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27,500
27,501
I work with developers or my work supports developers but am not 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
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,501
27,502
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
35
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Blogs or podcasts
14
Other (please specify):
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
Manufacturing
null
No
I have strongly considered changing my career and/or the industry I work in
2
null
Czech Republic
CZK Czech koruna
240,000
Yes
Java;SQL
Java;Python;Scala;SQL
Java;SQL
NA NA
Yes
H2;MySQL
MySQL;PostgreSQL;Redis;Amazon Redshift
MySQL
NA NA
No
null
null
null
NA NA
Yes
Spring Boot
Angular;FastAPI;Spring Boot
Spring Boot
NA Dart
Yes
IntelliJ IDEA
Claude Code;Cursor;IntelliJ IDEA
IntelliJ IDEA
NA NA
Large Language Model
Large Language Model;Amazon Bedrock;RAG;Google Gemini
Large Language Model
null
null
Windows
Windows
GitHub;Miro;Obsidian;Trello
GitHub;Jira;Miro;Notion;Trello
GitHub;Miro;Trello
NA NA
Dev.to;GitHub (public projects, not private repos);LinkedIn
LinkedIn;Medium
LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Videos;Chat (bot/AI)
Answer a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code
null
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I 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 learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Ability to work in team, empathy, think out of the box
11,233
null
27,502
27,503
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours)
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
1
UX, Research Ops or UI design professional
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
null
Transportation, or Supply Chain
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
2
Nigeria
NGN Nigerian naira
2
Yes
null
null
null
NA S
Yes
null
null
null
NA NA
null
null
null
null
NA NA
Yes
null
null
null
NA S
Yes
null
null
null
NA NA
Google Gemini;LangGraph
.NET 8 or higher;Tailwind CSS 4;Large Language Model;SwiftData;Pydantic;Microsoft Fabric;Delphi 12+ Athens;Ultralytics;visionOS
null
null
S
null
Windows;Windows Subsystem for Linux (WSL);iOS;ChromeOS;Pop!_OS
null
null
null
NA NA
Company-sponsored forums
Stack Overflow;X;YouTube;Twitch;LinkedIn
null
NA NA
Yes
null
null
null
NA NA
Yes
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
Multiple times per day
Other (write in):
Use discussion or chat feature NA
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
Very favorable
null
I don't use AI tools for complex tasks / I don't know
null
Documenting code;Testing code;Other (write in):
null
null
Project planning;Search for answers
Debugging AI-generated code is more time-consuming
Thanks
null
No, but my development work has significantly changed due to non-AI factors
Other Industry purpose (write in):
null
null
null
AI agents have increased my productivity.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
3
null
null
27,503
27,504
I am learning to code
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,504
27,505
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
null
null
null
null
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
27,505
27,506
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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Coding Bootcamp
50
Architect, software or solutions
1,000 to 4,999 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
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
20
10
Argentina
ARS Argentine peso
55,000,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;SQL;TypeScript;VBA
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Oracle
null
null
NA NA
Yes
Microsoft Azure;MSBuild;npm;NuGet;Pip;Splunk;Terraform
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Flask;jQuery
Blazor
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model
null
null
null
null
Windows;Ubuntu;Android
Windows
Azure Devops
null
null
NA NA
Stack Overflow;Stack Exchange;Kaggle;YouTube;LinkedIn;Company-sponsored forums
null
null
NA NA
Yes
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
Bookmark posts to look at later NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Very favorable
Highly distrust
Bad at handling complex tasks
Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Documenting code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics;Other Industry purpose (write in):
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
null
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
Copilot Studio
null
Copilot Studio
null
null
null
null
When I want to fully understand something;When I have ethical or security concerns about code
Application Security Development
46,918
8
27,506
27,507
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
null
null
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
27,507
27,508
I am learning to code
35-44 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Coding Bootcamp
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)
1
Developer, front-end
I don’t know
Individual contributor
In-person
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Manufacturing
null
Yes
I have somewhat considered changing my career and/or the industry I work in
5
5
Tunisia
TND Tunisian dinar
5,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
About half of the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1,697
null
27,508
27,509
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
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
27
Developer, full-stack
I don’t know
Individual contributor
Remote
No
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
Healthcare
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
0
United States of America
USD United States dollar
132,000
Yes
C#;JavaScript;PowerShell;Python;SQL
null
null
OpenEdge (Progress) NA
Yes
null
null
null
SQL NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
Windows
Confluence;GitHub;Jira
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
Less than once every 2 - 3 months
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people)
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Committing and reviewing code;Search for answers
Project planning;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Writing code
null
null
it is somewhat part of it
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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 reduced the time spent on specific development tasks.
null
null
AI agents have improved collaboration within my team.
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.;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
copilot
null
null
null
null
Google Gemini;Microsoft Copilot
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
The ability to intuitively come up with ways to get AI to work quicker and more efficiently in areas that can be time consuming for developers or mundane and thus open up better opportunities for them.
132,000
7
27,509
27,510
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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 didn't spend time learning in the past year
null
10
Developer, mobile
null
null
null
null
Personal Project
null
null
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Ukraine
UAH Ukrainian hryvnia
null
No
null
null
null
NA NA
Yes
MongoDB;PostgreSQL;Supabase
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
null
null
null
null
Ubuntu;Android
null
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Discord;YouTube;Twitch;LinkedIn;Medium
Discord;YouTube;Twitch;LinkedIn
Discord;YouTube;Twitch;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
A few times per month or weekly
null
null
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Predictive analytics
Committing and reviewing code
Writing code;Deployment and monitoring
Debugging or fixing code;Testing code
Learning about a codebase;Project planning;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
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 reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Working with AI, writing prompts, implementing AI tools into own projects
null
6
27,510
27,511
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
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
7
Cloud infrastructure engineer
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
null
No
I have transitioned into a new career and/or industry voluntarily
10
0
Portugal
EUR European Euro
51,000
Yes
Bash/Shell (all shells);PowerShell;Python;SQL
null
null
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis
null
null
NA NA
Yes
APT;Docker;Kubernetes;Microsoft Azure;Pip;Podman;Prometheus
Amazon Web Services (AWS);Kubernetes;Microsoft Azure;Prometheus;Terraform
Kubernetes;Microsoft Azure;Prometheus
Bicep Bicep
No
null
null
null
NA NA
Yes
Nano;Notepad++;Vim;Visual Studio Code;VSCodium
Vim;Visual Studio Code;VSCodium
Vim;Visual Studio Code;VSCodium
NA NA
null
null
null
null
null
Windows;Android;Linux (non-WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;GitHub;Jira;Markdown File
Azure Devops;Confluence;GitHub;Jira;Markdown File
Azure Devops;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;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 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Predictive analytics;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Deployment and monitoring
null
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Yes, to a great extent
Business process automation;IT operations
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
THINKING
59,167
null
27,511
27,512
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
12
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
16
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Other (please specify): Unnecessary complex
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
8
5
Iceland
ISK Icelandic krona
14,600,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Decision intelligence
MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
119,271
7
27,512
27,513
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
9
Developer, back-end
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
Costs are manageable NA
null
Healthcare
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Slovakia
EUR European Euro
50,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;Visual Basic (.Net)
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL;SQLite
null
null
NA NA
null
NuGet
null
null
NA NA
null
ASP.NET;ASP.NET Core
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Claude Code
null
NA NA
.NET 8 or higher;Large Language Model;Google Gemini
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
null
null
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
null
null
NA NA
No
Less than once per month or monthly
Between 1 and 3 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code
null
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Testing code;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite
Not extensively, I heavily adjust code written by LLMs.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
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.;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 need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Knowing why something is the way it is, not only blindly copying / writing it in that way.
58,007
null
27,513
27,514
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)
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);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
13
Database administrator or engineer
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Government
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
4
United States of America
USD United States dollar
136,000
Yes
C#;HTML/CSS;JavaScript;SQL;Visual Basic (.Net)
null
null
NA NA
Yes
Microsoft Access;Microsoft SQL Server
null
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
WordPress
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Eclipse
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
null
null
null
Proprietary company tool NA
Stack Overflow;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
No
Less than once every 2 - 3 months
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
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code
Database admin, networking and security
136,000
8
27,514
27,515
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
6
Database administrator or engineer
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Poor usability NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
5
2
United States of America
USD United States dollar
44,000
Yes
C#;HTML/CSS;JavaScript;SQL
Python;TypeScript
null
NA NA
Yes
Microsoft SQL Server
IBM DB2;Oracle;PostgreSQL
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Ubuntu;Android
Windows
Microsoft Planner;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube
null
null
NA NA
null
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Message Boards;Videos;Chat (bot/AI)
Answer a question NA
No, not really
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
44,000
7
27,515
27,516
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
18
Developer, full-stack
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Robust and complete API NA
Lack of or sub-par API NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
10
12
United States of America
USD United States dollar
null
Yes
C#;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL
null
null
ColdFusion, NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Firebase;Google Cloud
null
null
NA NA
Yes
Angular;AngularJS;jQuery;Next.js;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Android;iOS
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;X
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
Neutral
Rarely, almost never
No, and I don't plan to
Indifferent
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
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
3
27,516
27,517
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
7
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
8
Developer, front-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Easy-to-use API NA
Ethical concerns NA
Insurance
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
5
0
United States of America
USD United States dollar
121,000
Yes
C#;JavaScript;TypeScript
JavaScript;TypeScript
JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
null
Microsoft Azure;npm;NuGet
npm
npm
NA NA
Yes
Angular;Node.js
Angular;Express;Node.js;React;Ruby on Rails
Angular;Node.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
Windows
Azure Devops
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
never
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
all of them, AI has no place in code
121,000
6
27,517
27,518
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
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
10
Developer, desktop or enterprise applications
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
Reputation for quality NA
Prohibitive pricing NA
Healthcare
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
8
5
Poland
PLN Polish zloty
7,000
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;SQL;TypeScript
C#;SQL;TypeScript
NA NA
Yes
Oracle;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Android Studio;Notepad++;Vim;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;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Jira;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;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
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Testing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers
Documenting code;Creating or maintaining documentation
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
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 have ethical or security concerns about code
architecture, patterns, best practices
1,910
5
27,518
27,519
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
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);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
10
Developer, mobile
null
null
null
null
Work
Robust and complete API NA
Inefficient or time-costly NA
null
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
6
2
Canada
CAD Canadian dollar
null
Yes
Swift
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Xcode
null
null
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS;iOS;iPadOS
Confluence
null
null
NA NA
YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers
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
No, I use AI exclusively in copilot/autocomplete mode
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
8
27,519
27,520
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;Colleague or on-the-job training
6
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have transitioned into a new career and/or industry voluntarily
12
null
United States of America
USD United States dollar
93,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;npm;Pip;Prometheus;Terraform;Webpack
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;npm;Pip;Terraform;Webpack
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;Kubernetes;npm;Pip;Terraform;Webpack
NA NA
Yes
React
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
cody cody
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
MacOS;Ubuntu
GitHub;Jira;Monday.com
GitHub
GitHub
NA NA
Stack Overflow;Reddit;Medium;Company-sponsored forums
Stack Overflow;Reddit;Hacker News;Medium
Stack Overflow;Reddit;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI Reasoning models
Anthropic: Claude Sonnet;openAI Reasoning models
Anthropic: Claude Sonnet;openAI Reasoning models
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Documenting code
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;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;I’ve become less confident in my own problem-solving
Absolutely not. LLM's have hallucinated packages and parameters. I am very cautious, basically using it as as an overpriced autocomplete.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Soft interpersonal skills and understanding project scope.
93,000
7
27,520
27,521
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Engaged in paid work (10-19 hours per week)
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
Books / Physical media;School (i.e., University, College, etc)
6
AI/ML engineer
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
27,521
27,522
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);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
43
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Healthcare
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
20
5
United States of America
USD United States dollar
232,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;SQL
Python;Rust;SQL;TypeScript
Python;SQL
NA NA
Yes
MariaDB;Oracle;PostgreSQL;Redis;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Datadog;Docker;Homebrew;Kubernetes;Make;npm;Pip;Poetry;Splunk
Amazon Web Services (AWS);Datadog;Docker;Kubernetes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes
Sentry, Github actions Sentry, Github actions
Yes
Django;jQuery
Django
Django
htmx htmx
Yes
Nano;PyCharm;Vim
PyCharm
PyCharm
NA NA
Pydantic
Pydantic
Pydantic
null
null
Android;Debian
MacOS;Ubuntu;Red Hat
Confluence;GitHub;Jira;Markdown File;Wikis
GitHub;Trello
GitHub
NA NA
Stack Overflow;Reddit;Hacker News;Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium
Reddit;Slack (public channels, not work);Bluesky
Reddit;Slack (public channels, not work)
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Bad at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
No, the output currently produced by AI in response to prompts, in my experience, generally takes a lot of back and forth to create something that approaches middling quality. I can write high quality code almost as fast as I can get AI to create mediocre code. I suspect that people who frequently engage in vibe coding...
Yes, I use AI agents at work daily
Yes, somewhat
Other Industry purpose (write in):
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
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.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;Other (please specify):
Good taste, or recognition of code quality. Ability to make a solid design and communicate it. Ability to write good prompts for an AI.
232,000
8
27,522
27,523
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
I prefer not to say
null
10
Yes, I am new to coding or currently a student
School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
null
Other (please specify):
null
null
null
null
Personal Project
Reliability and low latency NA
null
null
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
Bangladesh
BDT Bangladeshi taka
null
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
Windows;Android
null
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 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 need help fixing complex or unfamiliar code
null
null
null
27,523
27,524
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
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);Games or coding challen...
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
27,524
27,525
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
35
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
27,525
27,526
I code primarily as a hobby
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Games or...
No, I didn't spend time learning in the past year
null
8
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,526
27,527
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
11
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Insurance
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
3
null
South Africa
ZAR South African rand
375,000
Yes
C#;HTML/CSS;SQL;Visual Basic (.Net)
C#;HTML/CSS;Python;SQL
C#;HTML/CSS;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;MongoDB;PostgreSQL
Microsoft SQL Server
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET;Blazor;jQuery
Blazor;Vue.js
Blazor
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
No, at most I'll use prompts to optimize code that I have written or help with quick fixes in my own work.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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
AI agents have improved collaboration within my team.
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
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Knowing how to code, test and deploy solutions.
21,142
6
27,527
27,528
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
13
Developer, game or graphics
I don’t know
Individual contributor
In-person
No
Work
Other (please specify): Very good documentation/instruction manual, tutorials and developer support
Availability of better alternatives NA
Other:
Expert mentors NA
Yes
I have strongly considered changing my career and/or the industry I work in
3
5
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;Microsoft SQL Server;MySQL;PostgreSQL;Redis;Snowflake;Supabase
Databricks SQL;Dynamodb;Elasticsearch;Firebase Realtime Database;MySQL;PostgreSQL;Redis;Supabase;Cockroachdb
Dynamodb;MySQL;PostgreSQL;Redis;Supabase
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Docker;Firebase;Google Cloud;Kubernetes;Microsoft Azure;npm;NuGet;Pip;Prometheus;Supabase;Terraform;Webpack;Yarn
Cloudflare;Docker;Firebase;Kubernetes;Prometheus;Supabase;Terraform
Cloudflare;Docker;Firebase;Kubernetes;Prometheus;Supabase;Terraform
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;jQuery;Node.js
null
null
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Rider;Visual Studio Code
Rider;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Fedora
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira;Markdown File;Obsidian;Trello
GitHub;Markdown File;Miro;Notion;Obsidian;Trello
GitHub;Markdown File;Obsidian;Trello
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Deployment and monitoring
null
Debugging or fixing code;Predictive analytics
Testing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Documenting code;Committing and reviewing 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
null
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...
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
Communication, Critical Thinking
null
10
27,528
27,529
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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);Blogs or podcasts
22
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Inefficient or time-costly NA
Healthcare
Collaboration and support from a team NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
10
United States of America
USD United States dollar
150,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;Ruby;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MySQL;PostgreSQL;Supabase
BigQuery;Cloud Firestore;Elasticsearch;PostgreSQL;Redis;Supabase
PostgreSQL;Supabase
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Firebase;Google Cloud;Netlify;New Relic;npm;Supabase;Vercel;Vite;Webpack
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Heroku;npm;Supabase;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Firebase;Google Cloud;npm;Supabase;Vercel;Vite;Webpack
NA NA
Yes
Django;Drupal;Express;jQuery;Laravel;Next.js;Node.js;React;Svelte;Vue.js;WordPress
AngularJS;Astro;Django;FastAPI;Fastify;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Svelte;Vue.js
Django;Next.js;Node.js;React;Svelte;Vue.js
NA NA
Yes
Bolt;Lovable.dev;Notepad++;Sublime Text;Visual Studio Code
Bolt;Lovable.dev;Sublime Text;Visual Studio Code
Bolt;Lovable.dev;Sublime Text;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui
null
null
Windows;Android;ChromeOS
Windows;Android;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Google Workspace;Jira;Markdown File;Notion;Trello
Airtable;Asana;Azure Devops;Confluence;GitHub;Google Workspace;Jira;Markdown File;Notion;Trello
Confluence;GitHub;Google Workspace;Jira;Markdown File;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Coding challenges;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data
Deployment and monitoring;Predictive analytics
null
null
Learning about a codebase;Documenting code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Business process automation;Customer service support;Marketing
Multi-platform search enablement;Integration with external agents and APIs
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
CrewAI;LangChain
null
New Relic
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;Perplexity;Bolt.new;Lovable.dev
null
When I want to fully understand something;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
150,000
6
27,529
27,530
I am learning to code
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
2
Student
null
null
null
null
null
Costs are manageable NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
0
15
Iraq
IQD Iraqi dinar
null
Yes
Java;Kotlin
Java;Kotlin
Java;Kotlin
NA NA
null
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
null
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
null
No, but I plan to soon
Favorable
Somewhat 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
27,530
27,531
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)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange;Games or coding challenges
5
Other (please specify):
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Customizable and manageable codebase NA
null
Internet, Telecomm or Information Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Ireland
EUR European Euro
100,000
Yes
Bash/Shell (all shells);C++;Go
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Cursor;Neovim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;Android;ChromeOS
Google Workspace
null
null
NA NA
Company-sponsored forums
null
null
NA NA
null
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
null
null
null
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Search for answers
null
Testing code
null
null
null
null
null
null
null
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.;Write in the most significant benefit if not listed above.
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.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
116,015
6
27,531
27,532
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
23
Developer, full-stack
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
Robust and complete API NA
Security or privacy concerns NA
Software Development
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry voluntarily
3
3
United States of America
USD United States dollar
180,000
Yes
JavaScript;Python;Rust
Rust
Rust
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Datadog;Homebrew;Make;npm
Cargo
Cargo
NA NA
Yes
Axum
Axum
Axum
NA NA
Yes
IntelliJ IDEA;Neovim;Vim;Visual Studio Code
Zed
null
NA NA
uv
null
null
null
null
Windows;Android;Debian;Linux (non-WSL);Arch
MacOS;Debian
GitHub;Linear
null
null
NA NA
Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles
Bookmark posts to look at later 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
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Deployment and monitoring
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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...
null
180,000
8
27,532
27,533
I am a developer by profession
25-34 years old
null
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
27,533
27,534
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.)
Employed
None of the above
20
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)
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)
20
Other (please specify):
Less than 20 employees
Individual contributor
Remote
No
Personal Project
null
null
Other:
null
No
I have neither consider or transitioned into a new career or industry
null
null
Norway
EUR European Euro
null
Yes
C;Delphi;TypeScript
Delphi
Delphi
free pascal lazarus free pascal lazarus
Yes
Firebase Realtime Database
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular
Angular
Angular
NA NA
No
null
null
null
NA NA
Ollama
Ollama
Ollama
null
null
Ubuntu;Debian
Ubuntu;Debian
null
null
null
NA NA
null
null
null
4programers.net 4programers.net
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos
null
Not sure
Less than half of the time
No, and I don't plan to
Unsure
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
null
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
null
null
27,534
27,535
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-...
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
7
Developer, full-stack
500 to 999 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Insurance
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
1
3
United States of America
USD United States dollar
89,000
Yes
Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Mojo
null
NA NA
Yes
IBM DB2;PostgreSQL;SQLite
Redis;Valkey
null
NA NA
Yes
Bun;Digital Ocean;npm;Vite
null
null
NA NA
Yes
Angular;AngularJS;FastAPI;Node.js
Spring Boot
null
NA NA
Yes
Cursor;IntelliJ IDEA;Vim;Windsurf;Zed
null
null
NA NA
Tailwind CSS 4;Google Gemini
null
null
null
null
Windows;MacOS
MacOS
Jira
Jira
Jira
NA NA
Stack Overflow;Reddit;Hashnode;GitHub (public projects, not private repos);YouTube;Twitch;Medium
Reddit;GitHub (public projects, not private repos);YouTube;Twitch;Medium
Reddit;GitHub (public projects, not private repos);YouTube;Twitch;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Perplexity Sonar models;X Grok 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
Long-form articles;Coding challenges;Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
No, not really
null
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite
Vibe coding is not part of my professional work. For privacy and legacy code reasons, AI is not suitable / safe for use. A lot of LLM's are trained on newer coding languages and standards, a lot of time it does not solve the solution entirely, may hallucinate functions or features that do not 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 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
Understanding the domain knowledge of the field they are working in. Being able to code the features that are requested properly and correctly will be important.
89,000
8
27,535
27,536
I am learning to code
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
System administrator
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Outdated or obsolete technology or features NA
Internet, Telecomm or Information Services
null
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
null
null
Ada;Assembly;Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;MicroPython;Python;Ruby;Rust
C;C#
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Microsoft Azure
null
null
NA NA
Yes
Django;FastAPI;jQuery;NestJS;Next.js;Node.js;Ruby on Rails;Symfony;Vue.js;WordPress
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS;Red Hat;ChromeOS
null
GitHub;GitLab;Google Colab;Google Workspace;Microsoft Planner;Stack Overflow for Teams;YouTrack
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Substack
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Less than one year
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Answer a question NA
Neutral
Rarely, almost never
No, and I don't plan to
Very unfavorable
Highly distrust
Neither good or bad at handling complex tasks
Project planning;Documenting code;Testing code
null
Search for answers
Learning about a codebase;Writing code;Generating content or synthetic data;Other (write in):
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
I don’t use AI tools regularly
Yes
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
27,536
27,537
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Games or coding challenges;School (i.e., University, Colleg...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or St...
7
Developer, desktop or enterprise applications
null
null
null
null
Personal Project
Connected to an open-source project NA
Ethical concerns NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
4
4
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lua;MATLAB;Python;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Dart;Go;HTML/CSS;Java;JavaScript;Lua;Python;Rust;SQL;TypeScript;Mojo
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lua;Python;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Sublime Text;Vim;Visual Studio Code;VSCodium
Cursor;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Vim;Visual Studio;Visual Studio Code;Zed
Cursor;Jupyter Notebook/JupyterLab;Nano;Neovim;PyCharm;Vim;Visual Studio Code
NA NA
Google Gemini
c++23;Tailwind CSS 4;hostinger;Large Language Model;SwiftData;Pydantic;Google Gemini;Shadcn/ui;Ollama;Ultralytics;visionOS
Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;NixOS
Android;Linux (non-WSL);Arch
GitHub;GitLab;Google Workspace;Markdown File;Notion;Obsidian;Wikis
GitHub;GitLab;Google Colab;Google Workspace;Linear;Markdown File;Microsoft Planner;Obsidian;Stack Overflow for Teams;Wikis
GitHub;GitLab;Google Workspace;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
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;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Documenting code;Testing code
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No, I think it makes you and your code less efficient and desirable
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
Language processing;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
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
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.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Replit
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
Critical programming and debugging
null
null
27,537
27,538
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
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
28
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Robust and complete API Narrowly scoped purpose
Other (please specify): Uses generative AI
Higher Education
Solving real-world problems Contributing to human knowledge
No
I have strongly considered changing my career and/or the industry I work in
12
4
United States of America
USD United States dollar
100,000
Yes
Bash/Shell (all shells);C++;Groovy;HTML/CSS;JavaScript;Python;R;SQL
Rust;Zig
null
awk NA
Yes
MariaDB;MongoDB;SQLite
PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Ninja;npm;Pip;Terraform;Vite;Webpack
Kubernetes;Podman
null
NA puppet
Yes
Flask;Node.js;Vue.js
null
null
NA NA
Yes
Vim;Visual Studio Code
null
null
NA NA
c++23;Polars
null
null
null
null
Windows;Ubuntu
Ubuntu;Debian;Linux (non-WSL);Red Hat
GitHub;GitLab
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Company-sponsored forums
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Company-sponsored forums
Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Company-sponsored forums
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
Long-form articles;Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
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;Debugging AI-generated code is more time-consuming;Other (write in):
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.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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...
Writing maintainable code, maintaining old code bases, debugging AI slop, and designing robust systems.
100,000
8
27,538
27,539
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training;Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Availability of better alternatives 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
7
8
Spain
EUR European Euro
47,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Elixir;Erlang;Python;Rust;TypeScript;Zig
Bash/Shell (all shells);Python;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;Google Cloud;npm;Pip;Poetry;Webpack
Cloudflare;Docker
Docker
NA uv
Yes
Django;FastAPI;Node.js;React
Deno;FastAPI;React;Svelte;Vue.js
FastAPI;React
NA NA
Yes
Android Studio;Cline and/or Roo;Visual Studio Code
Cline and/or Roo;Neovim;Vim;Visual Studio Code
Cline and/or Roo;Visual Studio Code
Emacs Emacs
null
null
null
null
null
Linux (non-WSL);Arch
Windows;Linux (non-WSL);Arch
GitHub;Jira;Obsidian
GitHub
GitHub
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Reddit;GitHub (public projects, not private repos);YouTube
Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Other specific task (write in):
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
ChatGPT;Perplexity
Cline
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
Problem solving; Debugging; Reading/understanding code;
54,527
5
27,539
27,540
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
3
Developer, mobile
Less than 20 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
27,540
27,541
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
35
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
20
20
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
70,000
Yes
C#;JavaScript;PowerShell;SQL;Visual Basic (.Net)
C#;JavaScript;PowerShell;SQL
C#;JavaScript;PowerShell;SQL
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MySQL;PostgreSQL;Redis
Microsoft SQL Server;MySQL;Redis
Microsoft SQL Server;MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;Netlify;NuGet;Vercel;Vite
Amazon Web Services (AWS);Microsoft Azure;NuGet;Vite
Amazon Web Services (AWS);Microsoft Azure;NuGet;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;React
ASP.NET;ASP.NET Core;Blazor;jQuery;React
ASP.NET;ASP.NET Core;jQuery;React
NA NA
Yes
Claude Code;Notepad++;Visual Studio;Visual Studio Code;Xcode
Notepad++;Visual Studio;Visual Studio Code;Xcode
Notepad++;Visual Studio;Visual Studio Code;Xcode
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;MacOS;iOS
Windows;MacOS;iOS
Azure Devops;GitHub;Lucid (includes Lucidchart);Trello
Azure Devops;GitHub;Lucid (includes Lucidchart);Trello
Azure Devops;GitHub;Lucid (includes Lucidchart);Trello
NA NA
Stack Overflow;Hacker News;YouTube;Medium
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
Neutral
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;Writing code;Committing and reviewing code;Creating or maintaining documentation
null
Project planning;Predictive analytics
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
I have used AI to build various component parts, its hit and miss with chatGPT, its impossible with Agents, using Replit for example, its not quite there.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
null
supabase
Replit
null
null
Sentry
null
ChatGPT;Claude Code;GitHub Copilot;Replit;v0.dev
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
UI, design, process
95,299
10
27,541
27,542
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly)
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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
8
Developer, mobile
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
7
12
United States of America
USD United States dollar
148,000
Yes
Dart;Go;Java;JavaScript;Kotlin;PowerShell;Python;Ruby;SQL;TypeScript;Visual Basic (.Net)
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Composer;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;NuGet;Pip
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;FastAPI;Node.js;React
null
null
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Nano;Notepad++;PyCharm;Vim;Visual Studio Code;Xcode
null
null
NA NA
null
null
null
null
null
MacOS
null
Clickup;GitHub;GitLab;Lucid (includes Lucidchart)
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Very unfavorable
Somewhat distrust
Very poor at handling complex tasks
Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Committing and reviewing code;Search for answers
Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Learning new concepts or technologies
Deployment and monitoring
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
Vibe coding is cancer and, with any luck; a fad that wont' strangle real developers for too long; however it is likely a necessary skill in order to break into the industry now that the barriers to entry have gone up
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Problem solving; ability to analyze code and general broad understanding of complex systems and how they interact; as well as increased demand on developers to increase efficiency with Ai
148,000
3
27,542
27,543
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
Online Courses or Certification (includes all media types);Blogs or podcasts
15
Data scientist
5,000 to 9,999 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
Other (please specify): user experience
Availability of better alternatives NA
Banking/Financial Services
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
5
2
Switzerland
CHF Swiss franc
226,000
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Java;Python;SQL;TypeScript
Bash/Shell (all shells);Python;SQL
NA NA
Yes
BigQuery;PostgreSQL
BigQuery;Cosmos DB;Databricks SQL;DuckDB;PostgreSQL
BigQuery;PostgreSQL
NA NA
Yes
Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip;Poetry
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip;Poetry;Terraform
Docker;Google Cloud;Kubernetes;Microsoft Azure;Pip;Poetry
NA NA
Yes
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Jira
Azure Devops;GitHub;Jira
Azure Devops;GitHub;Jira
NA NA
Stack Overflow;Reddit;LinkedIn
Stack Overflow;Reddit;LinkedIn
Stack Overflow;Reddit;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
No, not really
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;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
null
null
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, for POCs
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Communication with clients, requirements engineering, scoping the problem & the product
280,224
8
27,543
27,544
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
Colleague or on-the-job training
13
Academic researcher
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
School
Reputation for quality NA
Outdated or obsolete technology or features NA
Higher Education
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
12
12
Switzerland
CHF Swiss franc
60,000
Yes
Bash/Shell (all shells);C++;Java;JavaScript;Kotlin;Lua;OCaml;Python;R;Scala;TypeScript
Bash/Shell (all shells);C++;Kotlin;Rust;Scala;TypeScript
Bash/Shell (all shells);C++;Kotlin;Scala;TypeScript
Dafny, Haskell Dafny, Haskell
Yes
H2;Neo4J;PostgreSQL
Neo4J;PostgreSQL
Neo4J;PostgreSQL
NA NA
Yes
Ansible;APT;Cloudflare;Docker;Gradle;Homebrew;Kubernetes;npm;Podman;Prometheus;Yarn
Ansible;APT;Cargo;Cloudflare;Docker;Gradle;Homebrew;Kubernetes;Podman;Prometheus;Yarn
Ansible;APT;Cloudflare;Docker;Gradle;Homebrew;Kubernetes;Podman;Prometheus;Yarn
Nix Nix
Yes
NestJS;Next.js;React
NestJS;Next.js;React;Vue.js
NestJS;Next.js;React
NA NA
Yes
IntelliJ IDEA;Nano;Neovim;Vim;Visual Studio Code;VSCodium
IntelliJ IDEA;Neovim;RustRover;Vim;Visual Studio Code;VSCodium
IntelliJ IDEA;Neovim;Vim;Visual Studio Code;VSCodium
NA NA
Large Language Model;RAG;Ollama
Large Language Model;RAG;Ollama
Large Language Model;RAG;Ollama
null
null
MacOS;iOS;Debian;Linux (non-WSL);NixOS
MacOS;Debian;Linux (non-WSL);NixOS
GitHub;GitLab;Markdown File;Obsidian;Wikis;YouTrack
GitHub;GitLab;Markdown File;Obsidian;Wikis;YouTrack
GitHub;GitLab;Markdown File;Obsidian;Wikis;YouTrack
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);openAI Reasoning models;Perplexity Sonar models
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
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
Less than half of the time
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 need quick help troubleshooting
Software planning and architecture, complex problems
74,396
10
27,544
27,545
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
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
20
DevOps engineer or professional
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Poor usability NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
7
4
France
EUR European Euro
70,650
Yes
Bash/Shell (all shells);GDScript;Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);GDScript;Go;HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);GDScript;Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;MySQL;PostgreSQL;SQLite;Pocketbase
Elasticsearch;PostgreSQL;Redis;SQLite;Pocketbase;Valkey
Elasticsearch;PostgreSQL;SQLite;Pocketbase
NA NA
Yes
Ansible;Docker;Kubernetes;Netlify;npm;Prometheus;Terraform;Vite
Ansible;Cargo;Docker;Kubernetes;Netlify;npm;Prometheus;Terraform;Vite
Ansible;Docker;Kubernetes;Netlify;npm;Prometheus;Terraform;Vite
NA NA
Yes
jQuery;Node.js;Nuxt.js;Svelte;Vue.js
jQuery;Node.js;Nuxt.js;Spring Boot;Svelte;Vue.js
jQuery;Node.js;Nuxt.js;Svelte;Vue.js
HTMX NA
Yes
Claude Code;IntelliJ IDEA;Neovim;Vim
Claude Code;IntelliJ IDEA;Neovim;Vim
Claude Code;IntelliJ IDEA;Neovim;Vim
Goland NA
Tailwind CSS 4;Large Language Model;Shadcn/ui
Tailwind CSS 4;Large Language Model;Shadcn/ui
Tailwind CSS 4;Large Language Model;Shadcn/ui
null
null
iOS;Arch;iPadOS
Windows;MacOS;Ubuntu;iOS
Confluence;GitHub;GitLab;Jira;Markdown File;Wikis;YouTrack
Confluence;GitHub;GitLab;Jira;Markdown File;Wikis;YouTrack
Confluence;GitHub;GitLab;Jira;Markdown File;Wikis;YouTrack
Bookstack NA
Stack Overflow;Discord;Reddit;Hacker News;YouTube;Twitch
Stack Overflow;Discord;Reddit;Hacker News;YouTube;Twitch
Stack Overflow;Discord;Reddit;Hacker News;YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 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
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 distrust
Bad at handling complex tasks
Project planning;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
This is a firm and final NO—without exception, without negotiation, and without compromise.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
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
understanding code, understanding technology and how the IT world works, solution description, code quality + review, deployments and devops, integration, domain knowledge
81,964
6
27,545
27,546
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)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc);Other (please specify):
No, I didn't spend time learning in the past year
null
6
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Poland
PLN Polish zloty
48,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;TypeScript
Assembly;Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Python;Rust;Scala;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB
PostgreSQL
null
NA NA
No
null
null
null
NA NA
Yes
Express;React;Svelte;Vue.js
Express;Svelte;Vue.js
Express;Svelte;Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Arch
GitHub
null
null
Bitbucket NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
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)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
No
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Generating content or synthetic data
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Writing code;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
it is not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
All current, AI will not be as smart
13,099
9
27,546
27,547
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)
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;Colleague or on-the-job training;Blogs or podcasts
No, I didn't spend time learning in the past year
null
3
Developer, back-end
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
Software Development
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
1
null
India
INR Indian rupee
null
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
FastAPI;jQuery;Spring Boot
Django
null
Spring NA
Yes
Android Studio;Eclipse;IntelliJ IDEA
null
null
NA NA
null
null
null
null
null
MacOS
Windows
Azure Devops;Jira
null
null
NA NA
Stack Overflow
null
null
NA NA
null
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
Long-form articles;Coding challenges;Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
No, but I plan to soon
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Debugging or fixing code;Deployment and monitoring;Search for answers
Committing and reviewing code
Writing code
Learning about a codebase;Project planning;Documenting code;Testing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
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
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 want to fully understand something;When I have ethical or security concerns about code
DSA
null
7
27,547
27,548
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, 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 learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, front-end
null
null
null
null
Work
Costs are manageable NA
Prohibitive pricing NA
null
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
2
United States of America
USD United States dollar
37,000
Yes
C#;HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
SQLite
null
null
NA NA
Yes
npm;Pip;pnpm;Vercel;Vite;Yarn
npm;Pip;pnpm;Vercel;Vite
npm;Pip;pnpm;Vercel;Vite
NA NA
Yes
Angular;Flask;Node.js;React;Svelte;Vue.js
Node.js;Svelte
Node.js;Svelte
SvelteKit SvelteKit
Yes
IntelliJ IDEA
null
null
Kate Kate
null
null
null
null
null
Windows;Debian
Debian
GitHub;GitLab;Jira;Miro;Trello
GitHub;GitLab;Trello
GitHub;GitLab;Trello
NA NA
Stack Overflow;Discord;Reddit;Medium
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
NA NA
No
null
null
null
NA NA
Yes
null
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Debugging or fixing code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Doing code that works for sure
37,000
7
27,548
27,549
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
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
4
Other (please specify):
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
null
Software Development
null
I'm not sure
null
null
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
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
null
null
null
null
null
null
null
null
null
null
7
27,549
27,550
I used to be a developer by profession, but no longer am
18-24 years old
Some college/university study without earning a degree
Not 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 didn't spend time learning in the past year
null
5
Retired
null
null
null
null
Work
Easy-to-use API 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
Ukraine
UAH Ukrainian hryvnia
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
Indifferent
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code
Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,550
27,551
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Developer, full-stack
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Energy
null
No
I have neither consider or transitioned into a new career or industry
7
12
Argentina
ARS Argentine peso
53,000,000
Yes
Bash/Shell (all shells);C;HTML/CSS;JavaScript;PHP;PowerShell;SQL;VBA
Bash/Shell (all shells);HTML/CSS;Java;PHP;PowerShell;Python;Ruby;SQL;VBA
Bash/Shell (all shells);HTML/CSS;PHP;PowerShell;SQL;VBA
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;SQLite
MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;SQLite
MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;SQLite
NA NA
Yes
Google Cloud;Microsoft Azure
Google Cloud;Microsoft Azure
Google Cloud;Microsoft Azure
NA NA
Yes
ASP.NET;Laravel;Node.js
Angular;ASP.NET;Laravel;Node.js;React;Ruby on Rails
ASP.NET;Laravel;Node.js
NA NA
Yes
Eclipse;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Debian;Linux (non-WSL);Red Hat
Windows;Debian;Linux (non-WSL);Red Hat
GitHub;Google Workspace;Wikis
GitHub;Google Workspace;Wikis
GitHub;Google Workspace;Wikis
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
No, but I plan to soon
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Committing and reviewing code
Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
null
I don’t use AI tools regularly
it's not part of my professional development 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.;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.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
I'm tired
45,212
null
27,551
27,552
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
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;Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
7
5
Lithuania
EUR European Euro
0
Yes
Bash/Shell (all shells);C;C#;C++;Java;Kotlin;Lua;MATLAB;Python;Rust;TypeScript
Assembly;C;C++;Kotlin;Rust;SQL;Zig
C;C++;Kotlin;Rust
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Docker;Gradle;npm;NuGet;Pacman
Cargo;Pacman
Cargo;Pacman
uv uv
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;Rider;Visual Studio;VSCodium
Neovim
Neovim
NA NA
uv
c++23;uv
uv
null
null
Arch
Arch
GitHub
GitHub
GitHub
NA NA
Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI Reasoning models;X Grok models
NA NA
Not sure/can't remember
Less than once every 2 - 3 months
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
No, not at all
null
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Generating content or synthetic data
Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
null
Search for answers
I don’t use AI tools regularly;I haven’t encountered any problems
No.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 have ethical or security concerns about code;I don’t think I’ll need help from people anymore
null
null
null
27,552
27,553
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Caring for dependents (children, elderly, etc.)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
27,553
27,554
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
18
Senior executive (C-suite, VP, etc.)
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
50
25
Israel
ILS Israeli new shekel
400,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;Go;Kotlin;Rust;SQL;TypeScript
C#;SQL;TypeScript
NA NA
Yes
BigQuery;Dynamodb;MongoDB;PostgreSQL;SQLite
BigQuery;Dynamodb;MongoDB;PostgreSQL;Redis;Snowflake;SQLite
BigQuery;Dynamodb;MongoDB;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;MSBuild;npm;NuGet;Prometheus
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;MSBuild;npm;NuGet;Prometheus;Terraform
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;MSBuild;npm;NuGet;Prometheus
Coolify Coolify
Yes
ASP.NET Core;Blazor;React;WordPress
Angular;ASP.NET Core;React
ASP.NET Core;React
NA NA
Yes
Android Studio;Claude Code;Visual Studio Code;Xcode
Android Studio;Cursor;IntelliJ IDEA;Rider;Visual Studio Code;WebStorm
Android Studio;Visual Studio Code
NA NA
.NET 8 or higher;RAG
.NET 8 or higher
.NET 8 or higher
null
null
MacOS;iOS;NixOS
MacOS;Ubuntu;Android;iOS;Linux (non-WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira;Miro;Trello
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Miro
Confluence;GitHub;Google Workspace;Jira;Miro
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Not sure/can't remember
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging or fixing code;Predictive analytics
Deployment and monitoring
Search for answers
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;IT operations;Data and analytics;Customer service support
Multi-platform search enablement;Language processing;Vector databases for AI applications
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
ChromaDB
null
Ollama
null
null
null
ChatGPT;Claude Code;Google Gemini;Cody
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
117,657
10
27,554
27,555
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
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
18
Academic researcher
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Higher Education
null
No
I have somewhat considered changing my career and/or the industry I work in
15
15
Germany
EUR European Euro
null
Yes
HTML/CSS;JavaScript;Lua;Python;R;TypeScript
Ada;C;Fortran;JavaScript;Swift;TypeScript;Zig
JavaScript;TypeScript
Julia Julia
No
null
null
null
NA NA
Yes
Docker;Homebrew;Kubernetes;npm;Pip;Podman;Vercel;Vite
Docker;Homebrew;Kubernetes;npm;Podman;Vercel;Vite
Docker;Homebrew;Kubernetes;npm;Podman;Vercel;Vite
NA NA
Yes
Svelte
Svelte
Svelte
NA NA
Yes
IntelliJ IDEA;Neovim;PyCharm;Visual Studio Code;Zed
Neovim
Neovim
NA NA
Tailwind CSS 4;Polars;Large Language Model;uv
Tailwind CSS 4;Large Language Model;uv
Tailwind CSS 4;Large Language Model;uv
null
null
MacOS;iOS;iPadOS
MacOS;iPadOS
GitHub;GitLab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
No
A few times per week
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Writing code;Search for answers
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Documenting code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
Nope.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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
null
null
null
27,555
27,556
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.)
Employed
Engaged in paid work (20-29 hours per week)
24
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
16
Cloud infrastructure engineer
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
10
8
Sweden
EUR European Euro
6,852
Yes
Bash/Shell (all shells);Go;Python
Bash/Shell (all shells);Elixir;Go;Lua;Python
Bash/Shell (all shells);Go;Python
NA NA
null
PostgreSQL
PostgreSQL;SQLite
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Google Cloud;Kubernetes;Microsoft Azure;Pacman;Pip;Podman;Poetry;Terraform
Amazon Web Services (AWS);Ansible;APT;Docker;Google Cloud;Kubernetes;Pacman;Pip;Podman;Poetry;Prometheus;Terraform
Amazon Web Services (AWS);APT;Docker;Google Cloud;Kubernetes;Pacman;Pip;Podman;Poetry;Terraform
helm, flux helm, flux
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Debian;Arch;Fedora
Debian;Arch;Fedora
GitLab;Google Workspace;Linear;Markdown File;Wikis
GitLab;Google Workspace;Linear;Markdown File;Obsidian;Wikis
GitLab;Google Workspace;Linear;Markdown File;Wikis
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube
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
Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Testing code;Search for answers
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;It’s hard to understand how or why the code works
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
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
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
thinking for yourself, drawing your own conclusions, having your own ideas of how to do something
7,949
null
27,556
27,557
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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
9
Data engineer
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
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
7
4
Mexico
MXN Mexican peso
1,450,000
Yes
Java;Python;SQL
Java;Python;Scala;SQL
Java;Python;SQL
NA NA
Yes
PostgreSQL;SQLite
Databricks SQL
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Maven (build tool);Pip;Prometheus
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Maven (build tool);Pip
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Maven (build tool);Pip
NA NA
Yes
FastAPI;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
NA NA
Large Language Model;Pydantic;Ollama
Large Language Model;Pydantic;RAG
Large Language Model;Pydantic
null
null
MacOS;Android
MacOS;Android
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
Confluence;GitHub;GitLab;Jira;Markdown File;Miro
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Predictive analytics
null
null
AI solutions that are almost right, but not quite
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Language processing;Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
ChatGPT
null
When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
A deep understanding of design principles, architecture, and real world context.
76,327
9
27,557
27,558
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
23
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
28
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Inefficient or time-costly NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
170,000
Yes
Go;HTML/CSS;JavaScript;Python;SQL
Lisp;Rust
null
NA Clojure
Yes
BigQuery;Databricks SQL;Dynamodb;Elasticsearch;PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;Redis;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes
Amazon Web Services (AWS);Cargo;Docker;Homebrew;Kubernetes;Podman
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes
NA NA
Yes
Vue.js
jQuery;Svelte
null
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;uv
Large Language Model
Large Language Model
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);Linux (non-WSL)
MacOS;Linux (non-WSL)
Confluence;GitHub;Jira;Stack Overflow for Teams
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X
NA NA
Yes
Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models);X Grok models
Gemini (Flash general purpose models);X Grok models
Gemini (Flash general purpose models);X Grok models
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
It is when starting some new code project or feature of a project. If I already have an idea of the solution, I won't use AI.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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
Being able to understand the problem you are trying to solve. AI can't do anything if the problem can't be described.
170,000
8
27,558
27,559
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 (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
2
Academic researcher
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
School
Reliability and low latency NA
Availability of better alternatives NA
Computer Systems Design and Services
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Java;PHP;Python;SQL
C;C++;Python
C;C++;Python
C++CUDA C++CUDA
null
MariaDB
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;PyCharm;Vim;Visual Studio Code
Vim
Vim
clion NA
c++23
null
null
null
null
Windows;Arch
Ubuntu;Arch
GitHub
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work weekly
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
27,559
27,560
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
13
Developer, full-stack
1,000 to 4,999 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
27,560
27,561
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, embedded applications or devices
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
Other:
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
2
2
United States of America
USD United States dollar
50,000
Yes
Bash/Shell (all shells);C;Python;Rust
Bash/Shell (all shells);C;Rust
Bash/Shell (all shells);C;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code;VSCodium
Vim;Visual Studio Code;VSCodium
Vim;Visual Studio Code;VSCodium
NA NA
null
null
null
null
null
Arch
Windows;Windows Subsystem for Linux (WSL)
Confluence
Confluence;Jira
Confluence
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);X;LinkedIn;Company-sponsored forums
GitHub (public projects, not private repos);X
GitHub (public projects, not private repos);X
Mastodon Mastodon
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
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Search for answers;Learning new concepts or technologies;Other (write in):
null
null
I don’t use AI tools regularly
Absolutely not.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Reading error messages and recognizing patterns in unrelated codebases (e.g. this is the best way to do task X).
50,000
10
27,561
27,562
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
24
Developer, back-end
20 to 99 employees
Individual contributor
In-person
No
Work
Other (please specify): documentation and specification
Other (please specify): no way to figure out how to use it
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
10
1
Austria
EUR European Euro
50,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;SQL
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;SQL
NA NA
Yes
InfluxDB;Microsoft SQL Server
InfluxDB;Microsoft SQL Server;PostgreSQL;Redis;SQLite
InfluxDB;Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core;Blazor;jQuery
ASP.NET;ASP.NET Core;Blazor
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;GitHub;Markdown File;Microsoft Planner;Wikis
Azure Devops;GitHub;Markdown File;Microsoft Planner;Wikis
Azure Devops;GitHub;Markdown File;Microsoft Planner;Wikis
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
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Message Boards;Long-form articles;Videos;Other (write in):
Ask a question NA
Not sure
Rarely, almost never
Yes, I use AI tools daily
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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.;Write in the most significant challenge if not listed above:
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 want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
understandig code troubleshooting
58,007
7
27,562
27,563
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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...
40
Developer, full-stack
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Government
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
20
20
United States of America
USD United States dollar
133,750
Yes
C;C#;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
null
null
XAML NA
Yes
Dynamodb;Elasticsearch;MongoDB;MySQL;SQLite
null
null
NA NA
Yes
Cloudflare;Docker;Homebrew;MSBuild;New Relic;npm;NuGet;Prometheus;Webpack
null
null
NA NA
Yes
Angular;Django;Express;Flask;React;WordPress
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Documenting code;Testing code;Creating or maintaining documentation
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics;Marketing
Language processing;Agent/multi-agent orchestration;Personalized agent creation
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;Write in the most significant benefit if not listed above.
null
AI agents have 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.
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.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
Redis;Neo4j
null
null
null
Sentry;New Relic;Grafana + Prometheus
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
You will need to retain all skills. You can watch Star Trek and look ahead 300 years. They have AI that can do almost everything, and yet they still also do everything, themselves. They know the limits of AI and they know their own limits, and they've seamlessly integrated them. If you want to know how to balance...
133,750
10
27,563
27,564
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types);Books / Physical media
17
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
null
Government
Working with new technologies and tools NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
8
United States of America
USD United States dollar
160,000
Yes
Assembly;C;Python
Assembly;C;Python
Assembly;C;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Linux (non-WSL)
Windows;Red Hat
Jira
Jira
Jira
NA NA
Stack Overflow
null
null
NA NA
Yes
openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models);X Grok models
openAI GPT (chatbot models);X Grok models
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Direct messaging of users;Job board;Chat (bot/AI)
null
Neutral
More than half the time
Yes, I use AI tools daily
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
null
Testing code
null
Debugging AI-generated code is more time-consuming;I haven’t encountered any problems
Sort of
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;I don’t think I’ll need help from people anymore
Software Architecture and System Design
160,000
6
27,564
27,565
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
37
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)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
45
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
8
12
United States of America
USD United States dollar
152,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
Go;Lua;Rust
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Composer;Docker;Google Cloud;Homebrew;Kubernetes;npm;Pip;Podman;Terraform;Webpack
null
null
uv (python),ddev NA
Yes
Django;jQuery;Symfony;WordPress
React;Vue.js
null
NA NA
Yes
Eclipse;Visual Studio Code
null
null
NA NA
uv
Tailwind CSS 4
null
null
null
Windows;MacOS
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;Red Hat
Confluence;GitHub;Jira;Notion
null
null
Bitbucket NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Search for answers;Learning new concepts or technologies
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;Committing and reviewing code
Learning about a codebase
null
I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
AI agents have helped me solve complex problems more effectively.
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Design, Architecture, Understanding of computer languages, libraries and features. Understanding services and api's, components, etc.
152,000
9
27,565
27,566
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,566
27,567
I code primarily as a hobby
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc);Other (please...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
20
Student
I don’t know
Individual contributor
In-person
No
Personal Project
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
25
30
United States of America
USD United States dollar
null
Yes
C;C#;C++;GDScript;Go;HTML/CSS;JavaScript;Lua;PowerShell;Python;Rust
Assembly;C;C#;C++;GDScript;Go;HTML/CSS;JavaScript;Lua;Rust;Zig
C;C#;C++;GDScript;Go;HTML/CSS;JavaScript;Lua;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Deno;Node.js
Deno;Node.js
Deno;Node.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;iOS
Windows
GitHub
GitHub;Trello
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Search for answers
Project planning;Writing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Debugging or fixing code;Testing code;Deployment and monitoring
Documenting code;Creating or maintaining documentation
Learning about a codebase;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
No, but I plan to
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.;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.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I 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
Project planning and context aware problem solving
null
null
27,567
27,568
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
39
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
20
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
138,000
Yes
C;C++;HTML/CSS;Java;JavaScript;Perl;PHP;Python;Rust;SQL
Perl;Rust;SQL;TypeScript
Perl;Rust;SQL
NA NA
Yes
DuckDB;Elasticsearch;MariaDB;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Docker;Make;Maven (build tool);npm;Pip;Podman;Poetry
Cargo;Make;Podman
Cargo;Make;Podman
NA NA
Yes
Django;Flask;Axum
Axum
Axum
NA NA
No
null
null
null
NA NA
c++23
null
null
null
null
Fedora
Ubuntu;Debian;Fedora
GitHub;GitLab;Linear;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
NA NA
No
null
null
null
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
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
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
Absolutely not.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
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...
Basically all of them. AI doesn't have any intentionality.
187,875
2
27,568
27,569
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
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Connected to an open-source project NA
Poor usability 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
7
27,569
27,570
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Coding Bootcamp;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);School (i.e., University, College, etc)
3
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
3
null
India
INR Indian rupee
null
Yes
Ada;Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL
C#
null
NA NA
Yes
Cassandra;Dynamodb;Microsoft SQL Server;MongoDB;MySQL;Redis;Supabase
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;IBM Cloud;Kubernetes;Microsoft Azure;Netlify;npm;Pip;Railway;Supabase;Vercel;Vite
null
null
NA NA
Yes
Django;FastAPI;Flask;Next.js;Node.js;React;WordPress
null
null
NA NA
Yes
Android Studio;Bolt;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Notepad++;PyCharm;Vim;Visual Studio Code
Bolt;Claude Code;Cursor;Lovable.dev;Notepad++;Vim;Visual Studio;Visual Studio Code;Zed
Bolt;Lovable.dev;Notepad++;Vim;Visual Studio Code
NA NA
c++23;Large Language Model;Google Gemini;Shadcn/ui;Ollama
c++23;Large Language Model;Google Gemini;Ollama
c++23;Large Language Model;Google Gemini;Ollama
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
GitHub;GitLab;Google Colab;Google Workspace;Notion;Obsidian
Airtable;Azure Devops;GitHub;GitLab;Google Colab;Google Workspace;Jira;Notion;Stack Overflow for Teams
GitHub;GitLab;Google Colab;Google Workspace;Notion
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
More than half the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Testing code;Creating or maintaining documentation
Project planning;Debugging or fixing code
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No, that's totally shit
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,570
27,571
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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
27
System administrator
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
null
No
I have somewhat considered changing my career and/or the industry I work in
20
25
United States of America
USD United States dollar
70,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;Rust;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;SQLite
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;SQLite
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;SQLite
NA NA
Yes
Chocolatey;Cloudflare;Google Cloud;Microsoft Azure;NuGet
Chocolatey;Cloudflare;Composer;Docker;Google Cloud;Microsoft Azure;NuGet
Chocolatey;Cloudflare;Google Cloud;Microsoft Azure;NuGet
NA NA
Yes
WordPress
Astro;jQuery;Laravel;Next.js;Node.js;WordPress
WordPress
NA NA
Yes
Notepad++;Vim;Visual Studio Code
Eclipse;Notepad++;Vim;Visual Studio Code
Notepad++;Vim;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows
Windows
GitHub;Google Workspace;Monday.com
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;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
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Critical thinking, troubleshooting, understanding code.
70,000
null
27,571
27,572
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
17
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Developer, embedded applications or devices
null
null
null
null
Work
Costs are manageable NA
Prohibitive pricing NA
null
Collaboration and support from a team NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
null
Yes
C;C++;Python;Rust;Swift
C++;Dart;Python;Rust;Swift
C++;Python;Rust;Swift
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Cloudflare;Docker
Amazon Web Services (AWS);Docker
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code;Xcode
Visual Studio Code;Xcode
Visual Studio Code;Xcode
NA NA
c++23
c++23
c++23
null
null
Windows;MacOS;Ubuntu
Windows;Ubuntu;Linux (non-WSL)
Confluence;Doxygen;GitHub;Jira
Doxygen;GitHub
Doxygen;GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Search for answers
Documenting code
Testing code;Creating or maintaining documentation
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
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
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.
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...
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
problem solving & high level design
null
10
27,572
27,573
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
36
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types)
36
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reputation for quality NA
Lack of or sub-par API NA
Healthcare
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
3
5
Ukraine
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;SQL
TypeScript
null
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
No
null
null
null
NA NA
Yes
Node.js;React;Spring Boot
Node.js;React;Spring Boot
Node.js;React;Spring Boot
NA NA
Yes
Eclipse;Notepad++;Visual Studio Code
Eclipse;Notepad++;Visual Studio Code
Eclipse;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows;Ubuntu
GitHub;Redmine
GitHub;Redmine
GitHub;Redmine
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Medium
NA NA
Yes
openAI Image generating models;openAI Reasoning models
openAI Image generating models;openAI Reasoning models
openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring
Testing code
Debugging or fixing code;Generating content or synthetic data
Predictive analytics
Learning about a codebase;Project planning;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Only for software I'm not familiar or use rarely
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Marketing
Language processing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.;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.
null
null
null
null
null
null
null
null
null
When I want to fully understand something
Prompt engineering may became like the coding in terms of complexity
null
7
27,573
27,574
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
17
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Insurance
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
10
4
United States of America
USD United States dollar
147,500
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;F#;HTML/CSS;JavaScript;SQL;TypeScript;Zig
C#;HTML/CSS;JavaScript;SQL;TypeScript
NA Roc
Yes
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Bun;Chocolatey;Datadog;Docker;Kubernetes;Microsoft Azure;npm;Pacman;pnpm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Bun;Chocolatey;Datadog;Docker;Kubernetes;Microsoft Azure;npm;Vercel;Vite
Amazon Web Services (AWS);Bun;Chocolatey;Datadog;Docker;Kubernetes;Microsoft Azure;npm;Vercel;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;Next.js;Node.js;React
ASP.NET Core;Blazor;Next.js;Vue.js
ASP.NET Core;Next.js
NA NA
Yes
Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm
Rider;Vim;Visual Studio Code;VSCodium;WebStorm
Vim;Visual Studio Code;VSCodium;WebStorm
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4
null
null
MacOS;Ubuntu;Arch
Windows
Azure Devops;GitHub;Obsidian
Azure Devops;GitHub;Obsidian
Azure Devops;GitHub;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Substack;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Substack
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Substack
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Writing code;Testing code;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Debugging or fixing code
Documenting code;Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, my work is far too complex far AI to get correctly. I would spend more time giving the AI enough context, and it would probably still get something wrong, than for me to do it myself.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
Write in the most significant benefit if not listed above.
AI agents have helped me solve complex problems more effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
null
null
null
null
null
GitHub Copilot;Amazon Codewhisperer
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
Fundamental understanding of computer science principles. Getting the "correct" answer without being able to explain why, or the pros and cons is dangerous in the long run.
147,500
8
27,574
27,575
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
7
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Online Courses or Certification (includes all media types)
14
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,575
27,576
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
15
Developer, front-end
100 to 499 employees
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
Transportation, or Supply Chain
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
1
null
Canada
CAD Canadian dollar
95,000
Yes
JavaScript;PHP;Python;TypeScript
JavaScript;TypeScript
JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
React;Vue.js;WordPress
React
React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos)
Stack Overflow;Discord
Stack Overflow;Discord
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Comment on Q&A posts 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
It's a sign of the end times
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Understand context in business specifics situations
69,310
3
27,576
27,577
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
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
20
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
140,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;Swift;TypeScript
Go;HTML/CSS;Rust;TypeScript;Zig;Gleam
Go;HTML/CSS;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite
BigQuery;Cassandra;DuckDB;MongoDB;PostgreSQL;Redis;SQLite;Supabase
MongoDB;PostgreSQL;Redis;SQLite
pinecone NA
Yes
Ansible;Bun;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;Poetry;Vercel;Yarn
Bun;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;Vercel
Bun;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;Vercel
uv NA
Yes
Astro;Django;FastAPI;Flask;Next.js;Node.js;React;Svelte
Astro;Next.js;React;Svelte
Astro;Next.js;React;Svelte
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Sublime Text;Vim;Visual Studio Code;Xcode;Zed
Sublime Text
Sublime Text
https://repoprompt.com/ https://repoprompt.com/
Tailwind CSS 4;Large Language Model;SwiftData;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
Large Language Model;SwiftData;RAG;Google Gemini;uv
Large Language Model;SwiftData;RAG;Google Gemini;uv
null
null
MacOS;iOS
MacOS
GitHub;Google Workspace;Linear;Markdown File;Notion
GitHub;Linear;Markdown File
GitHub;Linear;Markdown File
NA NA
Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges;Direct messaging of users;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
yes
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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 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
to keep the understanding of codebase+business in their head
190,598
5
27,577
27,578
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
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp
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)
2
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Poor usability NA
Other:
Recognition from leadership for your work NA
Yes
I have strongly considered changing my career and/or the industry I work in
6
3
United States of America
USD United States dollar
7,300
Yes
JavaScript;PowerShell;Python;SQL;TypeScript
C#
null
NA NA
Yes
PostgreSQL
null
null
Sybase NA
No
null
null
null
NA NA
Yes
Angular;Django;Express;Flask;jQuery;Next.js;Node.js;React
ASP.NET;ASP.NET Core;Vue.js
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Reddit;YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Direct messaging of users;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
About half of the time
null
Unfavorable
Somewhat trust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No we don't use that here.
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 security and privacy of data when using AI agents.;My company's IT and/or Info...
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 quick help troubleshooting
I hope so. It's more important to convince the business side of my workplace about this, which they might be very eager to use AI tools to save on development costs.
7,300
5
27,578
27,579
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
16
Developer, mobile
500 to 999 employees
People manager
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Other:
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
8
6
Spain
EUR European Euro
80,000
Yes
Kotlin
Kotlin
Kotlin
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
MacOS;Android
MacOS;Android
GitHub;GitLab;Jira
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Debugging or fixing code;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code
Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Generating content or synthetic data
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
No, it is still not part of my work. I try to write code by myself whenever I can.
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 have ethical or security concerns about code
solution validity check, ability to clearly describe the requirements
92,812
7
27,579
27,580
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,580
27,581
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
20
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Retail and Consumer Services
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
40
30
Switzerland
CHF Swiss franc
180,000
Yes
C#
C#
C#
NA NA
Yes
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Homebrew;Kubernetes;Microsoft Azure;npm;NuGet;Prometheus;Terraform;Yarn
Amazon Web Services (AWS);Homebrew;Kubernetes;Microsoft Azure;npm;NuGet;Railway;Terraform;Yarn
Homebrew;Kubernetes;Microsoft Azure;npm;NuGet;Terraform;Yarn
elastic, otel elastic, otel
Yes
ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
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;MacOS
Windows;MacOS
Azure Devops;Confluence;GitHub;Markdown File;Miro
Azure Devops;Confluence;GitHub;Miro
Azure Devops;Confluence;GitHub;Miro
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Coding challenges
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Writing code;Predictive analytics
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, and nowhere close to be, at most for some side tooling
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.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
planning, architecture design, synchronizing with the product team, feasibility studies, devops engineering, complex debugging
223,187
6
27,581
27,582
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
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
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;Books / Physical media
12
Developer, back-end
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
Connected to an open-source project NA
Lack of or sub-par API NA
Fintech
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
10
Russian Federation
RUB Russian ruble
4,200,000
Yes
Bash/Shell (all shells);C++;Dart;Go;HTML/CSS;Java;Kotlin;Python;Rust;SQL;Swift;TypeScript
Dart;Go;Kotlin;Rust;SQL;Swift;TypeScript;Zig
Dart;Go;Kotlin;Rust;SQL;Swift;TypeScript
NA NA
Yes
Cassandra;Elasticsearch;H2;PostgreSQL;Redis;SQLite;Clickhouse
Cassandra;PostgreSQL;SQLite;Clickhouse
Cassandra;PostgreSQL;SQLite;Clickhouse
NA lmdb
Yes
APT;Cargo;Chocolatey;Docker;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);MSBuild;Ninja;npm;NuGet;Pip;Podman;Prometheus;Supabase;Vercel;Vite;Webpack;Yarn
Cargo;Docker;Gradle;Homebrew;Kubernetes;Vercel;Vite;Yarn
Cargo;Docker;Gradle;Homebrew;Kubernetes;Vercel;Vite;Yarn
uv, cmake uv, meson
Yes
Express;FastAPI;Node.js;React;Spring Boot;Svelte;Vue.js;Axum
Angular;Deno;Fastify;NestJS;Spring Boot;Svelte;Vue.js;Axum
Spring Boot;Svelte;Vue.js;Axum
NA NA
Yes
Android Studio;IntelliJ IDEA;PyCharm;RustRover;Visual Studio Code;WebStorm;Xcode;Zed
Android Studio;IntelliJ IDEA;RustRover;WebStorm;Zed
Android Studio;IntelliJ IDEA;RustRover;WebStorm;Zed
NA NA
Tailwind CSS 4;Large Language Model;Ollama;uv
Pydantic;Ollama;uv
Ollama;uv
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
MacOS
Confluence;GitHub;GitLab;Google Colab;Jira;Markdown File;Miro;Obsidian;YouTrack
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Obsidian
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Obsidian
diagrams.net diagrams.net
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models)
DeepSeek (R- Reasoning models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Search for answers;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
no, it's too unreliable and privacy concerning
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.
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
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
null
53,589
9
27,582
27,583
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
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);Online Courses or Certification (includes all media types)
3
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Ethical concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
5
India
INR Indian rupee
null
Yes
HTML/CSS;Java;Python;TypeScript
C#;Go;Python;TypeScript
Python;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
Neo4J;Redis;Supabase;Cockroachdb
null
NA NA
No
null
null
null
NA NA
Yes
Django;Express;Next.js;Node.js;React
Django;Express;Flask;Next.js;Node.js
Django;Express;Next.js;Node.js
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS
null
GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Discord;YouTube;LinkedIn
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Discord;YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);Mistral AI models;openAI Image generating models;X Grok models
null
NA NA
Yes
A few times per month or weekly
Less than one year
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes, but I do prefer to write code manually
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Vector databases for AI applications;MCP servers
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
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
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
Qdrant;Pinecone
null
LangChain;LangGraph
null
LangSmith
null
ChatGPT;Claude Code;Google Gemini;Replit;Perplexity;Blackbox AI
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
People with a polymath type of personality will lead industry, by combining knowledge from different sectors and then solving a real world problem, or they are creating a new industry.
null
5
27,583
27,584
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Books / Physical media;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
1
Student
null
null
null
null
Personal Project
Costs are manageable NA
Inefficient or time-costly NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
3
3
Kenya
KES Kenyan shilling
null
Yes
Python
C++;HTML/CSS;JavaScript;Python;SQL
Python
NA NA
Yes
Microsoft Access
BigQuery;Microsoft Access;MongoDB;MySQL
Microsoft Access
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
null
Windows
null
null
null
NA NA
Discord;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;YouTube;LinkedIn
Discord;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Infrequently, less than once per year
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
No, but I plan to soon
Very favorable
Highly trust
Very well at handling complex tasks
Predictive analytics
null
Project planning;Writing code
Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes. I use it when I get stuck and am unable to figure out the problem.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
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.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
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.
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
Creative thinking and Leadership
null
null
27,584
27,585
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
25
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Healthcare
Innovation through solving challenging and complex problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
3
5
Belgium
EUR European Euro
80,000
Yes
Bash/Shell (all shells);C;Java;JavaScript;SQL
Bash/Shell (all shells);C;Java;SQL
Bash/Shell (all shells);C;Java;SQL
NA NA
Yes
H2;Microsoft SQL Server;Oracle;PostgreSQL
H2;PostgreSQL
H2;PostgreSQL
NA NA
Yes
APT;Cloudflare;Docker;Kubernetes;Make;Maven (build tool)
APT;Cloudflare;Docker;Kubernetes;Make;Maven (build tool)
APT;Cloudflare;Docker;Kubernetes;Make;Maven (build tool)
NA NA
No
null
null
null
NA NA
Yes
Vim
Vim
Vim
NetBeans NetBeans
null
null
null
null
null
Debian
Debian
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Message Boards
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Predictive analytics;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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
General understanding on how a computer and software works, on the product(s) they work on, their interfaces, the infrastructure they use, and how they are being used.
92,812
7
27,585
27,586
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.)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
18
Architect, software or solutions
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
Prohibitive pricing NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
8
12
United States of America
USD United States dollar
135,000
Yes
Bash/Shell (all shells);JavaScript;Perl;PHP;SQL
Bash/Shell (all shells);JavaScript;Perl;PHP;Python;SQL
Bash/Shell (all shells);JavaScript;Perl;PHP;SQL
NA NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Google Cloud
Amazon Web Services (AWS);Composer;Docker;Google Cloud
Amazon Web Services (AWS);Composer;Docker;Google Cloud
NA NA
Yes
jQuery
jQuery
jQuery
NA NA
Yes
Android Studio;Notepad++;PhpStorm;Vim;Visual Studio Code;VSCodium;Windsurf;Zed
Android Studio;Notepad++;PhpStorm;Vim;Visual Studio Code;VSCodium;Windsurf;Zed
Android Studio;Notepad++;PhpStorm;Vim;Visual Studio Code;VSCodium;Windsurf;Zed
NA NA
null
null
null
null
null
Ubuntu;Android;Debian
Windows;Red Hat
Confluence;GitHub;GitLab;Jira;Markdown File;Monday.com
Confluence;GitHub;GitLab;Jira;Markdown File;Monday.com
Confluence;GitHub;GitLab;Jira;Markdown File;Monday.com
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Chat (people);Message Boards;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
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Generating content or synthetic data
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring
Predictive analytics
Project planning
Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
yes, i use vibe coding to get my job done
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
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 improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
Nope
null
Nope
Claude Code;GitHub Copilot;Microsoft Copilot;Tabnine
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding the problem
135,000
8
27,586
27,587
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
12
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Inefficient or time-costly NA
Banking/Financial Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
2
Denmark
DKK Danish krone
720,000
Yes
Bash/Shell (all shells);C#;Elixir;HTML/CSS;JavaScript;SQL;TypeScript;Zig;Gleam
Ada;Elixir;Erlang;Go;HTML/CSS;Lisp;OCaml;Prolog;SQL;Zig;Gleam
Elixir;HTML/CSS;SQL;Zig;Gleam
Purescript, Yaml Closure, Purescript, Roc
Yes
Cloud Firestore;Microsoft SQL Server;MongoDB;Redis
Datomic;DuckDB;MongoDB;Neo4J;PostgreSQL;Redis;Supabase;Cockroachdb;Valkey
MongoDB;Redis
NA TigerBeetle
Yes
Amazon Web Services (AWS);Bun;Docker;Firebase;Google Cloud;Kubernetes;Microsoft Azure;npm;Pip;pnpm;Podman;Yarn
Cloudflare;Docker;Google Cloud;Kubernetes;Podman;Prometheus;Supabase;Vite
Docker;Google Cloud;Kubernetes;Podman
Deno Deno
Yes
ASP.NET;ASP.NET Core;Deno;Express;Fastify;Next.js;Node.js;Vue.js
Angular;Deno;Phoenix
Deno
NA Htmx
Yes
Cursor;Lovable.dev;Visual Studio Code;Zed
Claude Code;Neovim;Zed
Zed
NA NA
.NET 8 or higher;Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini;Ollama;LangGraph
Tailwind CSS 4;Google Gemini
null
null
Android;Linux (non-WSL);NixOS
Linux (non-WSL);NixOS
GitHub;Google Workspace;Jira;Monday.com;Notion
GitHub;Google Workspace;Linear
GitHub;Google Workspace
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;Perplexity Sonar models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
null
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
GitHub MCP Server
null
null
null
LangSmith
null
ChatGPT;Claude Code;Google Gemini;Microsoft Copilot;Lovable.dev
null
null
null
111,975
8
27,587
27,588
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
8
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
4
3
Chile
CLP Chilean peso
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;Ruby;SQL;TypeScript
Dart;Go;Kotlin;Ruby;TypeScript
Ruby;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);npm;Pip;pnpm;Vercel
Amazon Web Services (AWS);Docker;Kubernetes;Terraform
Amazon Web Services (AWS);Docker
NA NA
Yes
Next.js;Node.js;React;Ruby on Rails;Spring Boot
Angular;FastAPI;NestJS;Next.js;React;Ruby on Rails
Next.js;React;Ruby on Rails
NA NA
Yes
Sublime Text;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu;Linux (non-WSL)
Ubuntu;Linux (non-WSL)
Clickup;GitHub;Jira;Markdown File;Notion;Trello;Wikis
GitHub;Jira;Markdown File;Wikis
GitHub;Jira;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;YouTube;Medium
Stack Overflow;Discord;Dev.to;Medium
Stack Overflow;Discord;Dev.to;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
GitHub Copilot, Phind GitHub Copilot
Yes
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code
null
Debugging or fixing code
Other (write in):
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
Prompt engineering; knowing how to communicate with LLMs to generate best results. And to use AI agents / AI integrations in the software development workflow.
null
7
27,588
27,589
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
43
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
47
Other (please specify):
Less than 20 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
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
27,589
27,590
I used to be a developer by profession, but no longer am
25-34 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
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);Stack Overflow or Stack Exchange;Books / Physical media
9
Academic researcher
null
null
null
null
School
Costs are manageable NA
Prohibitive pricing NA
null
null
No
I have transitioned into a new career and/or industry voluntarily
null
null
United States of America
USD United States dollar
30,000
Yes
HTML/CSS;JavaScript;Python;R;SQL
null
null
NA NA
Yes
DuckDB;PostgreSQL;SQLite
DuckDB;Elasticsearch;MongoDB;SQLite
DuckDB;SQLite
NA NA
Yes
null
null
null
uv NA
No
null
null
null
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
Ubuntu
GitHub;GitLab;Google Colab;Google Workspace;Linear;Markdown File;Obsidian
GitHub;GitLab;Google Colab;Google Workspace;Markdown File
GitHub;GitLab;Google Colab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code
Project planning
Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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...
null
30,000
null
27,590
27,591
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.)
I prefer not to say
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;School (...
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);Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
18
Academic researcher
null
null
null
null
Work
Connected to an open-source project NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
15
20
Canada
CAD Canadian dollar
null
Yes
HTML/CSS;JavaScript;PHP;Python
HTML/CSS;Java;JavaScript;Lua;PHP;Python;R;SQL;TypeScript
HTML/CSS;JavaScript;PHP;Python
bash, XSLT, SPARQL Julia
Yes
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
Apache Jena Fuseki, TDB2, BaseX NA
Yes
APT;Make;npm;Vite
Make;npm;Vite
Make;npm;Vite
NA NA
Yes
Express;Node.js;Svelte;WordPress
Express;Node.js;Svelte;WordPress
Express;Node.js;Svelte;WordPress
Apache Jena Apache Jena
Yes
Jupyter Notebook/JupyterLab;Nano;Vim;VSCodium
Jupyter Notebook/JupyterLab;Nano;Vim;VSCodium
Jupyter Notebook/JupyterLab;Nano;Vim;VSCodium
NA NA
null
null
null
null
null
Ubuntu;Android
Windows;MacOS;Ubuntu;Android
Clickup;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Miro;Notion;Trello
GitHub;GitLab;Markdown File;Notion;Trello
GitHub;GitLab;Markdown File;Notion;Trello
Kanboard Kanboard
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Bluesky;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Bluesky;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Bookmark posts to look at later NA
Neutral
Rarely, almost never
No, and I don't plan to
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
no
null
Not at all or minimally
Software engineering;Data and analytics
Language processing
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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 improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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...
Working together as a team. Communicate with others persons.
null
null
27,591
27,592
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
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
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)
19
Other (please specify):
500 to 999 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Connected to an open-source project NA
Poor usability NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
15
18
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);PowerShell;Python;SQL
Rust
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
Dynamodb;Elasticsearch;PostgreSQL;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Datadog;Docker;Google Cloud;Homebrew;Microsoft Azure;New Relic;Pip;Prometheus;Terraform
Ansible;Digital Ocean;Kubernetes;Prometheus;Terraform
Ansible;Prometheus;Terraform
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio Code
Visual Studio Code;Xcode
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;iOS;Debian;iPadOS
Windows;MacOS;Ubuntu
GitHub;Jira;Lucid (includes Lucidchart)
GitHub;GitLab;Jira;Lucid (includes Lucidchart)
GitHub;Jira;Lucid (includes Lucidchart)
NA NA
Reddit;X
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Project planning;Writing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
Learning about a codebase;Testing code;Committing and reviewing code;Generating content or synthetic data
Debugging or fixing code;Search for answers
Documenting code;Creating or maintaining documentation
Other (write in):
Yes , i have started using AI tooling to "kick-off" my coding projects to get the base framework in place much faster than traditional coding, then debug, modify from there. Using AI to continue to fine tune functions while not providing sensitive data or variables.
Yes, I use AI agents at work daily
Yes, to a great extent
Decision intelligence;IT operations;Cybersecurity
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
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
ChatGPT
null
When I’m stuck and can’t explain the problem
Understanding fundamentals of the code and what its doing is still a must.
null
null
27,592
27,593
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;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;Books / Physical media
6
Developer, back-end
1,000 to 4,999 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
27,593
27,594
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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
Videos (not associated with specific online course or certification);Blogs or podcasts
7
Developer, mobile
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use 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
4
3
Ukraine
UAH Ukrainian hryvnia
1,800,000
Yes
Dart;Go;JavaScript;Rust;Swift;TypeScript
Dart;Go
Dart;Go
NA NA
Yes
Cloud Firestore;PostgreSQL;SQLite;Cockroachdb
Cloud Firestore;Cockroachdb
Cloud Firestore;Cockroachdb
NA NA
Yes
Cargo;Docker;Firebase;Google Cloud;npm;Railway;Vercel;Vite;Yarn
Docker;Firebase;Vercel;Vite
Docker;Firebase;Vercel;Vite
NA NA
Yes
Express;NestJS;Next.js;Node.js
NestJS;Node.js
NestJS;Node.js
NA NA
Yes
Android Studio;Cursor;Visual Studio Code;VSCodium;Xcode
Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
NA NA
Large Language Model;Google Gemini;Ollama
Large Language Model
Large Language Model
null
null
MacOS;Android;iPadOS
MacOS;Android;iPadOS
Confluence;GitHub;GitLab;Jira;Notion
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
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
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Writing code;Generating content or synthetic data
null
Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
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
No
No, I use AI exclusively in copilot/autocomplete mode
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.;I have concerns about the security and privacy of data when using AI agents.
null
The cost of using certain AI agent platforms is a barrier.
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 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
43,139
8
27,594
27,595
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
4
Developer, full-stack
I don’t know
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Lack of or sub-par API NA
Government
Expert mentors NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
600,000
Yes
HTML/CSS;JavaScript;PHP;TypeScript
HTML/CSS;JavaScript;PHP;TypeScript
HTML/CSS;JavaScript;PHP;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;Supabase
MariaDB;MongoDB;MySQL;Supabase
MariaDB;MongoDB;MySQL;Supabase
NA NA
No
null
null
null
NA NA
Yes
Drupal;Next.js;React;WordPress
Drupal;Next.js;React;WordPress
Drupal;Next.js;React;WordPress
NA NA
Yes
PhpStorm;Sublime Text;Visual Studio Code
PhpStorm;Sublime Text;Visual Studio Code
PhpStorm;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Linux (non-WSL)
Linux (non-WSL)
Asana;Azure Devops;GitHub;Jira
Asana;Azure Devops;GitHub;Jira
Asana;Azure Devops;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
Not sure
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation
Documenting code
null
null
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
It’s hard to understand how or why the code works
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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 need quick help troubleshooting
null
6,974
8
27,595
27,596
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, desktop or enterprise applications
null
null
null
null
Personal Project
Costs are manageable NA
Availability of better alternatives NA
null
Control over the level of quality in projects NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
0
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
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
6
27,596
27,597
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
35
Project manager
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
7
4
Hungary
HUF Hungarian forint
16,000,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
Composer;Docker;npm
Amazon Web Services (AWS);Ansible;Composer;Docker;Kubernetes;Microsoft Azure;npm
Composer;Docker;npm
NA NA
Yes
jQuery;Node.js;Nuxt.js;Symfony
jQuery;Laravel;Node.js;Nuxt.js;Symfony;Vue.js
jQuery;Node.js;Nuxt.js;Symfony
NA NA
Yes
Notepad++;PhpStorm;Visual Studio
Notepad++;PhpStorm
Notepad++;PhpStorm
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Markdown File;Microsoft Planner
GitHub;GitLab;Jira;Markdown File;Redmine
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
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
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 want to compare different solutions;When I have ethical or security concerns about code
understanding the world and going ahead. AI is using human knowledge but not creative
46,266
null
27,597
27,598
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
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
25
Product manager
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Banking/Financial Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
8
11
Mexico
MXN Mexican peso
null
Yes
HTML/CSS;Python;R;SQL;VBA
HTML/CSS;Java;JavaScript;Python;R;SQL;TypeScript
HTML/CSS;Python;R;SQL
NA NA
No
null
null
null
NA NA
null
Pip
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Pip
Pip
NA NA
Yes
Django
Django;FastAPI;Vue.js
Django
NA Htmx
null
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
MacOS
Jira;Lucid (includes Lucidchart);Markdown File;Miro;Trello
Jira;Lucid (includes Lucidchart);Markdown File;Miro;Trello
Jira;Lucid (includes Lucidchart);Markdown File;Miro;Trello
NA NA
Stack Overflow;Stack Exchange;LinkedIn
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;LinkedIn
NA NA
null
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
Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
null
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;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.
AI agents have reduced the time spent on specific development tasks.
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
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Problem definition, business concerns, security and privacy, regulations
null
null
27,598
27,599
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)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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);Blogs or podcasts
10
Architect, software or solutions
10,000 or more employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
3
Saudi Arabia
SAR Saudi Arabian riyal
null
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;WordPress
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
Microsoft Fabric
.NET 8 or higher
null
null
null
Windows
null
Azure Devops;GitHub;Microsoft Planner
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Deployment and monitoring;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Documenting code
null
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, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec ...
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
problem solving, logical thinking, communication,
null
7
27,599
27,600
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
32
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
44
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Prohibitive pricing NA
Other:
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
15
null
Sweden
SEK Swedish krona
740,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PowerShell;Python
null
null
NA NA
No
null
null
null
NA NA
Yes
Docker;Kubernetes;Make;Ninja;npm;Pip
null
null
cmake, bazel NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Fedora
Ubuntu
Confluence;Jira;Markdown File;Miro
null
null
Gerrit NA
Stack Overflow;X;YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;Other (please specify):
Human interaction, team work
77,568
8