Text;Visual Studio;Visual Studio Code
Notepad++;Sublime Text;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Google Workspace;Microsoft Planner
Azure Devops;GitHub;Google Workspace;Microsoft Planner
Azure Devops;GitHub;Google Workspace;Microsoft Planner
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
Very poor at handling complex tasks
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
Writing code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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 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 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
Seeing the bigger picture, asking what should be developed...
74,418
8
2,047
2,048
I code primarily as a hobby
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
29
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
40
Applied scientist
I don’t know
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
5
8
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;HTML/CSS;PHP;R;SQL
Bash/Shell (all shells);C;Fortran;HTML/CSS;Lisp;PHP;R;SQL
Bash/Shell (all shells);C;HTML/CSS;PHP;R;SQL
NA NA
Yes
MariaDB;SQLite
MariaDB;SQLite
MariaDB;SQLite
NA NA
No
null
null
null
NA NA
Yes
Laravel;WordPress
Laravel;WordPress
Laravel;WordPress
NA NA
Yes
Vim
Vim
Vim
Emacs, RStudiu Emacs, RStudiu
null
null
null
null
null
Fedora
Fedora
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
null
Comment on Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
null
null
null
2,048
2,049
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
27
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
7
5
Finland
EUR European Euro
108,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;TypeScript
NA Qt
Yes
Dynamodb;MariaDB
Dynamodb;MariaDB
Dynamodb;MariaDB
NA NA
Yes
Amazon Web Services (AWS);Datadog;Homebrew;Make;Maven (build tool);npm;Vite;Yarn
Amazon Web Services (AWS);npm;pnpm;Vite;Yarn
Amazon Web Services (AWS);npm;Vite;Yarn
NA NA
Yes
Flask;Node.js;React;Svelte;Vue.js
Flask;Node.js;React;Svelte;Vue.js
Flask;Node.js;React;Svelte;Vue.js
NA NA
Yes
Claude Code;Notepad++;Vim;Visual Studio Code
Notepad++;Vim;Visual Studio Code
Notepad++;Vim;Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;Ubuntu
MacOS
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Trello
Confluence;GitHub;Markdown File
Confluence;GitHub;Markdown File
NA NA
Stack Exchange;GitHub (public projects, not private repos);Medium
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
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Videos;Chat (bot/AI)
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Writing code;Testing code
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
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
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
Design. Reviewing. Understanding complex features and requirements. Cloud infrastructure work. Debugging. Business rules.
125,296
8
2,049
2,050
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
39
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
45
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API 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
5
3
United States of America
USD United States dollar
280,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Python;SQL
Go
Go
NA NA
Yes
Cassandra;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;npm;Prometheus;Splunk;Terraform;Vite
Homebrew
Homebrew
NA NA
Yes
Svelte
Svelte
Svelte
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model;Amazon Bedrock;RAG
null
null
null
null
MacOS
MacOS
GitHub;GitLab;Jira;Markdown File;Obsidian;Wikis
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
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.)
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
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
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.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
null
280,000
8
2,050
2,051
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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
18
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
1
Germany
EUR European Euro
60,000
Yes
C#;Java;Python;SQL
C++;Java;Python;SQL
Java;Python;SQL
NA Haskell
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;PyCharm
IntelliJ IDEA;PyCharm
IntelliJ IDEA;PyCharm
NA NA
null
null
null
null
null
Windows;Arch
Windows
GitLab;Jira;Markdown File;Wikis
GitLab;Jira;Markdown File;Wikis
GitLab;Jira;Markdown File;Wikis
NA NA
YouTube
YouTube
YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
Ask a question NA
Yes, somewhat
null
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning new concepts or technologies
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers
Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, not of my professional development work. i do do it in personal projects when i'm unfamiliar with some parts of the tech stack or for templating
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have 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 accelerated my learning about new technologies or codebases.
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
Junie
null
Junie
null
null
ChatGPT
Jetbrains AI Assistant, Junie
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
clean code and architecture, design decisions, things where personal preference matters, understanding and solving new complex problems where the AIs have no reference to use as a base, navigating very large codebases intelligently.
69,609
7
2,051
2,052
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools 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
7
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
null
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
8
7
Spain
EUR European Euro
29,000
Yes
C#;PowerShell;SQL
Python
null
NA NA
Yes
Cosmos DB;MongoDB;MySQL;Oracle;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core
Angular;AngularJS;Express;React;Spring Boot;Vue.js
null
NA NA
Yes
Nano;Notepad++;Sublime Text;Visual Studio;Visual Studio Code
Claude Code
null
NA NA
Large Language Model;Google Gemini
Amazon Bedrock
null
null
null
Windows;Android
Windows;Android
Azure Devops;GitHub;Google Workspace;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Trello
null
null
NA NA
Reddit;Dev.to;YouTube;LinkedIn
LinkedIn;Medium
LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Gemini (Flash 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 5 and 10 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);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
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Generating content or synthetic data;Learning new concepts or technologies
null
Deployment and monitoring
Testing code;Predictive analytics
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
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not yet
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Ploblem solving large software ecosystms
33,644
7
2,052
2,053
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
12
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
null
Insurance
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
5
5
India
INR Indian rupee
820,000
Yes
C#;HTML/CSS;JavaScript;SQL;VBA;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;SQL;Visual Basic (.Net)
Coldfusion NA
Yes
Microsoft SQL Server
Cloud Firestore;Firebase Realtime Database;Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
null
null
null
NA NA
Yes
ASP.NET;jQuery
ASP.NET
ASP.NET
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Google Gemini
Large Language Model;Google Gemini
Google Gemini
null
null
Windows;Android
Windows
null
null
null
NA NA
null
null
null
NA NA
Yes
Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
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)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Writing code
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data
Predictive analytics
Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Otis used when generating new code, but not that handy when tweaking code
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
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
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;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Taking the right decision even when the options are available.
9,532
9
2,053
2,054
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;School (i.e., University, College, etc);Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Architect, software or solutions
null
null
null
null
Personal Project
Good brand and public image NA
Security or privacy concerns NA
null
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
7
7
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;PHP;SQL
JavaScript;PHP;SQL
JavaScript;PHP;SQL
NA Web Assembly
Yes
MySQL;Redis
Dynamodb;Elasticsearch;MongoDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite
MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Composer
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
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
Neither trust nor distrust
null
null
null
null
null
null
null
No
No, and I don't plan to
null
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
Non repetitive work from which AI can learn.
null
10
2,054
2,055
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
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
Colleague or on-the-job training
10
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API Strong, active community
Prohibitive pricing NA
Other:
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
2
Ireland
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL
Dynamodb;H2;MariaDB;SQLite
Dynamodb
AWS RDS NA
Yes
Amazon Web Services (AWS);APT;Docker;Kubernetes;Maven (build tool);npm;Pip;Webpack
Amazon Web Services (AWS);APT;Chocolatey;Docker;Kubernetes;Make;npm;Terraform;Vite
Amazon Web Services (AWS);APT;Docker;Kubernetes;npm
NA Helm
Yes
Node.js;React;Spring Boot;WordPress
Deno;Next.js;Node.js;React;Spring Boot
Node.js;React;Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Neovim;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
NA NA
Amazon Bedrock
Large Language Model;Amazon Bedrock
Amazon Bedrock
null
null
MacOS;Android;Debian;Linux (non-WSL)
Ubuntu
GitLab;Jira;Markdown File
GitLab;Markdown File
GitLab;Markdown File
Microsoft OneNote NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Writing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Search for answers;Creating or maintaining documentation
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;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 don’t use AI tools regularly;Other (write in):
Not at all. A typical development flow of mine is: 1. Familiarise myself with the problem. 2. Familiarise myself with the language/platform. 3. Implement solution. This flow helps me learn skills and understand my solution line by line. I feel vibe coding leaves the individual in the dark when asked why the code was written in such a way. It also means the individual with no opportunity to "explore" the problem and the language documentation. It is like reading a plot synopsis for a movie instead of watching the movie
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
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 quick help troubleshooting
Ability to debug code and operate development tools effectively. Debugging code skill is important where AI tools write buggy code. Knowing how to operate development tools and languages is essential, otherwise it will not be possible to run the AI tool or run the final product before publishing it.
null
8
2,055
2,056
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
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Insurance
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
1
Romania
RON Romanian leu
250,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;OCaml;PowerShell;Python;SQL;TypeScript;Zig;Gleam
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
Yes
Elasticsearch;Microsoft SQL Server
Cosmos DB;Elasticsearch;Microsoft SQL Server;PostgreSQL
Elasticsearch;Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;jQuery;Node.js;Vue.js
ASP.NET Core;Blazor;Node.js;React;Svelte;Vue.js
ASP.NET Core;Node.js;Vue.js
NA NA
Yes
Cursor;Notepad++;Rider;Visual Studio;Visual Studio Code
Cursor;Notepad++;Rider;Visual Studio;Visual Studio Code;WebStorm
Cursor;Notepad++;Rider;Visual Studio;Visual Studio Code
NA NA
Large Language Model
Large Language Model;RAG;Google Gemini
Large Language Model
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Pop!_OS
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Miro;Obsidian
Confluence;GitHub;Jira;Miro;Obsidian
Confluence;GitHub;Jira;Miro;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Day-in-the-life profiles/interviews with experts
null
Neutral
I don't use AI or AI-enabled tools
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
Debugging or fixing code;Testing code
Learning about a codebase;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
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 monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;Data and analytics;Customer service support
Language processing;Vector databases for AI applications;MCP servers;Personalized agent creation
AI agents have increased my productivity.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
Ollama
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Soft skills, creative skills that require advance reasoning
57,437
10
2,056
2,057
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Transitioning to retirement (gradually reducing work hours);Engaged in paid work (10-19 hours per week)
50
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Architect, software or solutions
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
AI integration or AI Agent capabilities NA
Lack of AI or AI agents NA
Banking/Financial Services
Control over the level of quality in projects NA
No
I have transitioned into a new career and/or industry voluntarily
5
10
United States of America
PLN Polish zloty
500,000
null
Assembly;Bash/Shell (all shells);Perl
Assembly;Bash/Shell (all shells);Perl
Assembly;Bash/Shell (all shells);Perl
5 10
null
Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL
null
null
5 10
null
Ansible;Bun;Chocolatey;Cloudflare;Composer
null
null
5 10
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23;Amazon Bedrock
null
null
5432
354
Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
null
Google Colab;Google Workspace
Clickup;Coda
null
4 4
Stack Overflow;Stack Exchange;Discord
null
null
1 1
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.)
Use discussion or chat feature NA
Neutral
About half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Neither good or bad at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies;Other (write in):
null
null
null
It’s hard to understand how or why the code works
asdsa
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
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.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
136,450
7
2,057
2,058
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
28
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
Other (please specify):
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
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
4
2
Spain
EUR European Euro
60,000
Yes
HTML/CSS;Java;SQL;TypeScript
null
null
NA NA
Yes
H2;MariaDB;MySQL;Oracle;PostgreSQL;Redis
null
null
NA NA
Yes
Docker;Firebase;Google Cloud;Maven (build tool);npm
null
null
NA NA
Yes
Angular;Spring Boot
null
null
Jakarta NA
Yes
IntelliJ IDEA;Visual Studio Code;Xcode
null
null
NA NA
null
null
null
null
null
Android;Linux (non-WSL)
iOS;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
No, not at all
More than half the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Documenting code;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Deployment and monitoring
Testing code
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
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;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
I don't trust AI tools will become more capable so that developers skills will be needed
69,609
null
2,058
2,059
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
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)
9
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
10
0
United States of America
USD United States dollar
160,000
Yes
Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;Snowflake
Dynamodb;Elasticsearch;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Datadog;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;Poetry;Terraform;Webpack
Amazon Web Services (AWS);APT;Datadog;Docker;Homebrew;Kubernetes;Make;npm;Pip;Poetry;Terraform;Webpack
Amazon Web Services (AWS);APT;Datadog;Docker;Homebrew;Kubernetes;Make;npm;Pip;Poetry;Terraform;Webpack
NA NA
Yes
Django;FastAPI;Flask;React
Angular;Django;FastAPI;Flask;Node.js;React
Django;FastAPI;Flask;React
NA NA
Yes
Neovim;PyCharm;Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;Android;Debian;Linux (non-WSL);Pop!_OS
MacOS;Ubuntu;Android;Debian;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
null
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
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;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics
null
null
Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
not really
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
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
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
docker
null
null
null
ELK
ChatGPT;GitHub Copilot
null
When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
debugging, understanding how to break down a problem, security, business logic
160,000
8
2,059
2,060
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
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
12
Developer, front-end
20 to 99 employees
Individual contributor
Remote
No
Work
Reliability and low latency Lack of AI
Security or privacy concerns Presence of AI or AI Agents
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
8
6
United States of America
USD United States dollar
170,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Lua;MATLAB;Prolog;Python;R;Ruby;Rust;SQL;TypeScript
Assembly;C;HTML/CSS;Lua;Rust;SQL;TypeScript
Assembly;C;HTML/CSS;Lua;Rust;SQL;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Gradle;Homebrew;Make;New Relic;npm;Pip;Poetry;Webpack;Yarn
Cargo;New Relic;npm;Vite
Cargo;New Relic;npm
NA NA
Yes
Flask;jQuery;Node.js
Node.js
Node.js
NA NA
Yes
Visual Studio Code;VSCodium
VSCodium
VSCodium
NA NA
Large Language Model;Amazon Bedrock
null
null
null
null
Pop!_OS
Pop!_OS
GitHub;Google Workspace;Markdown File;Wikis
GitHub;Google Workspace;Markdown File;Wikis
GitHub;Google Workspace;Markdown File;Wikis
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X
Discord;Reddit;GitHub (public projects, not private repos)
Discord;Reddit;GitHub (public projects, not private repos)
Mastodon Maatodon
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
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
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Search for answers
null
Other (write in):
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, and I don't plan to
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.
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
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
Critical thinking. Safe refactoring. Documentation. Debugging. Ethical thinking. Security analysis. Code reading. Risk mitigation. Design skills. Communication. Distilling vague requirements. Code review. Physical ergonomics. Cooking. Taking out the trash regularly. Showering.
170,000
9
2,060
2,061
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.)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
7
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
null
null
null
Retail and Consumer Services
null
No
null
null
null
Bulgaria
BGN Bulgarian lev
110,000
Yes
Java;SQL
Java;SQL
Java;SQL
NA NA
Yes
H2;MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Docker;Kubernetes;Maven (build tool);Prometheus;Splunk
Docker;Kubernetes;Maven (build tool);Prometheus;Splunk
Docker;Kubernetes;Maven (build tool);Prometheus;Splunk
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu;Android;Linux (non-WSL)
Windows
Confluence;GitHub;GitLab;Jira;Markdown File
null
null
NA NA
Stack Overflow;Reddit;X;YouTube;Medium
Stack Overflow
Stack Overflow
NA NA
Yes
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
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
65,237
6
2,061
2,062
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
19
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reliability and low latency NA
Lack of or sub-par API NA
Energy
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
2
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
42,000
Yes
C;C#;C++;HTML/CSS;JavaScript
C;C#;C++;HTML/CSS;JavaScript;Python;TypeScript
C;C#;C++;HTML/CSS;JavaScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
AngularJS
Angular;AngularJS
AngularJS
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
c++23
c++23
c++23
null
null
Windows
Windows
Azure Devops
GitHub
null
NA NA
Stack Overflow;Stack Exchange;Discord;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Logic games/puzzles;Direct messaging of users
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;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
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, vibe coding is an embarrassment.
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.;I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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 of the same as currently.
57,179
5
2,062
2,063
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.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
38
Developer, QA or test
null
null
null
No
Work
null
Availability of better alternatives NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
6
4
Turkey
TRY Turkish lira
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;SQL
Go;Rust;SQL
Rust;SQL
NA NA
Yes
Elasticsearch;PostgreSQL;Redis
PostgreSQL;Valkey
PostgreSQL
NA NA
Yes
APT;Cargo;Digital Ocean;Docker;Pip;pnpm;Podman;Poetry;Prometheus;Vite;Yarn
APT;Cargo;Digital Ocean;Docker;pnpm
APT;Cargo;Digital Ocean;Docker;pnpm
NA NA
Yes
FastAPI;Flask;Node.js;React;Svelte
Svelte;Axum
Svelte
Actix-Web Actix-Web, Leptos
Yes
Neovim;Vim;Visual Studio Code;VSCodium;Zed
Zed
Zed
NA NA
null
null
null
leptos
leptos
Ubuntu;Fedora;Pop!_OS
Debian;Fedora
GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow;Reddit;YouTube;Medium
Stack Overflow;YouTube
Stack Overflow;YouTube
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
Infrequently, less than once per year
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Writing code;Generating content or synthetic data
Learning about a codebase;Deployment and monitoring
Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
No.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
AI agents have improved the quality of my code.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
null
null
Claude Sonnet 3.7
null
null
null
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Complex problem solving, software architecture
null
5
2,063
2,064
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
13
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
Fintech
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
15
30
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Lua;MATLAB;PowerShell;Python;Rust;Scala;TypeScript
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Lisp;Lua;MATLAB;OCaml;Prolog;Python;Rust;Scala;TypeScript
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Lua;MATLAB;Python;Rust;Scala;TypeScript
Haskell Haskell
Yes
PostgreSQL;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Make;Maven (build tool);Microsoft Azure;npm;Pip;Terraform;Vite;Webpack;Yarn
Cloudflare;Make;Poetry;Terraform
Cloudflare;Make;Terraform
NA NA
Yes
Deno;Express;Flask;jQuery;Node.js;React;Ruby on Rails;Vue.js
Express;Flask;jQuery;Node.js;React;Vue.js
Express;Flask;jQuery;Node.js;React;Vue.js
NA NA
Yes
Neovim;Vim;Visual Studio Code
Neovim;Vim
Neovim;Vim
NA NA
null
null
null
null
null
Ubuntu
Ubuntu;NixOS
Azure Devops;GitHub;Markdown File;Wikis
GitHub;GitLab;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
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
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.;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
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):
Flawed premise.
null
8
2,064
2,065
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
20
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
12
12
United States of America
USD United States dollar
210,000
Yes
Go;HTML/CSS;JavaScript;Python;TypeScript
Go;HTML/CSS;Python;TypeScript
Go;HTML/CSS;Python;TypeScript
NA NA
Yes
BigQuery;PostgreSQL;Redis
DuckDB;PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Docker;Homebrew;Kubernetes;npm;Pip;Prometheus;Terraform;Vite
Pip;Prometheus
Pip;Prometheus
NA NA
Yes
FastAPI;React
FastAPI
FastAPI
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code;Windsurf;Zed
Neovim;Windsurf;Zed
Neovim;Windsurf;Zed
NA NA
null
null
null
null
null
Fedora
MacOS
Doxygen;GitHub;Google Workspace;Linear;Markdown File;Trello
GitHub;Google Workspace;Linear;Markdown File
GitHub;Google Workspace;Linear;Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);LinkedIn
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.)
Other (write in): Read answers to my question redirected from search
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring
Learning about a codebase;Testing code
Creating or maintaining documentation
Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Other (write in):
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
210,000
10
2,065
2,066
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
17
Engineering manager
5,000 to 9,999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
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
20
7
Lithuania
EUR European Euro
120,000
Yes
C#;Python
C#;Python
C#;Python
NA NA
Yes
Databricks SQL;SQLite
SQLite
SQLite
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet;Pip
Microsoft Azure;Pip
Microsoft Azure;Pip
NA NA
Yes
React
null
null
NA NA
Yes
Sublime Text;Visual Studio;Visual Studio Code
Sublime Text;Visual Studio
Sublime Text;Visual Studio
NA NA
null
null
null
null
null
Windows;Android
Windows
Azure Devops;Doxygen;GitHub;Markdown File
Azure Devops
Azure Devops
logseq logseq
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
IT operations
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
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.
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
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Real old-school development skills, especially when the younger generation is digging their own grave by overrelying on AI, especially for learning purposes
139,218
10
2,066
2,067
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;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
15
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
8
10
Switzerland
CHF Swiss franc
66,000
Yes
Bash/Shell (all shells);C;C#;Go;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;Ruby;SQL;TypeScript
Dart;Rust
null
NA NA
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;PostgreSQL;Redis;SQLite
Supabase
null
NA NA
Yes
APT;Cargo;Cloudflare;Composer;Digital Ocean;Docker;Homebrew;Make;Maven (build tool);npm;Pacman;Pip;pnpm;Vite
Bun
null
uv NA
Yes
Angular;Deno;jQuery;Node.js;Nuxt.js;Vue.js
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Nano;Visual Studio Code
null
null
NA NA
Large Language Model;RAG;Google Gemini
null
null
null
null
Windows;MacOS;Ubuntu;Android;Arch;iPadOS
Windows;Ubuntu;iPadOS
GitHub;Jira;Markdown File;Notion;Obsidian
null
null
Forgejo NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Project planning;Testing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
81,835
8
2,067
2,068
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Stack Overflow or Stack Exchange
16
Data scientist
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
Ethical concerns NA
Healthcare
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
12
2
United States of America
USD United States dollar
176,131
Yes
Bash/Shell (all shells);Go;Python;R;Rust;Scala;SQL
Bash/Shell (all shells);Python;R;SQL
Bash/Shell (all shells);Python;R;SQL
NA NA
Yes
BigQuery;Microsoft SQL Server
BigQuery
BigQuery
TigerGraph NA
Yes
Google Cloud;Homebrew;Microsoft Azure
Composer;Google Cloud;Homebrew;Microsoft Azure;Terraform
Google Cloud;Homebrew;Microsoft Azure
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;RustRover;Vim;Visual Studio Code
PyCharm;Vim
PyCharm;Vim
Rstudio Rstudio
Polars;Large Language Model;Google Gemini
Polars;Large Language Model;Google Gemini
Polars;Large Language Model;Google Gemini
null
null
Windows;Pop!_OS
MacOS;Debian
Azure Devops;YouTrack
Azure Devops
Azure Devops
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Testing code
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data;Learning new concepts or technologies
null
Debugging or fixing code;Search for answers
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
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
All current developer skills will remain valuable. I'm a strong disbeliever in strong AI.
176,131
8
2,068
2,069
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;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
20
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Prohibitive pricing NA
Fintech
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
2
3
United States of America
USD United States dollar
195,000
Yes
Go;HTML/CSS;JavaScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Vite
Vite
Vite
NA NA
Yes
Vue.js
Vue.js
Vue.js
NA NA
Yes
Cursor;Visual Studio Code
Cursor
Cursor
NA NA
null
null
null
null
null
MacOS;iOS;NixOS
MacOS
GitHub;Jira;Obsidian
GitHub
GitHub
NA NA
Stack Overflow;LinkedIn;Company-sponsored forums
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
No
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning;Committing and reviewing code
Writing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
195,000
6
2,069
2,070
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Availability of better alternatives NA
Other:
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
9
3
United States of America
USD United States dollar
130,000
Yes
C#;C++
C#
C#
NA NA
Yes
SQLite
SQLite
SQLite
GeoPackage GeoPackage
Yes
MSBuild;NuGet
MSBuild;NuGet
MSBuild;NuGet
GitHub Actions GitHub Actions
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
null
null
null
null
null
Windows
Windows
Confluence;GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord
Stack Overflow;Discord
Stack Overflow;Discord
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Debugging or fixing code;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No, AI generated autocomplete via Copilot is used, but not as often for converting descriptions of tasks into code.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;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 helped me solve complex problems more effectively.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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
GitHub Copilot
null
null
GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Complex multi-step problem solving. AI works well when the parameters are well defined or you are optimizing for single steps, but defining the parameters and creatively guiding the problem solving process and focusing on the points that matter will take human skill.
130,000
7
2,070
2,071
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
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
null
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
5
2
Canada
CAD Canadian dollar
100,000
Yes
Go;HTML/CSS;JavaScript;PHP;SQL
C;C++;Go;HTML/CSS;JavaScript;PHP;Rust;SQL;TypeScript
Go;HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
BigQuery;Dynamodb;MariaDB;MySQL;Redis
Dynamodb;MariaDB;MySQL;Redis
Dynamodb;MariaDB;MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Datadog;Docker;Netlify;npm;Terraform
Amazon Web Services (AWS);Composer;Datadog;Docker;Firebase;npm
Amazon Web Services (AWS);Composer;Datadog;Docker;npm
NA NA
Yes
jQuery;Laravel;Symfony
Laravel;React;Symfony;Vue.js
Laravel;Symfony
NA NA
Yes
PhpStorm;Vim;Visual Studio Code
PhpStorm
PhpStorm
Goland Goland
null
null
null
null
null
MacOS
MacOS;Debian
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Miro;Notion;Trello
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
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
Chat (people);Coding challenges;Chat (bot/AI)
Comment on Q&A posts NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers;Generating content or synthetic data
Project planning;Documenting code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Writing code;Testing code;Deployment and monitoring
Learning about a codebase;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
Not at all
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 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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding problem domain, even if not the solution. Understanding how to ask the right questions of AI to get the best answers. Being able to quickly understand code output, as to avoid blind copy/paste
72,958
8
2,071
2,072
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
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality Does not mention AI anywhere (neither in marketing nor the feature description)
Marketing mentions AI features
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
8
Switzerland
CHF Swiss franc
100,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL
SQL
SQL
Jai Jai
Yes
Microsoft SQL Server
MySQL
null
NA NA
Yes
Datadog;Docker;Kubernetes;Microsoft Azure;NuGet
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;iOS
Windows;Ubuntu
Azure Devops;Confluence;GitHub;Jira;Lucid (includes Lucidchart);Miro;Notion;Trello
GitHub;Lucid (includes Lucidchart);Notion;Trello
GitHub;Lucid (includes Lucidchart);Notion;Trello
NA NA
Stack Overflow;Discord;X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;X;YouTube;Twitch
Stack Overflow;Discord;X;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges
Bookmark posts to look at later NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
I very strongly oppose “vibe coding”.
No, and I don't plan to
Not at all or minimally
null
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.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
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;When I need help fixing complex or unfamiliar code
Having an understanding of low level concepts such as cpu and ram optimization strategies or allocation concepts. How memory is managed. Generally just how a computer works. Otherwise one cannot judge wether or not the code is doing the proper thing.
123,993
6
2,072
2,073
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
42
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
41
Database administrator or engineer
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Poor usability NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
1
0
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
100,000
Yes
Assembly;COBOL;MicroPython;Perl;PHP;Python;SQL
Assembly;COBOL;MicroPython;Perl;PHP;Python;SQL
Assembly;COBOL;MicroPython;Perl;PHP;Python;SQL
REXX REXX
Yes
IBM DB2
IBM DB2
IBM DB2
IBM IMS/DL1 IBM IMS/DL1
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
IBM Db2
IBM Db2
Windows;Debian;Linux (non-WSL)
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Daily or almost daily
Message Boards
Upvote/Downvote Q&A posts NA
Yes, somewhat
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;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
Haven't a clue what that means.
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.;I have concerns about the security and privacy of data when using AI agents.
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
null
null
null
null
null
null
null
null
When I need quick help troubleshooting
I'm sticking with the old fashioned mainframe development process.
136,141
null
2,073
2,074
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
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
No, I didn't spend time learning in the past year
null
15
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Other:
Control over the level of quality in projects NA
Yes
I have somewhat considered changing my career and/or the industry I work in
15
10
Belgium
EUR European Euro
60,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;SQLite
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
MariaDB;Microsoft SQL Server;MySQL;SQLite
NA NA
Yes
Chocolatey;Microsoft Azure;Pacman;Podman
Chocolatey;Microsoft Azure;Pacman;Podman
Chocolatey;Microsoft Azure;Pacman;Podman
NA NA
Yes
AngularJS;ASP.NET;Symfony
AngularJS;ASP.NET;Symfony;Vue.js
AngularJS;ASP.NET;Symfony
NA NA
Yes
Nano;Notepad++;Visual Studio
Nano;Notepad++;Visual Studio
Nano;Notepad++;Visual Studio
Gedit, GNOME Builder Gedit, GNOME Builder
null
null
null
null
null
Arch
Windows
Azure Devops;GitHub;GitLab;Markdown File
Azure Devops;GitHub;GitLab;Markdown File
Azure Devops;GitHub;GitLab;Markdown File
NA NA
null
null
null
duckduckgo, duck.ai duckduckgo, duck.ai
Yes
null
null
null
Microsoft Copilot, duck.ai Microsoft Copilot, duck ai
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
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 monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code
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
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 have ethical or security concerns about code
Review
69,609
5
2,074
2,075
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)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc);Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Academic researcher
null
null
null
null
School
Robust and complete API NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
10
7
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
0
Yes
Bash/Shell (all shells);C;C#;C++;Java;JavaScript;MATLAB;Python
Assembly;Bash/Shell (all shells);C;C#;C++;GDScript;HTML/CSS;MATLAB;Rust
Bash/Shell (all shells);C;C#;C++;MATLAB
VHDL VHDL
No
null
null
null
NA NA
Yes
Make;Pip
null
null
NA NA
null
FastAPI
null
null
NA NA
Yes
Android Studio;Eclipse;Notepad++;PyCharm;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Vim;Visual Studio;Visual Studio Code
Notepad++;Rider;Visual Studio;Visual Studio Code
Choregraphr Suite, MPLAB IDE , E2 Studio, MATLAB, Arduino IDE, PandaSuite Studio MATLAB, Arduino IDE,
Microsoft Fabric
c++23;Microsoft Fabric
Microsoft Fabric
null
null
Windows;Arch
Windows;Android;Debian
GitHub;Obsidian
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;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, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;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, I hate this
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
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;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
creativity, Problem Solving, the humanity, ethical views, experience with legacy products
null
null
2,075
2,076
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
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
13
Architect, software or solutions
100 to 499 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Use of AI technologies
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Denmark
DKK Danish krone
840,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;PHP;SQL;TypeScript;Gleam
Bash/Shell (all shells);HTML/CSS;PHP;SQL;TypeScript
NA NA
Yes
BigQuery;Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Cloudflare;Datadog;Digital Ocean;Docker;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;pnpm;Vercel;Vite;Webpack
Digital Ocean;pnpm;Vite
Digital Ocean;pnpm;Vite
BunnyCDN, UpCloud, Hetzner, Fly.io BunnyCDN, UpCloud, Fly.io
Yes
Astro;Express;jQuery;Laravel;NestJS;Next.js;Node.js;Phoenix;React;WordPress
Laravel;NestJS;Phoenix;React;Symfony;WordPress
Laravel;NestJS;Phoenix;React;WordPress
Vike Vike
Yes
Cursor;IntelliJ IDEA;Nano;PhpStorm;Sublime Text;Visual Studio Code;WebStorm;Zed
Cursor;Nano;Sublime Text
Cursor;Nano;Sublime Text
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Odoo;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Mantine, Radix, Vike
Mantine, Radix, Vike
MacOS;iOS;iPadOS
MacOS;iOS;Debian;iPadOS
Asana;Azure Devops;Confluence;GitHub;Jira;Markdown File;Miro;Monday.com;Notion
Airtable;GitHub;Linear;Markdown File
GitHub;Markdown File
NA NA
Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
NA NA
Yes
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;X Grok models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Videos
Directly open a Q&A post via search, documentation or a peer NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Project planning;Documenting code;Deployment and monitoring;Generating content or synthetic data
null
null
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
No. I do prompts, but it is crucial that AI is a tool, not a coder.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics;Customer service support;Marketing
Language processing;Agent/multi-agent orchestration;MCP servers;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 improved collaboration within my team.
null
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.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
Sentry;Grafana + Prometheus
null
ChatGPT;Claude Code;v0.dev
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
Having opinions
130,637
9
2,076
2,077
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Transitioning to retirement (gradually reducing work hours)
40
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
40
Developer, desktop or enterprise applications
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
null
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
null
Canada
CAD Canadian dollar
50,000
Yes
C#;HTML/CSS;PHP
C#;HTML/CSS;PHP;Python
C#;HTML/CSS;PHP
NA NA
Yes
BigQuery;MySQL
BigQuery;MySQL
BigQuery;MySQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Google Gemini
RAG;Google Gemini
Google Gemini
null
null
Windows
Windows;MacOS
null
null
null
NA NA
Stack Overflow;Discord;Reddit;Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Slack (public channels, not work);Bluesky;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
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 weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
It would be a very small part of my work; to suggest a starting point for small portions of code to address specific programming challenges
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.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;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
Code optimization for task/purpose, solution architecture, usability and UI design
36,479
8
2,077
2,078
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I didn't spend time learning in the past year
null
18
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Work
null
null
Government
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
20
0
United States of America
USD United States dollar
120,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;VBA
Bash/Shell (all shells);PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);PowerShell;Python;SQL
NA NA
Yes
MariaDB;MongoDB;Oracle
MariaDB;MongoDB
MariaDB;MongoDB
NA NA
Yes
Kubernetes;npm;Pip;Podman;Vite
Kubernetes;npm;Pip;Podman;Vite
Kubernetes;npm;Pip;Podman;Vite
NA NA
Yes
FastAPI;React
FastAPI
FastAPI
NA NA
null
null
null
null
phind, google NA
null
null
null
null
null
Windows
Windows
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Debugging or fixing code;Generating content or synthetic data
null
Search for answers
I haven’t encountered any problems
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
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 have ethical or security concerns about code
All skills but to a lesser degree
120,000
null
2,078
2,079
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
29
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
null
Media & Advertising Services
Control over the level of quality in projects NA
Yes
I have neither consider or transitioned into a new career or industry
2
4
Austria
EUR European Euro
62,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
null
null
NA NA
Yes
BigQuery;Firebase Realtime Database;MariaDB;MySQL;Oracle;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Firebase;Google Cloud
null
null
NA NA
Yes
Angular;jQuery;Laravel;Node.js
null
null
NA Livewire
Yes
PhpStorm;Sublime Text
null
null
NA NA
Google Gemini
null
null
null
null
iOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira;Trello;Wikis
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
Mistral AI models
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Testing 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
Vibe coding is no Professional Development Work
No, but I plan to
Yes, somewhat
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.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Fully Understanding the Business Logik and understand the needs of the Business owners
71,929
5
2,079
2,080
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
9
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Inefficient or time-costly NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
6
4
Austria
EUR European Euro
47,600
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet;Vite;Webpack
Microsoft Azure;npm;NuGet
Microsoft Azure;npm;NuGet
NA NA
Yes
Angular;Node.js
Angular
Angular
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Debian
Windows
Azure Devops;GitHub;Markdown File;Trello
Azure Devops;GitHub;Markdown File;Trello
Azure Devops;GitHub;Markdown File;Trello
Asciidoc/Antora Asciidoc/Antora
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 1 and 3 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
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;Other (write in):
No. It might be one day, but I feel AI is still having trouble just assisting with writing or even just performing minor adjustments to code. I keep trying and getting disappointed, so I use it for simple tasks like using the autocomplete-function in Visual Studio for comments and small pieces of obvious code.
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 reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
Understanding code and patterns, being able to translate real-world requirements to abstract processes that interconnect with many other processes, detail-oriented thinking, recognizing and understanding conventions that make it easier or harder to write code
55,223
9
2,080
2,081
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.)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have neither consider or transitioned into a new career or industry
10
null
Czech Republic
CZK Czech koruna
2,500,000
Yes
HTML/CSS;TypeScript
HTML/CSS;TypeScript
HTML/CSS;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
WebStorm
WebStorm
WebStorm
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
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
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
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Committing and reviewing code;Generating content or synthetic data
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
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
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.
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
null
117,014
8
2,081
2,082
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
10
Developer, back-end
null
null
null
null
Personal Project
null
Prohibitive pricing NA
null
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
6
3
Austria
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;Rust;Scala;SQL
Elixir;Go;Rust
Rust
NA NA
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
APT;Cargo;Cloudflare;Docker;Make;Netlify;npm;Pacman
APT;Cargo;Docker;Make;Netlify;Pacman
APT;Cargo;Docker;Make;Netlify;Pacman
NA NA
Yes
Node.js;Spring Boot
null
null
NA NA
Yes
Claude Code;IntelliJ IDEA;Nano;Notepad++;PyCharm;RustRover;Vim;Visual Studio Code;WebStorm
Claude Code;IntelliJ IDEA;Notepad++;PyCharm;RustRover;Vim;Visual Studio Code
Claude Code;IntelliJ IDEA;Notepad++;PyCharm;RustRover;Vim;Visual Studio Code
NA NA
c++23
null
null
null
null
Windows;Arch
Arch
GitHub;GitLab;Obsidian
Obsidian
Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;YouTube;Twitch
Discord;Hacker News
Discord;Hacker News
NA NA
null
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Predictive analytics;Search for answers
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
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.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
High level architecture, ability to deliver end to end solutions, consistency of code across files/modules/etc.
null
7
2,082
2,083
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
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);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
Ethical concerns NA
Government
Collaboration and support from a team NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
7
6
Sweden
SEK Swedish krona
525,600
Yes
C#;HTML/CSS;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;Python;Rust;SQL;TypeScript
HTML/CSS;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
NuGet;Podman
IBM Cloud;Kubernetes;NuGet;Podman
NuGet;Podman
NA NA
Yes
ASP.NET Core
Angular;ASP.NET Core;React;Svelte;Vue.js
ASP.NET Core
NA NA
Yes
IntelliJ IDEA;Rider;Visual Studio Code
IntelliJ IDEA;Rider;Visual Studio Code
IntelliJ IDEA;Rider;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Confluence;Jira;Obsidian
GitHub;GitLab;Markdown File;Obsidian
Obsidian
NA NA
YouTube;Medium
Discord;GitHub (public projects, not private repos);YouTube;Medium
YouTube;Medium
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Less than once every 2 - 3 months
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Videos;Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
null
null
null
Search for answers;Learning new concepts or technologies
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.;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 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
dev ops, testing
55,094
2
2,083
2,084
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
30
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Remote
No
Personal Project
null
Poor usability 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
20
null
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);JavaScript;Python
Bash/Shell (all shells);Go;Python
Bash/Shell (all shells);Python
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;IBM Cloud;Kubernetes;Make;npm;Pip;Yarn
Amazon Web Services (AWS);Google Cloud;IBM Cloud;Kubernetes;Make;Pip
Amazon Web Services (AWS);Google Cloud;IBM Cloud;Kubernetes;Make;Pip
NA NA
Yes
Node.js;React
null
null
NA NA
Yes
Sublime Text;VSCodium
Sublime Text;VSCodium
Sublime Text;VSCodium
NA NA
null
null
null
null
null
Windows;Linux (non-WSL);Red Hat;Fedora
Linux (non-WSL);Red Hat;Fedora
GitHub;GitLab;Google Workspace;Jira;Miro
GitHub;GitLab;Google Workspace;Jira
GitHub;GitLab;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Other (write in): I grow wearly of your survey. this is too long.
No, not really
Rarely, almost never
No, but I plan to soon
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
hard nope but maybe in future?
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 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 may turn into problem shaping/framing -- which is a communication skill, which underlies the ability to code. I f you can't explain / pseudocode it, you can't code it. But I guess in future it'll be "if you can't write the correct prompts to get the ai to code it for you..."
null
6
2,084
2,085
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Books / Physical media
40
Data scientist
Just me - I am a freelancer, sole proprietor, etc.
null
null
No
Work
Reliability and low latency NA
Poor usability Intensive mouse usage
Banking/Financial Services
null
Yes
I have neither consider or transitioned into a new career or industry
3
3
Netherlands
EUR European Euro
null
Yes
Python;R;VBA
Python;R;Rust;VBA
Python;R;VBA
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
null
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Unsure
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Testing code
null
Learning about a codebase;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Yes
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Creativity, oversight
null
null
2,085
2,086
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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)
7
Developer, full-stack
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
Connected to an open-source project NA
null
Software Development
Expert mentors NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
Yes
HTML/CSS;JavaScript;Python;R;SQL
C++;Python;R;Rust;SQL;Swift
Python;R;SQL
NA NA
Yes
Firebase Realtime Database;MySQL;PostgreSQL
PostgreSQL;SQLite
PostgreSQL
NA NA
null
Docker;Make;Pip
Docker
Docker
NA NA
Yes
FastAPI;Node.js;WordPress
FastAPI
FastAPI
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;PyCharm
PyCharm;Vim
PyCharm
NA NA
Large Language Model
Polars;Large Language Model
Large Language Model
null
null
Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
A few times per week
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Search for answers;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
null
I haven’t encountered any problems
No. It's the same as saying generating AI art makes you an artist; it straight up doesn't. You can use a tool to do something, but you don't know how to do it yourself.
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.
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 want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving, communication, being able to read code without external explanations.
null
8
2,086
2,087
I code primarily as a hobby
Prefer not to say
Some college/university study without earning a degree
Retired
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Retired
null
null
null
null
null
null
null
null
null
null
null
null
null
Australia
AUD Australian dollar
null
No
null
null
null
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
null
null
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
null
null
Yes, somewhat
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
null
null
null
null
null
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2,087
2,088
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
28
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
null
Software Development
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
8
null
Germany
EUR European Euro
900,000
Yes
C#;GDScript;Lua;Swift
C#;GDScript;Lua
C#;GDScript;Lua
NA Jai, Odin
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Visual Studio Code;Xcode
Cursor;Neovim;Rider;Visual Studio;Visual Studio Code;Xcode
Neovim;Visual Studio Code;Xcode
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;MacOS;iOS
MacOS;iOS
GitHub;Markdown File;Miro
GitHub;Markdown File;Miro
GitHub;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack
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
Long-form articles;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
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not at all.
No, and I don't plan to
Yes, to a great extent
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.;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
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
Software architecture Product design Communication with customers/users
1,044,132
9
2,088
2,089
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Manufacturing
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
8
5
Italy
EUR European Euro
40,000
Yes
Python;SQL
Python;Rust;SQL
Python;SQL
NA NA
Yes
Oracle;SQLite
Oracle;SQLite
Oracle;SQLite
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;RustRover;Visual Studio Code
Notepad++;Visual Studio Code
Datagrip Datagrip
null
null
null
null
null
Windows;Debian
Windows
Confluence;GitHub;Jira;Markdown File;Obsidian
Confluence;GitHub;Jira;Markdown File;Obsidian
Confluence;GitHub;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles
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
Indifferent
Somewhat 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
I don’t use AI tools regularly;Other (write in):
n o
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.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions
understanding user's needs
46,406
7
2,089
2,090
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
23
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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
6
Developer, front-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Media & Advertising Services
You like your manager NA
Yes
I have strongly considered changing my career and/or the industry I work in
15
5
United States of America
USD United States dollar
118,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);COBOL;Go;HTML/CSS;Java;Ruby;Rust;SQL
Bash/Shell (all shells);HTML/CSS;SQL
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;MySQL;Redis
null
null
NA NA
Yes
Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;Webpack;Yarn
null
null
NA NA
Yes
Express;jQuery;Node.js;React;WordPress
null
null
NA NA
Yes
Claude Code;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;Windsurf;Xcode
Vim;Windsurf
Vim;Windsurf
NA NA
Google Gemini
Large Language Model
null
null
null
MacOS
null
Confluence;GitHub;Google Colab;Google Workspace;Jira
null
null
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Job board;Chat (bot/AI)
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning
Testing code;Committing and reviewing code;Deployment and monitoring
null
Learning about a codebase;Debugging or fixing code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Yes.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Decision intelligence
null
AI agents have helped me solve complex problems more effectively.
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
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.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
Redis
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Communication with people, project management, creativity.
118,000
7
2,090
2,091
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);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
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
24
Architect, software or solutions
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API a
b
Software Development
Control over the level of quality in projects a
No
I have neither consider or transitioned into a new career or industry
3
null
United States of America
USD United States dollar
null
Yes
C#;HTML/CSS;Java;JavaScript;MicroPython;PHP;Python;SQL;TypeScript;Visual Basic (.Net)
null
null
NA NA
Yes
Microsoft SQL Server;MySQL;Oracle;PostgreSQL
null
null
NA NA
Yes
Cloudflare;Docker;Maven (build tool);New Relic;NuGet
null
null
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Drupal;jQuery;Node.js;Vue.js;WordPress
null
null
NA NA
Yes
Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;iOS;Red Hat
null
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Videos;Direct messaging of users
a
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;Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
null
null
null
null
Debugging AI-generated code is more time-consuming
Yes, its used to suppliment coding.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
Adaptability
null
10
2,091
2,092
I used to be a developer by profession, but no longer am
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
39
Engineering manager
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Retail and Consumer Services
null
No
I have transitioned into a new career and/or industry voluntarily
40
10
United States of America
USD United States dollar
414,000
Yes
Python;SQL
Go;SQL
SQL
HCL (Terraform) HCL (Terraform)
Yes
Microsoft SQL Server;MySQL;Snowflake;Amazon Redshift
Snowflake
Snowflake
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Google Cloud;Homebrew;Terraform
Amazon Web Services (AWS);Datadog;Docker;Google Cloud;Homebrew;Terraform
Amazon Web Services (AWS);Datadog;Docker;Google Cloud;Homebrew;Terraform
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Neovim;Vim
Claude Code;Cursor;IntelliJ IDEA;Neovim;Vim
Claude Code;Cursor;IntelliJ IDEA;Neovim;Vim
NA NA
Amazon Bedrock
Amazon Bedrock
Amazon Bedrock
null
null
MacOS;Android
MacOS
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning 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
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Testing code;Search for answers
null
Project planning;Deployment and monitoring
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
AI solutions that are almost right, but not quite
Not at all.
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.
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.;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 have ethical or security concerns about code
Understanding business needs.
414,000
null
2,092
2,093
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
30
Engineering manager
500 to 999 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
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
3
1
United States of America
USD United States dollar
140,000
Yes
Java;SQL
Java;SQL
Java;SQL
RPG RPG
Yes
IBM DB2;PostgreSQL
IBM DB2;PostgreSQL
IBM DB2;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Amazon Web Services (AWS)
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
Windows
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Day-in-the-life profiles/interviews with experts
null
Yes, somewhat
null
No, but I plan to soon
Indifferent
Somewhat trust
Bad at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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 want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
In the next 3–5 years, developers will remain valuable by focusing on skills AI can't replicate: problem-solving, software architecture, code quality oversight, communication, domain expertise, adaptability, and ethical development. These skills ensure developers can design smart systems, collaborate effectively, and apply AI tools responsibly in real-world contexts.
140,000
10
2,093
2,094
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
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
8
Student
null
null
null
null
Personal Project
Costs are manageable NA
null
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Canada
CAD Canadian dollar
0
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Lua;OCaml;Python;Rust;Swift;TypeScript
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Python;Swift;TypeScript;Zig
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Python;Swift;TypeScript
Haskell NA
Yes
Cloud Firestore;Dynamodb;Redis;Supabase
Cloud Firestore;Dynamodb;Redis
Cloud Firestore;Dynamodb;Redis
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Docker;Firebase;Homebrew;Kubernetes;Make;Ninja;npm;Pacman;Pip;pnpm;Podman;Prometheus;Terraform;Vercel;Vite;Webpack
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Homebrew;Ninja;npm;Pip;Podman;Vite
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Ninja;npm;Pip;Podman;Vite
NA NA
Yes
Deno;Express;FastAPI;Flask;Next.js;Node.js;React;Svelte
Astro;Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Rider;RustRover;Vim;Visual Studio Code;WebStorm;Xcode;Zed
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;PyCharm;Rider;Vim;WebStorm;Xcode
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;PyCharm;Rider;Vim;WebStorm;Xcode
CLion, GoLand CLion, GoLand
Tailwind CSS 4;Large Language Model;SwiftData;RAG;Google Gemini
Tailwind CSS 4;Large Language Model;SwiftData
Tailwind CSS 4;Large Language Model;SwiftData
null
null
MacOS;iOS;iPadOS
MacOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles
null
No, not at all
More than half the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Generating content or synthetic data
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code;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;It’s hard to understand how or why the code works
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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 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
Problem solving
null
null
2,094
2,095
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 didn't spend time learning in the past year
null
28
Developer, back-end
100 to 499 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
Work
Good brand and public image NA
Security or privacy concerns NA
Other:
Other (please specify): WFH
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
166,200
Yes
C;C#;C++;PowerShell;Rust
C;C#;C++
C;C#;C++
NA NA
Yes
Cosmos DB;Microsoft SQL Server;SQLite
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Docker;Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
c++23
c++23
c++23
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Miro
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky
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
Job board
null
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
Fuck no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
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.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
null
Seeing through the "AI" hype
166,200
7
2,095
2,096
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
25
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Inefficient or time-costly 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
6
4
Canada
CAD Canadian dollar
275,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
BigQuery;PostgreSQL;Supabase
BigQuery;Neo4J;PostgreSQL;Redis;Supabase
BigQuery;PostgreSQL;Supabase
NA NA
Yes
Docker;Homebrew;Kubernetes;npm;Pip;Poetry;Supabase;Webpack;Yarn
Docker;Homebrew;Kubernetes;npm;Pip;Poetry;Supabase;Yarn
Docker;Homebrew;Kubernetes;npm;Pip;Poetry;Supabase;Yarn
NA NA
Yes
FastAPI;Flask;Next.js;Node.js;React
FastAPI;Next.js;Node.js;React
FastAPI;Next.js;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;iOS;iPadOS
MacOS;Ubuntu;Debian
GitHub;Google Workspace;Linear;Markdown File;Notion
GitHub;Google Workspace;Linear;Markdown File;Notion
GitHub;Google Workspace;Linear;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Mastodon Mastodon
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per week
Chat (people);Long-form articles;Chat (bot/AI)
Answer a question NA
Yes, somewhat
About 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;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
null
Learning about a codebase;Documenting code
Generating content or synthetic data
AI solutions that are almost right, but not quite;Other (write in):
I've been doing this more lately, and though I seldom use it to actually craft production-ready code, I find it's a great "companion", like rubber-ducking a solution. Usually it helps me hone in and refine what I want to accomplish, even if I may not end up using some or any of the generated code.
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
IT operations
Language processing;Vector databases for AI applications
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
supabase;pgvector;Pinecone
null
LangChain
null
Sentry;Grafana + Prometheus
null
ChatGPT;GitHub Copilot
Cursor (commercial VS Code fork), which uses several under the hood
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
Knowing the difference between right and wrong, and knowing how to understand what the AI spit out (and whether it's doing the right thing, the best way possible). Bonus points: AI is never (uh, probably never) going to truly understand business objectives. It's not going to be able to determine for you how to make the right business call in any given situation, especially when it relates to making engineering/code decisions.
200,635
10
2,096
2,097
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.)
Employed
Volunteering (regularly)
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
8
DevOps engineer or professional
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
7
5
Ukraine
UAH Ukrainian hryvnia
720,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MySQL;PostgreSQL
MariaDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Microsoft Azure;npm;Pip
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Kubernetes
Amazon Web Services (AWS);Cloudflare;Docker
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Android;Arch;Fedora
Windows;MacOS;Ubuntu;Android;Debian;Linux (non-WSL);Fedora
GitHub;GitLab;Google Workspace;Jira;Markdown File;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;Kaggle;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;LinkedIn
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Deployment and monitoring
null
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
null
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.;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
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
17,256
null
2,097
2,098
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Customizable and manageable codebase NA
Security or privacy concerns NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
9
3
Serbia
RSD Serbian dinar
2,400,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
Bash/Shell (all shells);Elixir;F#;Go;Java;JavaScript;Kotlin;Python;Scala;SQL;TypeScript;Gleam
Bash/Shell (all shells);Java;JavaScript;SQL;TypeScript
NA NA
Yes
H2;Oracle
Dynamodb;Elasticsearch;H2;MongoDB;MySQL;PostgreSQL;Redis
H2
NA NA
Yes
Docker;Kubernetes;Maven (build tool)
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Kubernetes;Maven (build tool)
Docker;Kubernetes;Maven (build tool)
NA NA
Yes
Angular;Node.js;Spring Boot
Angular;Django;Flask;Next.js;Node.js;Phoenix;React;Spring Boot;Svelte;Axum
Angular;Node.js;Spring Boot
NA NA
null
IntelliJ IDEA;Neovim;Notepad++;Vim;Visual Studio Code;VSCodium
IntelliJ IDEA;Neovim;Notepad++;Vim;Visual Studio Code;VSCodium
IntelliJ IDEA;Neovim;Notepad++;Vim;Visual Studio Code;VSCodium
NA NA
null
null
null
null
null
Ubuntu
Windows
Jira
Azure Devops;GitHub;GitLab;Markdown File
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Logic games/puzzles
null
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
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
not even remotely
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Debugging logic mistakes, writing meaningful tests
23,759
8
2,098
2,099
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
null
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Academic researcher
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
null
Higher Education
null
No
I have strongly considered changing my career and/or the industry I work in
20
20
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
49,000
Yes
Bash/Shell (all shells);Java;JavaScript;Kotlin;Python;R;Rust
Bash/Shell (all shells);Kotlin;Python;R;Rust
Bash/Shell (all shells);Kotlin;Python;R;Rust
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
APT;Cargo;Docker;Gradle;Make;Maven (build tool);Pip;Poetry
Cargo;Docker;Poetry
Cargo;Docker;Poetry
uv uv
Yes
Spring Boot
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;PyCharm;Visual Studio Code
Android Studio;PyCharm
Android Studio;PyCharm
emacs emacs
Large Language Model;RAG
null
null
null
null
Android;Fedora
Ubuntu;Android
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
Mastodon Mastodon
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
A few times per week
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
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
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;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Generating content or synthetic data
null
null
I don’t use AI tools regularly
fuck no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
Other (please specify):
Actually thinking and designing products and systems based on what real human beings want.
66,709
null
2,099
2,100
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
43
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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
53
Developer, full-stack
null
null
null
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
Control over the level of quality in projects NA
Yes
I have neither consider or transitioned into a new career or industry
6
6
United States of America
USD United States dollar
null
Yes
C;C#;C++;Delphi;Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Delphi;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Delphi;HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Composer;npm
Composer;npm
Composer;npm
NA NA
Yes
Drupal;Node.js
Drupal;Node.js
Drupal;Node.js
hugo hugo
Yes
Notepad++;Sublime Text;Visual Studio Code;Xcode
Notepad++;Sublime Text;Visual Studio Code
Notepad++;Sublime Text;Visual Studio Code
rad studio (delphi) rad studio (delphi)
null
null
null
null
null
MacOS;iOS;iPadOS
Windows;MacOS;iOS;Debian;iPadOS
GitHub;Wikis
GitHub;Google Workspace;Wikis
GitHub;Wikis
subversion, Joplin subversion, Joplin
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Neither good or bad 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
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
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
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 learn best practices;When I’m stuck and can’t explain the problem
null
null
8