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27,300
27,301
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
7
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)
4
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Fintech
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Poland
PLN Polish zloty
230,000
Yes
Bash/Shell (all shells);JavaScript;PowerShell;Ruby;SQL
null
null
NA NA
Yes
MySQL;PostgreSQL
null
null
AWS NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Heroku
null
null
NA NA
Yes
Node.js;Ruby on Rails
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;Jira;Miro
null
null
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Same as today
62,767
6
27,301
27,302
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Games or coding challenges;Books / Physical media
6
DevOps engineer or professional
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Banking/Financial Services
null
No
I have transitioned into a new career and/or industry voluntarily
1
6
India
INR Indian rupee
340,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;PowerShell;Python;SQL
Bash/Shell (all shells);C;C++;PowerShell;Python;Ruby;Rust;SQL
Bash/Shell (all shells);C;C++;PowerShell;Python;SQL
NA NA
Yes
MySQL;Oracle;PostgreSQL;SQLite
MySQL
MySQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Docker;Homebrew;Kubernetes;Make;Pip;Podman;Prometheus
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Docker;Kubernetes;Make;Pip;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Docker;Kubernetes;Make;Pip;Podman;Prometheus
NA NA
Yes
null
null
null
crowcpp NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
GitHub;Obsidian
GitHub;GitLab;Notion;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics
null
Deployment and monitoring;Generating content or synthetic data
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
Nope, it is nothing but killer of learning and creativity and shortcut to cheap things that is nothing but a rot.
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.
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.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Coding isn't going anywhere. learning AI and LLM's will help a lot in upcomming new jobs
3,952
null
27,302
27,303
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
6
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Developing specialized expertise NA
No
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
23,400
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;PHP;SQL;VBA;Visual Basic (.Net)
TypeScript
null
NA NA
Yes
MySQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Microsoft Azure;NuGet;Pip;pnpm
null
null
NA NA
Yes
Laravel;Vue.js
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++
null
null
NA NA
.NET 8 or higher;c++23;Tailwind CSS 4
null
null
null
null
Windows
Windows;Android
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Debugging or fixing code;Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Writing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
yea a little but I sprinkle in my own expertise to refine the output
No, and I don't plan to
Yes, somewhat
null
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.
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
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
A complete understanding of frameworks and technologies
31,857
8
27,303
27,304
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
23
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
Reliability and low latency NA
Security or privacy concerns NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
20
10
Russian Federation
RUB Russian ruble
1,350,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;SQL;TypeScript
HTML/CSS;SQL;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Cloudflare;Docker;npm;Webpack;Yandex Cloud
Cloudflare;npm;Webpack;Yandex Cloud
Cloudflare;npm;Webpack;Yandex Cloud
NA NA
Yes
Express;jQuery;Next.js;Node.js;React
Express;Next.js;React
Express;Next.js;React
NA NA
Yes
PhpStorm;Sublime Text
PhpStorm;Sublime Text
PhpStorm;Sublime Text
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
MacOS;iOS
MacOS;Ubuntu
Confluence;GitHub;GitLab;Miro;Monday.com;Notion;YouTrack
GitLab;Notion
GitLab;Notion
NA NA
null
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
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
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
17,225
null
27,304
27,305
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
20
Developer, front-end
20 to 99 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
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
7
3
Germany
EUR European Euro
null
Yes
HTML/CSS;JavaScript;PHP;Python;SQL
HTML/CSS;JavaScript;PHP;Python;SQL
HTML/CSS;JavaScript;PHP;Python;SQL
NA NA
Yes
MySQL;PostgreSQL
MySQL
MySQL
NA NA
Yes
Cloudflare;Docker
Cloudflare;Docker;Podman
Cloudflare;Docker
NA NA
Yes
jQuery;WordPress
jQuery;WordPress
jQuery;WordPress
NA NA
No
null
null
null
NA NA
Large Language Model;Ollama
null
null
null
null
Windows
Windows
Jira
null
null
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
null
DeepSeek (R- Reasoning models)
null
null
NA NA
Yes
A few times per week
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 at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Other (write in):;It’s hard to understand how or why the code works
no
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Data and analytics
null
null
null
AI agents have helped me automate repetitive tasks.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have impr...
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
6
27,305
27,306
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (10-19 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
3
Data scientist
Less than 20 employees
Individual contributor
In-person
No
School
Costs are manageable NA
Prohibitive pricing NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
5
null
Germany
EUR European Euro
20,000
Yes
C++;Python;SQL
Go;Java
null
NA NA
Yes
PostgreSQL;SQLite
null
null
NA NA
Yes
Docker
Amazon Web Services (AWS);Google Cloud;Microsoft Azure
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Ultralytics
null
null
null
null
Windows;Linux (non-WSL)
Windows;Android;iOS;Linux (non-WSL);iPadOS
GitHub;GitLab;Notion;Obsidian;Trello
null
null
NA NA
Stack Overflow;Discord;Reddit
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Testing code;Creating or maintaining documentation
Debugging or fixing code;Committing and reviewing code
Deployment and monitoring;Predictive analytics;Search for answers
Learning about a codebase;Learning new concepts or technologies
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;It’s hard to understand how or why the code works
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Data and analytics
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 helped me solve complex problems more effectively.
null
null
AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Logical Thinking, Assessing Problems and interpersonal Relationships.
23,203
null
27,306
27,307
I code primarily as a hobby
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Senior executive (C-suite, VP, etc.)
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
3
3
Netherlands
EUR European Euro
null
Yes
Swift
Swift
Swift
NA NA
Yes
null
null
null
FileMaker FileMaker
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Xcode
Xcode
Xcode
NA NA
null
null
null
null
null
MacOS
MacOS
GitLab
GitLab
GitLab
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once every 2 - 3 months
null
null
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
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,307
27,308
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
20
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Government
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
40,000
Yes
C#;PowerShell;SQL;TypeScript
C#;PowerShell;Python;SQL;TypeScript
C#;PowerShell;SQL;TypeScript
NA NA
Yes
null
null
null
Microsoft Dataverse Microsoft Dataverse
Yes
Microsoft Azure;NuGet
Microsoft Azure;NuGet;Pip
Microsoft Azure;NuGet
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Neovim;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Arch;Pop!_OS;NixOS
Windows
Azure Devops;GitHub;Obsidian
Azure Devops;GitHub;Obsidian;Wikis
Azure Devops;GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Search for answers
Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Project planning;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging or fixing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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;When I need quick h...
A human code review will still be invaluable, and effectively reviewing code requires a pretty good understanding of the codebase in general. So I think the general programming, architecture and design skills we use today will still be valuable. There will be new ways to apply them, and new AI-specific skills to learn ...
54,457
8
27,308
27,309
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, 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);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 as required for my job or to benefit my career
null
35
Developer, full-stack
20 to 99 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Inefficient or time-costly NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
5
null
Bulgaria
BGN Bulgarian lev
null
Yes
C#;C++;Java;JavaScript;SQL
C#;SQL
C#;SQL
NA NA
Yes
Microsoft SQL Server;SQLite
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Gradle;Maven (build tool);Microsoft Azure;MSBuild;NuGet
MSBuild;NuGet
MSBuild;NuGet
NA NA
Yes
ASP.NET;Blazor;WordPress
ASP.NET;Blazor
ASP.NET;Blazor
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows
Windows;Android
GitLab
GitLab
GitLab
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
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.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code
Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
Currently no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
to seek for the best working solution: optimal, fast, elegant, UI-intuitive code with innovative techniques
null
7
27,309
27,310
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.);Volunteering (regularly);Attending school (part-time)
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools 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);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
28
Developer, back-end
20 to 99 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
10
10
Argentina
ARS Argentine peso
39,000,000
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python
NA NA
Yes
MongoDB;PostgreSQL;SQLite
MariaDB;MongoDB;MySQL;SQLite
MongoDB;SQLite
NA NA
Yes
Ansible;Cloudflare;Docker;Kubernetes;New Relic;Ninja;npm;Pip
null
null
Zabbix, GO.CD NA
Yes
Express;jQuery;Node.js;WordPress
Express;jQuery;Node.js;WordPress
Express;jQuery;Node.js;WordPress
NA NA
No
null
null
null
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Ubuntu;Debian;Linux (non-WSL)
Ubuntu;Debian;Linux (non-WSL);Red Hat
GitHub;GitLab;Wikis
GitLab;Wikis
GitLab;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring;Search for answers
Predictive analytics
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No, it is not part of my professional development work.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significa...
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 have ethical or security concerns about code
Critical thinking, discipline, and complex problem-solving skills.
33,269
5
27,310
27,311
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
14
Developer, full-stack
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Healthcare
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
6
8
Ghana
GHS Ghanaian cedi
30,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
C;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript;Zig;Mojo;Gleam
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis;SQLite
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
MariaDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Cloudflare;Composer;Digital Ocean;Docker;npm;Yarn
Bun;Cargo;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Kubernetes;Make;npm;Pip;Podman;Supabase;Vite;Yarn
Cloudflare;Composer;Digital Ocean;Docker;npm;Yarn
NA NA
Yes
Laravel;Node.js;React;WordPress
Astro;Express;FastAPI;jQuery;Laravel;Next.js;Node.js;React;WordPress
Laravel;Node.js;React;WordPress
NA NA
Yes
Claude Code;Cursor;Lovable.dev;Sublime Text;Vim;Visual Studio Code;Windsurf
Claude Code;Cline and/or Roo;Cursor;Lovable.dev;Sublime Text;Vim;Visual Studio Code;Windsurf
Claude Code;Cursor;Lovable.dev;Sublime Text;Vim;Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini
Tailwind CSS 4;Large Language Model;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Ollama;Ultralytics
Tailwind CSS 4;Large Language Model;RAG;Google Gemini
null
null
Windows;Ubuntu;Android
Ubuntu;Android;Windows Subsystem for Linux (WSL)
Clickup;GitHub;Markdown File;Stack Overflow for Teams;Trello
Clickup;GitHub;Markdown File;Notion;Obsidian;Stack Overflow for Teams;Trello
Clickup;GitHub;Markdown File;Stack Overflow for Teams;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoni...
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
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)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing 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;It’s hard to understand how or why the code works
Yes, I think it is very great getting assistance from LLMs to help build applications as fast as possible.
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;Customer service support;Marketing;Cybersecurity
Language processing;MCP servers;Integration with external agents and APIs
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 helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
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
GitHub MCP Server
null
Ollama;LangChain
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Tabnine;v0.dev;Perplexity;Blackbox AI;Lovable.dev
DeekSeek, Qwen
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Problem solving skills is still needed
2,900
4
27,311
27,312
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
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
16
Developer, back-end
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Poor usability NA
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
20
10
Netherlands
EUR European Euro
60,000
Yes
GDScript;PHP;SQL
C++;GDScript;PHP;SQL
GDScript;PHP;SQL
NA NA
Yes
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Cloudflare;Composer;Digital Ocean;Docker;Homebrew;npm
Composer;Docker;Homebrew
Composer;Docker;Homebrew
NA NA
Yes
Laravel;React;Symfony
Laravel
Laravel
NA NA
Yes
PhpStorm
PhpStorm
PhpStorm
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu
Confluence;Jira;Obsidian
Obsidian
Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);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
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Videos
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly distrust
Bad at handling complex tasks
Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Testing code;Committing and reviewing code
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
null
69,609
9
27,312
27,313
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training
5
Data engineer
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Prohibitive pricing NA
Manufacturing
null
No
I have transitioned into a new career and/or industry voluntarily
8
4
Germany
EUR European Euro
61,000
Yes
Bash/Shell (all shells);PowerShell;Python;SQL
Bash/Shell (all shells);Python;R;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
Databricks SQL;Microsoft SQL Server;Neo4J;PostgreSQL;SQLite
Databricks SQL;Neo4J;PostgreSQL
Databricks SQL;Neo4J;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;Pip
Docker;Microsoft Azure;Pip
Docker;Microsoft Azure;Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code;VSCodium
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Large Language Model;Microsoft Fabric
Large Language Model
Large Language Model
null
null
Windows
Windows
Jira;Monday.com
Jira
Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;Bluesky;X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;Bluesky
Stack Overflow;Stack Exchange;Reddit;Hacker News;Bluesky
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;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;Debugging or fixing code;Testing code;Generating content or synthetic data
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
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
Yes but no, the process is just simplified enough, that writing becomes accessible to all people able to communicate their language. Engineering is a different task and should be looked at differently.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
requirements engineering and understanding the problems of people and being able to break them down into logical steps.
70,769
null
27,313
27,314
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
8
Developer, full-stack
null
null
null
null
Work
Easy-to-use API NA
Prohibitive pricing NA
null
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C#;Java;MATLAB;Python;Rust
Rust
Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code;Zed
Zed
Zed
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
GitHub;GitLab;Trello
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Discord;Reddit;GitHub (public projects, not private repos)
Discord;Reddit;GitHub (public projects, not private repos)
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
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
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
No
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
6
27,314
27,315
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
22
Developer, back-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
10
Poland
PLN Polish zloty
500,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL;SQLite
NA NA
Yes
Docker;Microsoft Azure;MSBuild;npm;NuGet
Docker;Microsoft Azure;MSBuild;npm;NuGet
Docker;Microsoft Azure;MSBuild;npm;NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;WordPress
Angular;ASP.NET;ASP.NET Core
Angular;ASP.NET;ASP.NET Core
NA NA
Yes
Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android;Debian;Linux (non-WSL)
Windows;Android;Debian;Linux (non-WSL)
Azure Devops;GitHub;Jira
Azure Devops;GitHub;Jira
Azure Devops;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
No, not really
Rarely, almost never
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
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
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 pla...
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
critical thinking, problem solving,
136,450
10
27,315
27,316
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, 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 required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Stack Overflow or Stack Exchange
20
Developer, full-stack
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
1
Italy
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Python;TypeScript
Python;TypeScript
NA NA
Yes
Cosmos DB;Dynamodb;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
DuckDB;Dynamodb;Elasticsearch;PostgreSQL;SQLite
Dynamodb;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;Pacman;Pip;Poetry;Vite
Amazon Web Services (AWS);Ansible;Docker;Kubernetes;Terraform;Vite
Amazon Web Services (AWS);Docker;Vite
NA NA
Yes
FastAPI;Nuxt.js;Vue.js
FastAPI;Nuxt.js;Svelte;Vue.js
FastAPI;Nuxt.js;Vue.js
NA NA
Yes
Nano;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Ollama;uv
Pydantic;uv
Pydantic;uv
null
null
Debian
Arch
Asana;Azure Devops;GitHub;Google Workspace;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;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
Less than once per month or monthly
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code
Project planning;Documenting 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 don’t use AI tools regularly
no
No, I use AI exclusively in copilot/autocomplete mode
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 have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
null
null
8
27,316
27,317
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
15
Developer, mobile
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
3
3
India
INR Indian rupee
2,300,000
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
null
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers
null
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Customer service support
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions
null
26,735
null
27,317
27,318
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
40
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)
40
Project manager
100 to 499 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Inefficient or time-costly NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
20
10
Germany
EUR European Euro
null
Yes
C;Delphi;Python
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Docker
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Delphi 12+ Athens
null
null
null
null
Windows
Windows
GitHub;Markdown File;Redmine
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
null
null
No, not really
Rarely, almost never
No, but I plan to soon
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Documenting code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
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.
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
null
null
null
null
27,318
27,319
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Games or coding challenges;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
30
Cloud infrastructure engineer
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 substantial addition to the tech stack
Work
Reputation for quality Microsoft SQL, Microsoft IIS, and Apache integrations
Availability of better alternatives NA
Transportation, or Supply Chain
null
No
I have strongly considered changing my career and/or the industry I work in
11
30
United States of America
USD United States dollar
120,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;JavaScript;Lua;PowerShell;Python;SQL;Swift;TypeScript;VBA;Visual Basic (.Net)
Ada;C#;Go
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Amazon Web Services (AWS);Ninja;NuGet
Amazon Web Services (AWS);Ansible;Chocolatey;Cloudflare;Datadog;Docker;Google Cloud;Kubernetes;Microsoft Azure;Terraform
Amazon Web Services (AWS)
NA NA
Yes
ASP.NET;WordPress
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android;ChromeOS
Windows;Android;Windows Subsystem for Linux (WSL);Red Hat;Fedora
Confluence;GitHub;Google Workspace;Jira;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI);Other (write in):
Answer a question Look to see which answers have done the best in terms of being helpful by getting up notes and comments
Yes, somewhat
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;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Search for answers
Other (write in):
Yes, but, my experiance is you can't throw too much at it, making an outline of a program and divvying functions to rhs AI with a few simple lines about what you want the functions to do often yields the best results to reduce the drudgery of programming. Then you overlook the results, and probably refactor it to be m...
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
The ability to read through code and understand feh logical flow, spot redundancies and find optimization, and remove unnecessary, non functional, or unused code.
120,000
null
27,319
27,320
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
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
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
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;Stack Overflow or Stack Exchange
20
Developer, full-stack
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
4
4
Mexico
MXN Mexican peso
null
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
C;C#;C++;Go;Java;PHP;R;TypeScript
PHP;TypeScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;jQuery;Laravel;Next.js;Node.js
Angular;Laravel;Next.js;Node.js;Spring Boot;Svelte;Symfony
Angular;Laravel;Next.js;Node.js
NA NA
Yes
IntelliJ IDEA;Nano;PhpStorm;PyCharm
IntelliJ IDEA;Nano;PhpStorm;PyCharm
IntelliJ IDEA;Nano;PhpStorm;PyCharm
NA NA
Large Language Model;Shadcn/ui;Ollama
Odoo;Large Language Model;Shadcn/ui;Ollama
Large Language Model;Shadcn/ui;Ollama
null
null
Windows;Arch
Arch
Trello
Trello
Trello
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Learning about a codebase;Writing code;Committing and reviewing code
Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I haven’t encountered any problems
no, sometimes helps nothing, i have disabled some code suggestions tools on my JetBrains products because it generates more issues when is trying to suggest code. In some little exceptions it gave me some nice solutions, but anyway it's just code copied from sites like stack overflow and others, so If i want to use the...
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.;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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Core understanding of the problems and development experience, not just copy and paste from AI, the criteria and the experience are very important to provide best solutions
null
8
27,320
27,321
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, full-stack
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Robust and complete API NA
Outdated or obsolete technology or features NA
Fintech
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
8
3
Germany
EUR European Euro
60,000
Yes
Java;TypeScript
Java;TypeScript
Java;TypeScript
NA NA
Yes
MySQL
MySQL;PostgreSQL
MySQL
NA NA
Yes
Docker;Gradle;Kubernetes;Maven (build tool);npm
Docker;Kubernetes;Maven (build tool);npm
Docker;Kubernetes;Maven (build tool);npm
NA NA
Yes
AngularJS
AngularJS
AngularJS
Quarkus Quarkus
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows
MacOS
GitLab;Jira;Miro;Redmine
GitLab;Jira;Miro;Redmine
GitLab;Jira;Miro;Redmine
NA NA
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
NA NA
null
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
I have never participated in Q&A on Stack Overflow
Message Boards;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Testing 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
Writing code;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Problem Solving
69,609
9
27,321
27,322
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job...
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
Personal Project
Easy-to-use API NA
Ethical concerns NA
Retail and Consumer Services
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
6
4
United States of America
USD United States dollar
220,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;Python;TypeScript
Bash/Shell (all shells);Go;Lua;TypeScript;Zig
Bash/Shell (all shells);Go;Lua;TypeScript
NA NA
Yes
DuckDB;PostgreSQL;Redis;Snowflake
DuckDB;PostgreSQL;Redis;Snowflake;SQLite
DuckDB;PostgreSQL;Redis;Snowflake
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;Podman;Poetry;Prometheus
Amazon Web Services (AWS);Datadog;Google Cloud;Homebrew;Kubernetes;Prometheus;Terraform
Amazon Web Services (AWS);Google Cloud;Homebrew;Kubernetes;Prometheus
NA NA
Yes
React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS
MacOS
Clickup;GitHub;Markdown File;Obsidian;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Very favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
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
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.
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
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Troubleshooting, reliability, stability, problem solving
220,000
8
27,322
27,323
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (full-time);Engaged in paid work (10-19 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
5
Developer, front-end
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 substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Inefficient or time-costly NA
Fintech
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
15
10
Azerbaijan
AZN Azerbaijan manat
50,000
Yes
HTML/CSS;Java;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB;Redis;Supabase
MongoDB;PostgreSQL;Supabase
MongoDB;Supabase
NA NA
Yes
Bun;Composer;Digital Ocean;Google Cloud;Gradle;Heroku;Homebrew;Netlify;npm;Supabase;Vercel;Yarn
Bun;Cloudflare;Google Cloud;Homebrew;Netlify;Supabase;Yarn
Bun;Google Cloud;Homebrew;Netlify;Supabase;Yarn
NA NA
Yes
Astro;Express;jQuery;Next.js;Node.js;React;Vue.js
Astro;Next.js;React
Astro;Next.js;React
NA NA
Yes
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code;Xcode
Cursor
Cursor
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;MacOS;Ubuntu;Android
MacOS
Confluence;GitHub;GitLab;Jira;Miro;Notion;Trello
Confluence;GitHub;Jira;Miro;Trello
Confluence;GitHub;Jira;Miro;Trello
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Project planning;Writing code;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Testing code;Committing and reviewing code
Learning about a codebase;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
yes, in order to save time as I understand the code and can make easy fixes right on the spot
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices
adaptability, fast learning, multitasking, time management
29,397
9
27,323
27,324
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
25
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
No
Work
null
null
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
151,000
Yes
HTML/CSS;JavaScript;PHP
C;HTML/CSS;JavaScript;PHP;Python;R
HTML/CSS;JavaScript;PHP
NA NA
Yes
MySQL
Cassandra;Dynamodb;MySQL;Redis;Amazon Redshift
MySQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Composer;Homebrew;Pip;Yarn
Amazon Web Services (AWS);Composer;Homebrew;Pip;Yarn
Amazon Web Services (AWS);Composer;Homebrew;Pip;Yarn
NA NA
Yes
Drupal;jQuery;Symfony
Ruby on Rails
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS;Linux (non-WSL)
GitHub;GitLab
GitHub
GitHub
Rally NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
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)
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
null
null
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
I don’t use AI tools regularly
Don't vibe code.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
code review
151,000
10
27,324
27,325
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Games or coding chal...
4
Other (please specify):
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Retail and Consumer Services
null
No
I have transitioned into a new career and/or industry involuntarily
null
4
Venezuela, Bolivarian Republic of...
VES Venezuelan bolivar
1,200
Yes
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Astro;React
Angular;AngularJS;Astro;Next.js;Node.js;React;Vue.js
Astro;React
NA NA
Yes
Bolt;Visual Studio Code;Windsurf
Bolt;Visual Studio Code;Windsurf
Bolt;Visual Studio Code;Windsurf
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Workspace;Markdown File;Notion
GitHub;Markdown File;Notion
GitHub;Markdown File;Notion
NA NA
Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Other (write in): Encontrar una respuesta consisa con lo que busco resolver
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
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
Deployment and monitoring
Testing code;Predictive analytics
Learning about a codebase;Documenting code;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No lo uso, prefiero saber que hago a estar luego depurando tanto código
Yes, I use AI agents at work weekly
Yes, somewhat
Decision intelligence
Multi-platform search enablement
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;v0.dev;Bolt.new
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
Revisión de código Softskills Seguir aprendiendo
12
null
27,325
27,326
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
10
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Lack of AI or AI agents NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
Brazil
BRL Brazilian real
null
Yes
Java;JavaScript;PHP;SQL;TypeScript
JavaScript;PHP;SQL;TypeScript
JavaScript;PHP;SQL;TypeScript
NA NA
Yes
Elasticsearch;Firebase Realtime Database;H2;MySQL;PostgreSQL;Redis;Amazon Redshift
MySQL;Redis;Amazon Redshift
MySQL;Redis;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Firebase;Kubernetes;Microsoft Azure;npm;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Composer;Docker;Kubernetes;npm;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Composer;Docker;Kubernetes;npm;pnpm;Vite;Webpack;Yarn
NA NA
Yes
Express;jQuery;Laravel;NestJS;Node.js;Nuxt.js;Spring Boot;Vue.js
Express;Laravel;NestJS;Node.js;Nuxt.js;Spring Boot;Vue.js
Express;Laravel;NestJS;Node.js;Nuxt.js;Spring Boot;Vue.js
NA NA
Yes
Claude Code;Cursor;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Ubuntu;Debian
Azure Devops;Confluence;GitHub;Jira;Miro;Notion
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (bot/AI)
Upvote/Downvote Q&A posts 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
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Customer service support;Marketing
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.
I 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
Sentry
null
ChatGPT;Claude Code;GitHub Copilot
null
null
null
null
9
27,326
27,327
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
18
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
23
Architect, software or solutions
Less than 20 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
Reputation for quality NA
Prohibitive pricing NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,327
27,328
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
18
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
32
Engineering manager
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality Security
Poor usability NA
Software Development
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry voluntarily
5
3
Netherlands
EUR European Euro
70,000
Yes
C#;C++;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
C#;HTML/CSS;Rust;Scala;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker;Microsoft Azure;MSBuild;npm;NuGet
Docker;Microsoft Azure;NuGet;Terraform
Docker;Microsoft Azure;NuGet
NA NA
Yes
Angular;ASP.NET Core;Blazor;Node.js
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Windsurf
Notepad++;Rider
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
null
null
Windows;Android
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Markdown File;Miro;Monday.com;Wikis
Azure Devops;Markdown File;Wikis
Azure Devops;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;LinkedIn;Medium
Stack Overflow;Stack Exchange;Hacker News;LinkedIn;Medium
Stack Overflow;Stack Exchange;Hacker News;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Long-form articles;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring
Committing and reviewing code;Predictive analytics;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Business process automation
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
AI agents have improved collaboration within my team.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Communicating with customers, reviewing work (by humans and by AI), making architecture decisions.
81,210
8
27,328
27,329
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
30
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;AI CodeGen tools or AI-enabled apps
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, desktop or enterprise applications
10,000 or more employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Prohibitive pricing NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
4
6
United States of America
USD United States dollar
160,000
Yes
PowerShell;SQL;VBA
PowerShell;SQL;VBA
PowerShell;SQL;VBA
autohotkey, batch file yaml, json
Yes
Microsoft Access;Microsoft SQL Server
Microsoft Access;Microsoft SQL Server
Microsoft Access;Microsoft SQL Server
Quickbase Quickbase
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;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Search for answers
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Documenting code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
LLMs do not seem competent enough to reliably generate working code without human oversight.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
developing people skills
160,000
9
27,329
27,330
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
24
Architect, software or solutions
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Media & Advertising 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
15
5
Hungary
HUF Hungarian forint
19,560,000
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Kotlin;Perl;PHP;Python;SQL;Swift;TypeScript
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Lua;Python;SQL
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Python;SQL
NA J
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;Redis;SQLite;Supabase;Valkey
MariaDB;PostgreSQL;Redis;SQLite
NA NA
Yes
APT;Composer;Docker;Firebase;Gradle;Heroku;Make;Netlify;Ninja;npm;Pacman;Pip;pnpm;Prometheus;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;Make;Netlify;Ninja;npm;Pacman;Pip;Prometheus
Docker;Make;Netlify;Ninja;npm;Pacman;Pip;Prometheus
NA NA
Yes
AngularJS;jQuery;Next.js;React;WordPress
Deno;React;WordPress
React;WordPress
htmx htmx
Yes
Android Studio;Vim;Visual Studio Code
Vim
Vim
NA NA
null
null
null
null
null
Android;Arch
Android;Arch
Confluence;GitHub;Jira;Markdown File;Miro
Confluence;GitHub;Jira;Linear;Markdown File;Miro
Confluence;GitHub;Jira;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
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 am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Creating something entirely new.
56,561
8
27,330
27,331
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
18
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Manufacturing
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
3
2
Czech Republic
CZK Czech koruna
null
Yes
C#;HTML/CSS;JavaScript;PowerShell
F#;TypeScript
null
NA NA
Yes
null
null
null
NA NA
Yes
Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet
null
null
NA NA
Yes
ASP.NET Core;React
Blazor
null
NA NA
Yes
Visual Studio;Visual Studio Code
Cursor
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;MacOS;Android;Fedora
Windows
Azure Devops;GitHub;Jira
null
null
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
null
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Creating or maintaining documentation
Writing code;Debugging or fixing code;Search for answers
I haven’t encountered any problems
no we have an existing codebase. I am asking for suggestions.
No, I use AI exclusively in copilot/autocomplete mode
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed abo...
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
debugging, business knowledge
null
null
27,331
27,332
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
20
DevOps engineer or professional
1,000 to 4,999 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
Reputation for quality NA
Security or privacy concerns NA
Higher Education
Other (please specify): connecting with peers in real life
No
I have somewhat considered changing my career and/or the industry I work in
1
null
United States of America
USD United States dollar
192,000
Yes
C#;Go;HTML/CSS;JavaScript;SQL;TypeScript
C#;Go;TypeScript
C#;Go;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Chocolatey;Cloudflare;Microsoft Azure;npm;NuGet;Pacman;Terraform;Webpack;Yarn
Chocolatey;Cloudflare;Docker;Microsoft Azure;Pacman;Vite
Chocolatey;Cloudflare;Microsoft Azure;Pacman
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Blazor;Express;jQuery;NestJS;React
Angular;ASP.NET Core;NestJS
ASP.NET Core;NestJS
NA NA
Yes
Android Studio;Neovim;Rider;Vim;Visual Studio Code
Neovim;Rider
Neovim;Rider
NA NA
null
null
null
null
null
Windows;Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Stack Overflow for Teams
Azure Devops
Azure Devops
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
null
Less than once per month or monthly
Chat (people);Long-form articles;Coding challenges;Job board;Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing 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
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Multi-platform search enablement;Language processing
AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
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.
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significan...
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
Snyk
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
communication and system design skills.
192,000
0
27,332
27,333
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);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
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
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing 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
5
2
Poland
PLN Polish zloty
84,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;Python;SQL
PHP;Python
PHP;Python
NA NA
Yes
MariaDB;Microsoft SQL Server
MariaDB;Microsoft SQL Server;Redis
MariaDB;Microsoft SQL Server
NA NA
Yes
Ansible;Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;npm
Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;npm
Cloudflare;Composer;Digital Ocean;Docker;Kubernetes;npm
NA NA
Yes
Next.js;Node.js;React;Symfony
ASP.NET Core;Next.js;Node.js;React;Symfony
Next.js;Node.js;React;Symfony
NA NA
Yes
Nano;PhpStorm;Visual Studio Code;VSCodium
Nano;PhpStorm;Visual Studio Code;VSCodium
Nano;PhpStorm;Visual Studio Code;VSCodium
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Ubuntu;Debian
Confluence;GitHub;Jira;Markdown File;Miro
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
No
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Sometimes yes
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering
Multi-platform search enablement
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 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 improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
Problem solving skills
22,924
8
27,333
27,334
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time);Engaged in paid work (10-19 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
23
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Healthcare
Recognition from peers for your work NA
No
I have strongly considered changing my career and/or the industry I work in
30
10
Switzerland
CHF Swiss franc
108
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;Kotlin;R;Ruby;Scala;SQL;TypeScript
Bash/Shell (all shells);C#;Go;Kotlin;Python;Rust;Scala;SQL;TypeScript
Bash/Shell (all shells);C#;Kotlin;Scala;SQL;TypeScript
NA Clojure
Yes
Elasticsearch;MongoDB;Neo4J;PostgreSQL;Redis
BigQuery;Elasticsearch;MongoDB;Neo4J;PostgreSQL
Elasticsearch;MongoDB;Neo4J;PostgreSQL
NA NA
Yes
Bun;Cargo;Docker;Gradle;Make;Maven (build tool);npm;NuGet;Pacman;Pip;Poetry;Prometheus;Webpack;Yarn
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Microsoft Azure;NuGet;Pacman;Terraform
Docker;NuGet;Pacman
ESbuild NA
Yes
Blazor;Deno;Express;jQuery;Next.js;Node.js;React;Ruby on Rails
Blazor;jQuery;React;Symfony
Blazor;jQuery;React
NA NA
Yes
Claude Code;IntelliJ IDEA;Rider;RustRover;Sublime Text;Vim;Visual Studio Code;WebStorm
Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Rider;RustRover;Sublime Text;Vim;WebStorm
Claude Code;IntelliJ IDEA;Rider;RustRover;Sublime Text;Vim;WebStorm
RubyMine,DataGrip DataGrip
.NET 8 or higher
.NET 8 or higher;RAG;Google Gemini
.NET 8 or higher
null
null
Arch
Ubuntu
GitLab;Notion;Trello;Wikis
Azure Devops;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Notion;Wikis;YouTrack
GitLab;Notion;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
GitHub (public projects, not private repos);LinkedIn;Substack;Medium
GitHub (public projects, not private repos);Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Predictive analytics
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
No
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
Multi-platform search enablement;Vector databases for AI applications;Integration with external agents and APIs
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 automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
Ollama
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;AgentGPT
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
Background knowledge, abstraction, logical thinking, reasoning and questioning generated answers, any documentation and other people
134
4
27,334
27,335
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
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
17
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Easy-to-use API NA
null
Government
null
No
I have somewhat considered changing my career and/or the industry I work in
5
4
United States of America
USD United States dollar
162,000
Yes
Bash/Shell (all shells);JavaScript;Python
null
null
NA NA
Yes
Microsoft SQL Server;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Flask;Node.js;React;Vue.js
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Cursor
null
NA NA
Tailwind CSS 4;Google Gemini
null
null
null
null
Windows;Ubuntu;Android
null
GitHub;GitLab;Jira;Markdown File
null
null
NA NA
YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Job board
null
No, not really
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Very little, my colleagues are professionals and, while we may use AI tools, we understand the code it generates and do not haphazardly apply code changes generated by an often hallucinating AI.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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
Human relationship skills, project management, architecture, software engineering best practices
162,000
8
27,335
27,336
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.)
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
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
34
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Autonomy and trust to manage your own tasks Sensory friendly work environment
Yes
I have somewhat considered changing my career and/or the industry I work in
5
5
Sweden
SEK Swedish krona
525,000
Yes
Bash/Shell (all shells);C;C++;Dart;HTML/CSS;Java;JavaScript;Kotlin;MicroPython;PHP;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C++;Go;HTML/CSS;Java;Kotlin;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;Java;Kotlin;SQL;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis
MariaDB;MongoDB;PostgreSQL;Redis
MariaDB;MongoDB;PostgreSQL;Redis
NA NA
No
null
null
null
NA NA
Yes
Angular;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Arch
Arch
GitHub;GitLab;Redmine;Trello;Wikis
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code
Testing code;Deployment and monitoring;Predictive analytics;Search for answers
null
Learning about a codebase;Documenting code;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Other (write in):
Only for producing boilerplate code
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
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.;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
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem solving, software design principles, bug tracing with single stepping and stack inspections
55,031
null
27,336
27,337
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
8
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,337
27,338
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
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Personal Project
null
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,338
27,339
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
24
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Switzerland
CHF Swiss franc
130,100
Yes
C#;HTML/CSS;Java;JavaScript;SQL
HTML/CSS;Java;JavaScript;SQL
HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
Elasticsearch;PostgreSQL;SQLite
Elasticsearch;InfluxDB;PostgreSQL;Redis;SQLite
Elasticsearch;PostgreSQL;SQLite
NA NA
Yes
Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;Webpack;Yarn
Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;Yarn
Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;Yarn
NA NA
Yes
Express;Node.js;React;Spring Boot
Express;Node.js;React;Spring Boot
Express;Node.js;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;Android
Windows;MacOS;Ubuntu;Android;iOS;Debian;iPadOS
Azure Devops;Confluence;GitHub;GitLab;Jira;Markdown File
Azure Devops;GitHub;GitLab
Azure Devops;GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring
Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
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.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Understanding the client, expertise in languages
161,315
8
27,339
27,340
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community)
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)
4
Developer, front-end
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Robust and complete API NA
Lack of AI or AI agents NA
Software Development
null
Yes
I have somewhat considered changing my career and/or the industry I work in
5
5
Sweden
SEK Swedish krona
30,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3,145
null
27,340
27,341
I code primarily as a hobby
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Other (please specify):
null
null
null
null
Personal Project
Other (please specify): necessary and sufficient documentation
Poor usability NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
Brazil
BRL Brazilian real
null
Yes
HTML/CSS;Rust
null
null
NA NA
No
null
null
null
NA NA
Yes
Cargo;Google Cloud
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, and I don't plan to
Unfavorable
Neither trust nor 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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,341
27,342
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (20-29 hours per week);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);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
DevOps engineer or professional
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality Lack of AI
Availability of better alternatives Presence of AI
Energy
Competitive pay and benefits In-Person and Virtual Flexibility
No
I have neither consider or transitioned into a new career or industry
4
5
United States of America
USD United States dollar
21,000
Yes
C;C#;C++;Python;SQL;Visual Basic (.Net)
Assembly;C;C++;HTML/CSS
C;C++
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio
Notepad++
Notepad++
NA NA
null
null
null
null
null
Windows
null
Azure Devops;GitHub;Lucid (includes Lucidchart)
GitHub
GitHub
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 1 and 3 years
Infrequently, less than once per year
Other (write in):
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
Vibe coding is the death of my professional development work. I despise it. It should not be a part of anyone's professional development work.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
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 h...
The ability to program. Developers need to know the environment they are coding for, how their solution will integrate with larger systems, and how to solve problems in their specific context. AI will never be able to replicate this.
21,000
6
27,342
27,343
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
I prefer not to say
null
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Coding Bootcamp
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Games or coding challenges
2
Other (please specify):
null
null
null
null
School
Costs are manageable Adoption
Poor usability NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
40
5
Kenya
KES Kenyan shilling
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python
Bash/Shell (all shells);Go;Python;SQL
Bash/Shell (all shells);Go;Python
NA NA
Yes
PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite;Valkey
NA NA
Yes
Ansible;APT;Docker;Kubernetes;Make;npm;Pacman;Pip;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Docker;Google Cloud;Kubernetes;Pacman;Prometheus;Terraform
Ansible;APT;Docker;Kubernetes;Pacman;Prometheus;Terraform
NA NA
Yes
FastAPI;Flask;Node.js
Astro;FastAPI
FastAPI
NA htmx
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Pydantic
Tailwind CSS 4;Pydantic
Tailwind CSS 4;Pydantic
null
null
Arch
Ubuntu
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
DeepSeek (V- General purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);X Grok models
DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
DeepSeek (V- General purpose models);openAI GPT (chatbot models);X Grok models
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Other (write in):
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code;Generating content or synthetic data
Project planning;Documenting code;Debugging or fixing code;Creating or maintaining documentation
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
Hell no! And the wikipedia definition has the term wrong. It's a meme unfortunately taken too seriously.
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 se...
null
null
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;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
I believe infra & data centers. Maybe QE stimulus will get software industry back to high valuation frothy slopwares but who knows...
null
null
27,343
27,344
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange;Coding Bootcamp
3
Data scientist
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
School
null
null
Software Development
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
No
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,344
27,345
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
25
Project manager
10,000 or more employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
10
5
Canada
CAD Canadian dollar
250,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
Go;Rust
null
NA NA
No
null
null
null
NA NA
Yes
Cloudflare;Docker;Kubernetes;Netlify;npm;Pip;Webpack
null
null
NA NA
Yes
FastAPI;Flask;Node.js;React
null
null
NA NA
Yes
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Zed
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android
Windows;Ubuntu
Confluence;Doxygen;GitHub;GitLab;Google Colab;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
Gemini (Pro Reasoning models);Meta Llama (all models)
Meta Llama (all models)
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Long-form articles;Day-in-the-life profiles/interviews with experts
Bookmark posts to look at later NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Debugging or fixing code;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
No.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Communication, problem-solving, empathy.
182,396
null
27,345
27,346
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Data engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Czech Republic
CZK Czech koruna
2,300,000
Yes
Bash/Shell (all shells);Kotlin;Python;SQL
Bash/Shell (all shells);Java;Kotlin;Python;SQL
Bash/Shell (all shells);Kotlin;Python;SQL
NA NA
Yes
BigQuery;PostgreSQL
BigQuery;Neo4J;PostgreSQL;Clickhouse
BigQuery;PostgreSQL
NA NA
Yes
Docker;Google Cloud;Gradle;Kubernetes;Pip
Docker;Google Cloud;Gradle;Kubernetes;Podman;Prometheus;Terraform
Docker;Google Cloud;Gradle;Kubernetes
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Neovim;PyCharm
IntelliJ IDEA;Neovim
IntelliJ IDEA;Neovim
NA NA
uv
uv
uv
null
null
Windows;Android
MacOS;NixOS
GitLab;Markdown File
GitLab;Markdown File
GitLab;Markdown File
Wrike Wrike
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
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 month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Documenting code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
107,653
8
27,346
27,347
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;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
6
Data engineer
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Security or privacy concerns NA
Banking/Financial Services
null
Yes
I have somewhat considered changing my career and/or the industry I work in
8
4
Poland
PLN Polish zloty
120,000
Yes
C++;Java;Python;SQL;VBA
C;C++;Go;Java;Python;Rust;SQL;VBA
C++;Java;Python;SQL;VBA
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Polars;Pydantic;uv
Polars;Pydantic;uv
Polars;Pydantic;uv
null
null
Windows
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Ask a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Writing 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
nope don't like it, don't trust it
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics
Multi-platform search enablement;Personalized agent creation
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
software architect
32,748
null
27,347
27,348
I used to be a developer by profession, but no longer am
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Engaged in paid work (less than 10 hours per week)
37
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Other (please specify):
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
38
Retired
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Fintech
null
null
null
null
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);C;HTML/CSS;TypeScript;VBA
Lua;Rust
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Debian;Fedora
Debian
GitHub;GitLab;Google Workspace;Markdown File
Markdown File;Notion;Obsidian
Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per week
Long-form articles;Other (write in):
Answer a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Search for answers
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;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.
Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
analysing and transferring the client's problem into a robust architecture solution that is flexible, avoiding lock in.
null
null
27,348
27,349
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
28
Other (please specify):
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
null
No
I have transitioned into a new career and/or industry voluntarily
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
27,349
27,350
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
10
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
20
Applied scientist
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Ethical concerns NA
Healthcare
null
No
I have transitioned into a new career and/or industry voluntarily
4
2
Belgium
EUR European Euro
90,000
Yes
Bash/Shell (all shells);MATLAB;Python;R
Bash/Shell (all shells);C;MATLAB;Python;R;SQL
Bash/Shell (all shells);MATLAB;Python;R
elisp, julia julia
Yes
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Pip
Amazon Web Services (AWS);Docker;Pip
Amazon Web Services (AWS);Docker;Pip
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Debian
Windows;Windows Subsystem for Linux (WSL);Red Hat
GitHub;Jira;Markdown File;Microsoft Planner
Jira;Markdown File;Microsoft Planner
Jira;Markdown File;Microsoft Planner
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
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 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
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
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, it is not part of my professional work
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
The ability to abstract a real world problem into something that is amenable to being coded
104,413
null
27,350
27,351
I work with developers or my work supports developers but am not a developer by profession
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
38
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
44
System administrator
1,000 to 4,999 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
Reputation for quality NA
Security or privacy concerns NA
Government
null
No
I have neither consider or transitioned into a new career or industry
18
null
United States of America
USD United States dollar
185
Yes
Bash/Shell (all shells);C;C++;Fortran;Go;JavaScript;Lua;Perl;PHP;Python;R;SQL
Bash/Shell (all shells);C;Fortran;JavaScript;MATLAB;PHP;Python;Rust;SQL
Bash/Shell (all shells);C;Fortran;JavaScript;PHP;Python;SQL
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;Oracle;PostgreSQL;SQLite
MariaDB;MongoDB;SQLite
MariaDB;MongoDB;SQLite
NA NA
Yes
Docker;Make;npm;Podman;Splunk
Ansible;Make;Splunk
Make;Splunk
apptainer NA
Yes
Django;Drupal
Drupal
Drupal
NA NA
Yes
Eclipse;Jupyter Notebook/JupyterLab;Notepad++;Vim
Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Vim
NA NA
null
null
null
null
null
Windows
Windows;Red Hat
Confluence;GitHub;Wikis
Confluence;GitHub;Wikis
Confluence;GitHub;Wikis
Microsoft Project NA
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Long-form articles
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
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;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Testing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly;Other (write in):
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
null
185
null
27,351
27,352
I work with developers or my work supports developers but am not a developer by profession
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)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
20
DevOps engineer or professional
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
50
100
Serbia
EUR European Euro
30,000
Yes
Bash/Shell (all shells);HTML/CSS;PowerShell;Python
Bash/Shell (all shells);HTML/CSS;PowerShell;Python
Bash/Shell (all shells);HTML/CSS;PowerShell;Python
NA NA
Yes
Elasticsearch;MariaDB
Elasticsearch;MariaDB
Elasticsearch;MariaDB
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Microsoft Azure;Pip
Cloudflare;Docker;Pip
Cloudflare;Docker;Pip
NA NA
null
Node.js;WordPress
WordPress
WordPress
NA NA
Yes
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;MacOS;Android;Debian;Linux (non-WSL)
Windows;MacOS;Ubuntu;Debian;Linux (non-WSL)
GitLab
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
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 week
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Documenting code;Learning new concepts or technologies
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Other (write in):
No. I look how AI suggests to solve a problem but in the end I write my own code based on the AI solution. Using AI code as it is can lead to a lot of problems today.
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
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
The main skill to be used I believe would be installing and configuring AI tools and agents =D But in all the seriousness, even with a perfect AI you still need to understand what do you want, how that should work and why AI solution doesn't work.
34,804
null
27,352
27,353
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
7
Data scientist
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Lack of or sub-par API NA
Media & Advertising Services
null
Yes
I have neither consider or transitioned into a new career or industry
5
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Java;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C++;Java;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);Java;JavaScript;PowerShell;Python;SQL
NA NA
Yes
BigQuery;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;SQLite
Microsoft SQL Server;MongoDB;MySQL;Neo4J;PostgreSQL;Snowflake;SQLite;Amazon Redshift
Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Pip;Poetry
Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Homebrew;Kubernetes;Pip;Poetry;Terraform
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Pip;Poetry
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Large Language Model;Ollama
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;LangGraph
Large Language Model;Ollama
null
null
Windows
MacOS
Asana;Confluence;GitHub;GitLab;Google Colab;Jira;Miro;Notion;Trello
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Notion
Confluence;GitHub;GitLab;Google Colab;Jira;Notion
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);Perplexity Sonar models
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
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Writing code;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
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 is not but it will be
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Data and analytics
Agent/multi-agent orchestration
null
AI agents have reduced the time spent on specific development tasks.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboratio...
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
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
Pinecone;LangMem
null
Ollama;LangChain;LangGraph
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
problem solving and fix the code that AI have generated. This looks nice but t does not do what it was meant to work for
null
null
27,353
27,354
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, full-stack
5,000 to 9,999 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
Connected to an open-source project NA
Inefficient or time-costly 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
3
1
India
INR Indian rupee
1,800,000
Yes
Assembly;C#;HTML/CSS;JavaScript;TypeScript;Visual Basic (.Net)
Assembly;C#;HTML/CSS;JavaScript;TypeScript;Visual Basic (.Net)
Assembly;C#;HTML/CSS;JavaScript;TypeScript;Visual Basic (.Net)
NA NA
Yes
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;Terraform
Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;MSBuild;npm;NuGet
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;jQuery
Angular;AngularJS;ASP.NET;ASP.NET Core
Angular;AngularJS;ASP.NET;ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows;Android
Azure Devops;GitHub;Jira;Stack Overflow for Teams
Azure Devops;GitHub;Jira;Stack Overflow for Teams
Azure Devops;GitHub;Jira;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Direct messaging of users
Bookmark posts to look at later NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
null
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
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.
null
null
AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
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 InfoS...
Integrating AI agents with my existing tools and workflows can be difficult.
null
ChromaDB
null
AutoGen (Microsoft)
null
Honeycomb
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
20,923
10
27,354
27,355
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
26
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;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);Online Courses or Certification (includes all media types)
26
Developer, back-end
null
null
null
null
Work
Robust and complete API NA
Prohibitive pricing NA
null
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
4
3
Colombia
COP Colombian peso
16,000,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL
Microsoft SQL Server;MongoDB;PostgreSQL;Supabase
Microsoft SQL Server;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure
Amazon Web Services (AWS);Digital Ocean;Microsoft Azure;Supabase;Vercel
Amazon Web Services (AWS);Microsoft Azure
NA NA
Yes
AngularJS;ASP.NET Core;Vue.js
AngularJS;ASP.NET Core;Django;NestJS;Svelte;Vue.js
AngularJS;ASP.NET Core;Vue.js
NA NA
Yes
Visual Studio;Visual Studio Code
Cursor;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
null
Windows
Clickup;Confluence;Google Workspace;Jira;Notion
Clickup;Google Workspace;Notion
Clickup;Google Workspace;Notion
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);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
Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code
Project planning;Predictive analytics;Learning new concepts or technologies
Debugging or fixing code;Deployment and monitoring
null
Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes, I'm pivoting my career to Vibe Coding
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have 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 automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices;When I need quick help troubleshooting
Critical Thinking UX UI integrated with code design Architecture
3,915
2
27,355
27,356
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
7
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Availability of better alternatives 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
1
1
Italy
EUR European Euro
33,000
Yes
C#
C;C#;C++;Rust;Zig
C#
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Neovim;Visual Studio Code
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Arch;Fedora
Windows
Azure Devops;GitHub;GitLab
Azure Devops;GitHub;GitLab
Azure Devops;GitHub;GitLab
NA NA
Discord
Discord
Discord
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
knowing the system and expectations that cannot be explained to ai
38,285
6
27,356
27,357
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
19
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
32
DevOps engineer or professional
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
null
null
Energy
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
15
null
Germany
EUR European Euro
41,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;Perl;Python;R;SQL
HTML/CSS;Java;JavaScript;Perl;Python;SQL
HTML/CSS;Java;Perl;Python;SQL
NA NA
Yes
MySQL;Oracle
MySQL
MySQL
NA NA
Yes
Google Cloud;Microsoft Azure
Maven (build tool)
null
Ant, vSphere, ProxMox NA
Yes
null
null
null
GWT NA
Yes
Eclipse;Nano;Notepad++
Eclipse;Notepad++;Visual Studio Code
Eclipse;Notepad++
JDeveloper, RStudio NA
Google Gemini
null
null
null
null
Windows;Android
Windows;Linux (non-WSL)
Jira;Markdown File
null
null
Javadoc, pod NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
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
Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
47,566
3
27,357
27,358
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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
6
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
4
null
United States of America
USD United States dollar
145,000
Yes
C++;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Go;Python
null
NA NA
Yes
Snowflake
null
null
NA NA
Yes
Chocolatey;Docker;Homebrew;Kubernetes;npm;Vite;Yarn
null
null
NA NA
Yes
Angular;AngularJS;Node.js;React
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows;MacOS
Windows
Confluence;Jira;Miro;Stack Overflow for Teams
null
null
bitbucket NA
Stack Overflow;Reddit
null
null
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Committing and reviewing code;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Unfortunately it is. It simply can make my job too easy but I wish it was not there, but hard to fight laziness and knowing my coworkers are using it
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Good communication with coworkers, good at reviewing code, good at familiarizing with older and more complex code bases (especially ones that are not open source)
145,000
6
27,358
27,359
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Caring for dependents (children, elderly, etc.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
13
Developer, full-stack
500 to 999 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
Transportation, or Supply Chain
Other (please specify): Free time
No
I have strongly considered changing my career and/or the industry I work in
12
5
United States of America
USD United States dollar
112,000
Yes
HTML/CSS;JavaScript;PHP;Ruby;SQL
Go;Java;PHP;SQL
PHP;SQL
NA NA
Yes
MongoDB;MySQL;PostgreSQL;Redis
MariaDB;MySQL;Redis
MySQL;Redis
NA SQLite, CSV
Yes
Amazon Web Services (AWS);Composer;Digital Ocean;Docker
Digital Ocean;Docker
Digital Ocean;Docker
Bundler NA
Yes
jQuery;Laravel;Ruby on Rails;Symfony;Vue.js
Laravel;Vue.js
Laravel;Vue.js
NA NA
Yes
Notepad++;PhpStorm;Visual Studio Code
PhpStorm;Visual Studio Code;Windsurf
PhpStorm;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Ubuntu
Confluence;GitHub;Jira;Markdown File;Notion
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;Company-sponsored forums
Stack Overflow;Discord
Stack Overflow;Discord
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);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Committing and reviewing code
Documenting code;Testing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):
No, it's a joke.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company...
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
Ability to troubleshoot highly complex code and business logic.
112,000
9
27,359
27,360
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
Caring for dependents (children, elderly, etc.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Academic researcher
20 to 99 employees
null
In-person
No
Personal Project
Connected to an open-source project NA
Lack of or sub-par API NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,360
27,361
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification)
No, I didn't spend time learning in the past year
null
7
Developer, back-end
null
null
null
null
Work
Robust and complete API NA
Security or privacy concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Italy
EUR European Euro
null
Yes
C;C#;C++;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;Swift;TypeScript
C;Go;Rust;Zig
C;Go;Rust
NA NA
Yes
MariaDB;MySQL;Oracle;PostgreSQL;SQLite
SQLite
SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Svelte
Svelte
Svelte
NA NA
No
null
null
null
NA NA
SwiftData
null
null
null
null
Windows;MacOS
null
GitHub;GitLab;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
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 week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Chat (bot/AI)
null
No, not really
Less than half of the time
No, and I don't plan to
Very unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
Search for answers
Project planning;Writing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Deployment and monitoring
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No, never used it. Only use ChatGPT as a search engine sometimes.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
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 learn best practices;When I need help fixing complex or unfamiliar code
domain specific skills, software architecture skills
null
null
27,361
27,362
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,362
27,363
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Stack Overflow or Stack Exchange;Games or coding challenges;School (i.e., University, College, etc)
13
Developer, mobile
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
Yes
I have somewhat considered changing my career and/or the industry I work in
6
4
France
EUR European Euro
39,000
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Chocolatey;Firebase;Gradle;npm;Pip
null
null
NA NA
Yes
Express;FastAPI;Node.js
null
null
Dart, Flutter NA
Yes
Android Studio;Visual Studio Code;Xcode
null
null
NA NA
Google Gemini
null
null
null
null
MacOS
null
GitHub;GitLab
null
null
NA NA
Stack Overflow;Discord;Slack (public channels, not work);YouTube;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
45,246
7
27,363
27,364
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Some college/university study without earning a degree
Employed
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
15
Architect, software or solutions
10,000 or more employees
null
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Internet, Telecomm or Information Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Canada
CAD Canadian dollar
120,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Learning new concepts or technologies
null
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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
Not sure
87,550
null
27,364
27,365
I am a developer by profession
65 years or older
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
40
Developer, embedded applications or devices
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
Robust and complete API NA
Ethical concerns NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
7
7
Sweden
EUR European Euro
0
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;SQL
null
null
NA NA
Yes
InfluxDB;MariaDB
null
null
NA NA
Yes
Docker;npm;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Hacker News
Stack Overflow;Discord;Hacker News
Stack Overflow;Discord;Hacker News
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
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Search for answers
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have 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...
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.;The cost of using certain AI agent platforms is a barrier.
null
It takes significant time and effort to learn how to use AI agents effectively.;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
Grafana + Prometheus
null
ChatGPT;GitHub Copilot
null
When I’m stuck and can’t explain the problem
Creativity
null
10
27,365
27,366
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
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
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
10
4
Germany
EUR European Euro
80,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python;Ruby
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python
NA NA
Yes
MongoDB;SQLite
DuckDB;SQLite
SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Gradle;Homebrew;Pip;Splunk
Amazon Web Services (AWS);APT;Gradle;Pip;Poetry
Amazon Web Services (AWS);APT;Gradle;Pip
NA NA
Yes
Angular;Flask;Spring Boot
Django;Flask;Spring Boot;Vue.js
Flask;Spring Boot
NA NA
Yes
IntelliJ IDEA;Nano;PyCharm;Vim
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;PyCharm;Vim
IntelliJ IDEA;Nano;PyCharm;Vim
NA NA
Pydantic;Ultralytics
Pydantic;uv
Pydantic
null
null
Ubuntu;Debian
Ubuntu;Debian
Confluence;GitHub;Jira;Markdown File;Wikis
GitHub;Jira;Markdown File;Wikis
GitHub;Jira;Markdown File;Wikis
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 10 and 15 years
Less than once per month or monthly
Long-form articles
Answer a question NA
Yes, somewhat
About half of the time
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;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Predictive analytics;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’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
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.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Asking questions, observing interactions, expressing thoughts, empathy in communication.
92,812
3
27,366
27,367
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,367
27,368
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
28
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
150,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Lua;Python;Rust;SQL;Zig
Python;Rust;SQL
NA NA
Yes
BigQuery;DuckDB;Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite;Valkey
Cassandra;DuckDB;Dynamodb;PostgreSQL;Redis;SQLite;Clickhouse;Valkey
DuckDB;Dynamodb;PostgreSQL;Redis;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);Cargo;Docker;Firebase;Google Cloud;Homebrew;Pip;Poetry
Amazon Web Services (AWS);Cargo;Docker;Terraform
Amazon Web Services (AWS);Cargo;Docker
just, uv just, uv
Yes
Express;Fastify;Axum
Axum
Axum
sanic sanic
Yes
Claude Code;Neovim;Visual Studio Code;Zed
Neovim;Zed
Neovim;Zed
NA NA
Large Language Model;Google Gemini;uv
Large Language Model;uv
Large Language Model;uv
null
null
Windows;MacOS;Ubuntu;iOS;iPadOS
MacOS
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian
GitHub;Linear;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Hacker News;Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Bluesky;YouTube
Bluesky;YouTube
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
Anthropic: Claude Sonnet
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
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Project planning
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
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 tried it but it gets unwieldy pretty quickly.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have 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.
AI agents have improved the quality of my code.
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 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
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
The 90% of software engineering that isn’t coding of course!
204,212
9
27,368
27,369
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
9
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Bulgaria
BGN Bulgarian lev
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;GDScript;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lua;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);GDScript;HTML/CSS;JavaScript;Kotlin;Lua;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);GDScript;HTML/CSS;JavaScript;Kotlin;Lua;PowerShell;Python;Rust;SQL;TypeScript
Typst Typst
Yes
MariaDB;MongoDB;PostgreSQL;SQLite
MariaDB;MongoDB;PostgreSQL;SQLite
MariaDB;MongoDB;PostgreSQL;SQLite
NA NA
Yes
APT;Cargo;Docker;Gradle;Homebrew;Make;MSBuild;Ninja;NuGet;Pacman;Pip;pnpm;Poetry
Cargo;Docker;Gradle;Homebrew;NuGet;Pacman;Pip;pnpm;Poetry
Cargo;Docker;Gradle;Homebrew;NuGet;Pacman;Pip;pnpm;Poetry
NA uv
Yes
Svelte;WordPress
Svelte;WordPress
Svelte;WordPress
NA NA
Yes
Android Studio;Neovim;Visual Studio Code
Android Studio;Neovim;Visual Studio Code
Android Studio;Neovim;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Google Gemini;Ollama
Large Language Model;RAG;Google Gemini;Ollama;LangGraph;uv
Large Language Model;Google Gemini;Ollama
null
null
Android;Arch
Android;Arch
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models)
Gemini (Flash general purpose models);Meta Llama (all models)
Gemini (Flash general purpose models);Meta Llama (all models)
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;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
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Testing code;Committing and reviewing code;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;It’s hard to understand how or why the code works
No.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
null
null
27,369
27,370
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
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 podc...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exch...
14
Developer, AI apps or physical AI
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Healthcare
Opportunities to mentor and lead junior-level coworkers NA
Yes
I have somewhat considered changing my career and/or the industry I work in
3
3
Ireland
EUR European Euro
100,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Dynamodb;MongoDB;PostgreSQL;Redis
Dynamodb;Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
Dynamodb;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;pnpm;Webpack;Yarn
Amazon Web Services (AWS);Docker;Firebase;Heroku;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;Netlify;pnpm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;pnpm;Webpack;Yarn
NA NA
Yes
Angular;AngularJS;Next.js;Node.js;Nuxt.js;React;Vue.js
Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Next.js;Node.js;Nuxt.js;React;Vue.js
NA NA
Yes
Claude Code;IntelliJ IDEA;Visual Studio;Visual Studio Code
Claude Code;Cursor;Visual Studio;Visual Studio Code
Claude Code;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android;iOS;iPadOS;ChromeOS
Windows;MacOS;ChromeOS
Azure Devops;Confluence;GitHub;GitLab;Jira;Miro
Azure Devops;Confluence;GitHub;GitLab;Miro
Azure Devops;Confluence;GitHub;GitLab;Miro
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Message Boards;Videos;Job board;Chat (bot/AI)
Other (write in): Look for solutions
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
Deployment and monitoring
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No i haven't used it yet
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
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.
null
AI agents have improved collaboration within my team.
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 InfoS...
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Complex problem solving. Writing maintainable code. Delivering the project the client asked and fully understand complex features. Analytical thinking. Finding the best solutions. Project architecture
116,015
8
27,370
27,371
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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)
2
Developer, front-end
null
null
null
null
Personal Project
AI integration or AI Agent capabilities NA
Inefficient or time-costly NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,371
27,372
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
3
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types)
No, I didn't spend time learning in the past year
null
1
Other (please specify):
null
Individual contributor
null
No
School
null
null
Healthcare
null
Yes
null
null
null
Nigeria
USD United States dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Multiple times per day
Less than one year
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,372
27,373
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
I prefer not to say
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
3
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,373
27,374
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Videos (not associated with specific online course or certification);Blogs or podcasts
null
Developer, full-stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,374
27,375
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
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);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
13
Academic researcher
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
null
Switzerland
CHF Swiss franc
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Debugging or fixing code;Search for answers;Generating content or synthetic data
Project planning;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics
null
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not often
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,375
27,376
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
9
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,376
27,377
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
10
Data or business analyst
500 to 999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable literally everything else
Other (please specify): PRESENCE OF AI
Insurance
null
No
I have strongly considered changing my career and/or the industry I work in
3
1
United States of America
USD United States dollar
878,500
Yes
Lua;Python;SQL;VBA
null
null
NA NA
Yes
DuckDB;Microsoft SQL Server;MySQL;Snowflake
null
null
NA NA
Yes
null
null
null
Hex NA
null
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++
Notepad++
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub
null
null
NA NA
Stack Overflow;Discord
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in ALL I WANT IS TO READ THINGS
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
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
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant c...
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 want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
ALL, BECAUSE AI IS CRAP
878,500
null
27,377
27,378
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
19
DevOps engineer or professional
20 to 99 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Security or privacy concerns NA
Fintech
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
7
7
Canada
CAD Canadian dollar
325,000
Yes
Go;Python
Go;Python
Go;Python
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Homebrew;Kubernetes;Poetry;Terraform
Amazon Web Services (AWS);Terraform
Amazon Web Services (AWS);Terraform
NA NA
Yes
Flask
Flask
Flask
NA NA
Yes
Sublime Text;Visual Studio Code
Visual Studio Code
Visual Studio Code
WingIDE WingIDE
Large Language Model
null
null
null
null
MacOS
Ubuntu
GitHub;Redmine;Stack Overflow for Teams;Trello
GitHub;Stack Overflow for Teams;Trello
GitHub;Stack Overflow for Teams;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Committing and reviewing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code
null
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Communication
237,115
6
27,378
27,379
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Developer, desktop or enterprise applications
null
null
null
No
Work
Reliability and low latency NA
Ethical concerns NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
10
10
Switzerland
CHF Swiss franc
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Lua;Python;Zig
Assembly;Bash/Shell (all shells);C;C++;Python;SQL;Zig
Assembly;Bash/Shell (all shells);C;C++;Python;Zig
Dlang Dlang
No
null
null
null
NA NA
Yes
Docker;Make;Ninja;Pacman;Pip
Docker;Make;Ninja;Pacman;Pip
Docker;Make;Ninja;Pacman;Pip
NA NA
No
null
null
null
NA NA
Yes
Neovim;Sublime Text;Vim
Neovim
Neovim
NA NA
c++23
c++23
c++23
null
null
Linux (non-WSL)
Linux (non-WSL)
Doxygen;GitLab;Markdown File
Doxygen;GitLab;Markdown File
Doxygen;GitLab;Markdown File
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
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
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
Indifferent
Highly distrust
Very poor at handling complex tasks
Documenting code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not really
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I 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
Logical reasoning, creativity, improvisation
null
7
27,379
27,380
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
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
43
Developer, full-stack
20 to 99 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
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);C;C++;JavaScript;Python;SQL
Rust;TypeScript
null
NA NA
Yes
MySQL
PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);Docker
Cargo
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Large Language Model
null
null
null
null
Ubuntu
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
Yes, somewhat
null
No, and I don't plan to
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
null
null
null
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
27,380
27,381
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
30
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
3
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;Fortran;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C;C#;C++;JavaScript;Rust
Bash/Shell (all shells);C;C#;C++;JavaScript
NA NA
Yes
Microsoft SQL Server;SQLite
SQLite
SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core
null
null
NA NA
Yes
Vim;Visual Studio;Visual Studio Code
Android Studio;Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;c++23
.NET 8 or higher
null
null
Debian
Windows
Confluence;Doxygen;Jira;Markdown File
Doxygen;GitLab;Markdown File
Doxygen;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
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.)
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Writing code;Documenting code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;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;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Absolutely not.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
27,381
27,382
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
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);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
3
Developer, front-end
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
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
5
3
Ukraine
UAH Ukrainian hryvnia
225,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;TypeScript
HTML/CSS;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Cloudflare;Docker;Make;npm;Vite;Webpack
Cloudflare;Docker;Make;npm;Vite;Webpack
Cloudflare;Docker;Make;npm;Vite;Webpack
NA NA
Yes
Express;Fastify;Next.js;Node.js;React
Angular;Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows
Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring
Writing code
Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
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
I won't say so. AI tools are useful for manual, simple tasks. When it comes to doing something complex, I prefer to do it by myself, using AI for debugging
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Language processing
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved 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 reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Soft skills are still one of the most important. Using AI tools is great, but we work with people. And your ability to communicate sometimes defines whether the issue is going to be solved
5,392
10
27,382
27,383
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
4
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
School (i.e., University, College, etc)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,383
27,384
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (20-29 hours per week);Attending school (part-time);Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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);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
2
Student
20 to 99 employees
Individual contributor
In-person
No
null
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Government
null
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
null
Yes
PowerShell;Python;Rust;Visual Basic (.Net)
Assembly;C++;Java
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;iOS;Linux (non-WSL);ChromeOS
Windows
GitHub;Markdown File;Obsidian
null
null
NA NA
Stack Overflow;Reddit
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Writing code;Testing code;Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Absolutely not
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something
Understanding one's codebase and being able to explain how/why it works, debugging code that repeatedly throws errors, fixing hardware issues
null
null
27,384
27,385
I am learning to code
25-34 years old
Primary/elementary school
Not employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Stack Overflow or Stack Exchange;Games or coding challenges
2
Student
null
null
null
null
Personal Project
AI integration or AI Agent capabilities NA
Availability of better alternatives NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Hungary
UAH Ukrainian hryvnia
null
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python
C#;HTML/CSS;JavaScript;PowerShell;Python
C#;HTML/CSS;JavaScript;PowerShell;Python
NA NA
null
null
null
null
NA NA
null
npm;Pip;Yarn
npm;Pip;Yarn
npm;Pip;Yarn
NA NA
null
Node.js;WordPress
Node.js;WordPress
Node.js;WordPress
NA NA
null
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;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium
null
null
NA NA
null
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Project planning;Deployment and monitoring;Predictive analytics
null
Documenting code;Search for answers;Creating or maintaining documentation
Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
Testing code
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Customer service support
Language processing;Agent/multi-agent orchestration;Integration with external agents and APIs
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 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.;Write in the most significant benefit if not listed above.
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.;Write in the most significant challenge if not listed above:
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
ChatGPT
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
null
null
27,385
27,386
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
22
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
Architect, software or solutions
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,386
27,387
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, full-stack
null
null
null
No
Personal Project
Reputation for quality NA
Ethical concerns NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
23
42
Brazil
BRL Brazilian real
null
Yes
Bash/Shell (all shells);HTML/CSS;Rust;SQL
Bash/Shell (all shells);HTML/CSS;Rust;SQL;Gleam
Bash/Shell (all shells);HTML/CSS;Rust;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Axum
Axum
Axum
Actix, WASM NA
Yes
Visual Studio Code
Neovim;Zed
null
NA NA
null
null
null
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
null
DeepSeek (V- General purpose models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Infrequently, less than once per year
I don't use Stack Overflow
Infrequently, less than once per year
Chat (people)
Other (write in): I don't visit stack overflow
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
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;Other (write in):
Learning new concepts or technologies
null
null
I don’t use AI tools regularly
Not at all.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
null
5
27,387
27,388
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
5
Developer, back-end
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,388
27,389
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (part-time);Engaged in paid work (10-19 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Games or coding challenges
9
Developer, back-end
Less than 20 employees
Individual contributor
In-person
No
School
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
8
8
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C#;C++;Python
C;C#;C++;Python;Rust
C#;C++;Python
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
Cloudflare
Cloudflare
Cloudflare
NA NA
No
null
null
null
NA NA
Yes
PyCharm;Rider;Visual Studio Code;WebStorm
PyCharm;Rider;Visual Studio Code
PyCharm;Rider;Visual Studio Code
NA NA
null
null
null
null
null
Linux (non-WSL);Fedora
Windows;Linux (non-WSL);Fedora
GitHub;Google Workspace;Trello
GitHub;Google Workspace;Trello
GitHub;Google Workspace;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
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
Ask a question NA
No, not really
More than half the time
Yes, I use AI tools monthly or infrequently
Favorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Other (write in):
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. The LLM generated code I use is mostly autocompleted by my IDE which is going off of something I've written myself. It speeds up my workflow but it doesn't outright replace it.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
Write in the most significant benefit if not listed above.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Fundamental ability to solve problems on your own. No matter how much data is piped into these LLMs they're still not going to understand nuanced problems. They don't reason, they pretend to reason by predicting text. They can be really useful for generating examples, automating repetitive boilerplate tasks, or underst...
null
8
27,389
27,390
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
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
4
Developer, front-end
null
null
null
null
Personal Project
Good brand and public image NA
Inefficient or time-costly NA
null
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
3
5
Nigeria
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, but I plan to soon
Unsure
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,390
27,391
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
5
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;School (i.e., University, College, etc)
9
DevOps engineer or professional
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
Yes
I have neither consider or transitioned into a new career or industry
6
4
Netherlands
EUR European Euro
45,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Testing code
null
null
Committing and reviewing code;Deployment and monitoring
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
I’ve become less confident in my own problem-solving
Yes i use it a lot
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Decision intelligence;IT operations
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
52,207
6
27,391
27,392
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,392
27,393
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
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
10
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
France
EUR European Euro
46,000
Yes
Bash/Shell (all shells);Dart;Go;HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Rust;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Cloud Firestore;Cosmos DB;Microsoft SQL Server;MongoDB;PostgreSQL
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Make;Microsoft Azure;npm;Pacman;Pip;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Make;Microsoft Azure;npm;Pacman;Terraform;Vite
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Make;Microsoft Azure;npm;Pacman;Vite
NA NA
Yes
Angular;AngularJS;Express;NestJS;Node.js;React;Symfony;Vue.js
Angular;Express;Next.js;Node.js;Nuxt.js
Angular;Express;Node.js
NA NA
Yes
Neovim;PhpStorm;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
Large Language Model;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
null
null
Arch
Ubuntu
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Notion;Trello
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Search for answers;Generating content or synthetic data
Project planning;Documenting code;Committing and reviewing code
Learning about a codebase;Writing code;Debugging or fixing code;Creating or maintaining documentation
Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
No, vibe coding is not part of my professional development work. I only use it as a helper for generic coding problems.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Critical thinking, having the bigger picture in mind. You still need someone to check what the AI is producing, the results are not perfect and generaly need tweaking.
53,367
8
27,393
27,394
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
Volunteering (regularly)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Books / Physical media
20
Engineering manager
10,000 or more 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
School
Reliability and low latency NA
Security or privacy concerns NA
Fintech
null
No
I have neither consider or transitioned into a new career or industry
6
2
Canada
USD United States dollar
null
Yes
C#;HTML/CSS;PHP;PowerShell;TypeScript
C#;HTML/CSS;TypeScript
C#;HTML/CSS;TypeScript
NA VBScript
Yes
Dynamodb;PostgreSQL;Redis;SQLite
Dynamodb;PostgreSQL;Redis;SQLite
Dynamodb;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;npm;NuGet;pnpm;Terraform;Vite
Amazon Web Services (AWS);Bun;Docker;Kubernetes;npm;NuGet;pnpm;Vercel;Vite
Amazon Web Services (AWS);Docker;Kubernetes;npm;NuGet;pnpm;Vite
NA NA
Yes
Angular;ASP.NET;Deno;Express;NestJS;Next.js;Node.js;React;WordPress
ASP.NET;Deno;Express;NestJS;Next.js;Node.js;React;Svelte
ASP.NET;Deno;Express;NestJS;Next.js;Node.js;React
NA NA
Yes
Claude Code;Cline and/or Roo;Nano;Sublime Text;Visual Studio;Visual Studio Code
Claude Code;Nano;Sublime Text;Visual Studio Code;Windsurf
Claude Code;Nano;Sublime Text;Visual Studio Code
GitHub Copilot GitHub Copilot
null
null
null
null
null
Windows;Android
Windows;Android;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian;Trello
Azure Devops;Confluence;GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian;Trello
Azure Devops;Confluence;GitHub;Lucid (includes Lucidchart);Markdown File;Obsidian;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
null
Documenting code
null
AI solutions that are almost right, but not quite;I haven’t encountered any problems
Only for MVPs, POCs, hackathons. etc. Not for production code.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
MCP servers
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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
LangChain;Amazon Bedrock Agents;LangGraph
null
null
null
ChatGPT;Claude Code;GitHub Copilot;v0.dev
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Design patterns, software architecture, standards, best practices, clean code.
null
null
27,394
27,395
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
6
4
Germany
EUR European Euro
49,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript
NA NA
Yes
DuckDB;MariaDB;MySQL;PostgreSQL;Redis;Supabase;Clickhouse
DuckDB;MariaDB;PostgreSQL;Redis;Clickhouse
DuckDB;MariaDB;PostgreSQL;Redis;Clickhouse
NA NA
Yes
Ansible;Docker;Kubernetes;Maven (build tool);Netlify;npm;Pip;pnpm;Poetry;Prometheus
Ansible;Docker;Kubernetes;Maven (build tool);Netlify;npm;Pip;pnpm;Poetry;Prometheus
Ansible;Docker;Kubernetes;Maven (build tool);Netlify;npm;Pip;pnpm;Poetry;Prometheus
NA NA
Yes
Angular;Flask;Node.js;Spring Boot;WordPress
Angular;Flask;Node.js;Spring Boot
Angular;Flask;Node.js;Spring Boot
NA NA
No
null
null
null
NA NA
Pydantic
Pydantic
Pydantic
null
null
Ubuntu
Ubuntu
Confluence;GitHub;GitLab;Google Colab;Markdown File;Miro;Wikis
Confluence;GitHub;GitLab;Google Colab;Markdown File;Miro;Wikis
Confluence;GitHub;GitLab;Google Colab;Markdown File;Miro;Wikis
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
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
Generating content or synthetic data
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
null
null
null
Debugging AI-generated code is more time-consuming
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
56,847
7
27,395
27,396
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);Attending school (part-time)
1
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;S...
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
3
Student
null
null
null
null
School
Reputation for quality NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
5
Brazil
BRL Brazilian real
8,400
Yes
Python
C;C#;C++;Java;JavaScript;Python;R
Python
LaTeX NA
null
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Nano;Neovim;Vim;Visual Studio Code
Visual Studio Code
Overleaf NA
Google Gemini
null
null
null
null
Windows;Android
Windows
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit
Stack Overflow;Stack Exchange;Discord;Reddit
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Predictive analytics
Generating content or synthetic data
Committing and reviewing code
Deployment and monitoring
Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Decision intelligence;Data and analytics
Language processing
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
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
creativity
1,529
null
27,396
27,397
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
19
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
32
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
12
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
78,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Rust;SQL
HTML/CSS;JavaScript;Rust
HTML/CSS;JavaScript;Rust
NA NA
Yes
MariaDB;MySQL
MariaDB
MariaDB
NA NA
Yes
Cargo;Cloudflare;Composer;Datadog;Docker;npm
Cargo;Cloudflare;Datadog;Docker
Cargo;Cloudflare;Datadog;Docker
SWC SWC
Yes
Node.js
null
null
NA NA
Yes
Visual Studio Code;Zed
Zed
Zed
NA NA
null
null
null
null
null
MacOS
MacOS
Clickup;GitHub
GitHub
GitHub
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)
Mastodon Mastodon
No
null
null
null
NA NA
No
A few times per week
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, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
All current skills will remain relevant for developers who care about quality of results over speed of development
106,190
6
27,397
27,398
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Attending school (part-time)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);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);Colleague or on-the-job training
27
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Banking/Financial Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
5
3
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;R;SQL;TypeScript;VBA
Bash/Shell (all shells);C#;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;Snowflake;SQLite
Microsoft SQL Server;PostgreSQL;Snowflake;SQLite
Microsoft SQL Server;Snowflake;SQLite
Microsoft Fabric NA
Yes
Chocolatey;Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet
Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet;Splunk
Docker;Kubernetes;Microsoft Azure;MSBuild;NuGet
Artifactory UV
Yes
ASP.NET Core;React
ASP.NET Core;Flask;React
ASP.NET Core;React
NA Uno Platform
Yes
Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Claude Code;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Microsoft Fabric
.NET 8 or higher;Microsoft Fabric;uv
.NET 8 or higher;Microsoft Fabric
null
null
Windows;Windows Subsystem for Linux (WSL);iOS
Windows;Ubuntu
Azure Devops;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Testing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Predictive analytics;Generating content or synthetic data
Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
null
Other (write in):
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.
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.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Being able to design solutions. Being able to filter out unnecessary feedback.
null
9
27,398
27,399
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;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
7
Developer, desktop or enterprise applications
null
null
null
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
7
Bulgaria
BGN Bulgarian lev
3,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C#;Lisp;Lua;Rust
Assembly;Bash/Shell (all shells);C;C#
NA NA
No
null
null
null
NA NA
Yes
Make;npm;NuGet;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Visual Studio;Visual Studio Code
Vim
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Ubuntu;Linux (non-WSL)
Windows
null
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
Multiple times per day
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
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
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
I have tried using LLMs to help me generate parts of the codebase I was writing and the answers we not satisfactory. I have since not tried using LLM generated code.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
AI agents have increased my productivity.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;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 Info...
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
1,779
null
27,399
27,400
I am a developer by profession
35-44 years old
Other (please specify):
Employed
None of the above
10
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
15
Developer, back-end
20 to 99 employees
Individual contributor
In-person
No
null
null
null
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
4
1
Spain
EUR European Euro
null
Yes
Groovy;Java;Kotlin
Elixir;Erlang;Groovy;JavaScript;Kotlin;PHP;TypeScript;Zig
Groovy;Kotlin
NA NA
Yes
MongoDB;MySQL;Redis
Cassandra;Elasticsearch;MongoDB;MySQL;Redis;SQLite;Valkey
MongoDB;MySQL;Redis
NA NA
Yes
Docker;Google Cloud;Kubernetes;Maven (build tool);Prometheus
Docker;Google Cloud;Kubernetes;Maven (build tool)
Docker;Google Cloud;Kubernetes;Maven (build tool)
NA NA
Yes
AngularJS
Laravel;Next.js;Node.js;React;WordPress
null
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;Ubuntu
MacOS;Ubuntu
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
null
Neutral
Rarely, almost never
No, but I plan to soon
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Creating or maintaining documentation
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
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I 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
generating ideas, maintenance upgrade planning, new knowledge, edge-case handling, code review, code acceptance, future planning
null
7