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13,900
13,901
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
null
19
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
Robust and complete API memes
Security or privacy concerns NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
4
Canada
CAD Canadian dollar
120,000
Yes
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;Rust;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
Elasticsearch;MySQL;SQLite
Elasticsearch;MySQL;SQLite
Elasticsearch;MySQL;SQLite
NA NA
Yes
Cargo;Digital Ocean;Docker;npm
Bun;Cargo
Cargo
NA hetzner
Yes
Symfony
null
null
htmx htmx
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Notion
Notion
Notion
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in read meta
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Search for answers;Learning new concepts or technologies
null
null
null
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.;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
choosing which subsets of problems to actually tackle
87,550
10
13,901
13,902
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
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
13,902
13,903
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
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
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
13,903
13,904
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange
25
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
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
1
United States of America
USD United States dollar
125,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;VBA
Rust
null
NA NA
Yes
Cosmos DB;Dynamodb;Microsoft SQL Server
null
null
LiteDb NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET Core
Blazor
null
NA NA
Yes
Visual Studio
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
Azure Devops;GitHub;Microsoft Planner
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
null
null
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
Long-form articles;Direct messaging of users
Upvote/Downvote Q&A posts NA
Neutral
More than half the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
Debugging AI-generated code is more time-consuming
No. Complete garbage.
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
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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
All of it. When things don't go correctly, or they need to be specifically modified - someone still needs to understand exactly what code is doing
125,000
8
13,904
13,905
I code primarily as a hobby
18-24 years old
null
I prefer not to say
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
5
Other (please specify):
null
null
null
null
Personal Project
Costs are manageable NA
Inefficient or time-costly NA
null
null
No
null
null
2
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;Python
PHP;SQL
null
NA NA
No
null
null
null
NA NA
null
APT;Chocolatey;Homebrew;Make;npm;Pip
Docker
null
NA NA
null
Flask;Node.js
null
null
NA NA
Yes
Nano;Vim;Visual Studio Code
Android Studio
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
No, but I plan to soon
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code
Testing code
Writing code;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
AI will never be as good as a human. A general understanding of what you are going to do will be necessary for debugging/fixing/combining code that AI generates.
null
null
13,905
13,906
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
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
33
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Manufacturing
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
8
6
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Delphi;SQL
Bash/Shell (all shells);Delphi;SQL
Bash/Shell (all shells);Delphi;SQL
NA NA
Yes
null
null
null
Firebird, Interbase Firebird, Interbase
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Embarcadero RAD Studio, Embarcadero Delphi Embarcadero RAD Studio, Embarcadero Delphi
Delphi 12+ Athens
Delphi 12+ Athens;Ollama
Delphi 12+ Athens
null
null
Windows;Android
Windows;Android
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Mantis Mantis
Discord;GitHub (public projects, not private repos);LinkedIn
GitHub (public projects, not private repos);LinkedIn
GitHub (public projects, not private repos);LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (people);Direct messaging of users
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
I don’t use AI tools regularly;It’s hard to understand how or why the code works
No and AI still makes too many errors for this.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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 customers
null
6
13,906
13,907
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
39
DevOps engineer or professional
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
6
null
United States of America
USD United States dollar
197,000
Yes
Bash/Shell (all shells);Java;Python
Bash/Shell (all shells);Java;Python
Bash/Shell (all shells);Java;Python
NA NA
Yes
Oracle
Oracle
Oracle
NA NA
Yes
Terraform
null
null
Oracle Cloud Infrastructure Oracle Cloud Infrastructure
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;Jira;Markdown File
Confluence;Jira;Markdown File
Confluence;Jira;Markdown File
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Videos
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers
null
null
null
null
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
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
Keeping codebase simple and consistent is a skill that needs humans. AI is still not at a level that it would write accurate code. Human involvement is very much needed.
197,000
8
13,907
13,908
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
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
28
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Availability of better alternatives NA
Other:
Job stability and career growth with a single employer NA
Yes
I have neither consider or transitioned into a new career or industry
4
4
Brazil
BRL Brazilian real
null
Yes
Bash/Shell (all shells);Go;Java;Kotlin
Assembly;C;Go;Java;Python;Rust;Zig
Go;Java
NA NA
Yes
BigQuery;MongoDB;MySQL
BigQuery;MongoDB
BigQuery;MongoDB
AWS DocumentDb AWS DocumentDb
Yes
Amazon Web Services (AWS);Composer;Docker;Gradle;Homebrew;Maven (build tool);Poetry
Amazon Web Services (AWS);Homebrew;Maven (build tool);Poetry
Amazon Web Services (AWS);Homebrew;Maven (build tool);Poetry
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
Goland Goland
Large Language Model
Large Language Model
Large Language Model
null
null
MacOS;Ubuntu;Android
MacOS
Confluence;GitHub;Jira;Stack Overflow for Teams
GitHub;Stack Overflow for Teams
GitHub;Stack Overflow for Teams
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)
Mastodon Mastodon
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not really
More than half the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
13,908
13,909
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not 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;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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
45
Project manager
null
null
null
null
Work
Reputation for quality NA
Poor usability NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
9
7
United States of America
USD United States dollar
0
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;Perl;Python;Ruby;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;MicroPython;Python;Ruby;SQL;Swift
Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;Python;Ruby;SQL
NA NA
Yes
PostgreSQL;Redis;SQLite
Dynamodb;Elasticsearch;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Docker;Gradle;Heroku;Homebrew;Make;Microsoft Azure;npm;Pip;Yarn
Amazon Web Services (AWS);Docker;Heroku;Homebrew;Make;Microsoft Azure;Pip;Yarn
Docker;Heroku;Homebrew;Make;Microsoft Azure;Pip;Yarn
NA NA
Yes
jQuery;Ruby on Rails;WordPress
jQuery;React;Ruby on Rails;WordPress
jQuery;Ruby on Rails;WordPress
EmberJS EmberJS
No
null
null
null
NA NA
hostinger
hostinger
hostinger
null
null
MacOS;Android;iPadOS
MacOS
Azure Devops;Confluence;GitHub;GitLab;Jira;Markdown File;Trello
GitHub;GitLab;Jira;Markdown File;Trello
GitHub;GitLab;Jira;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;Medium
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
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers
Project planning;Generating content or synthetic data
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Writing code;Documenting code;Testing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No. I use AI to supplement (write a first draft of, say Unit Tests), but always analyze and edit the generated code.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
Creative solutions to complex problems, deciding the best approach to a task, debugging unreproducible bugs.
null
null
13,909
13,910
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (full-time)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
17
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
Costs are manageable NA
null
Government
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
0
Guyana
GYD Guyanese dollar
8,800,000
Yes
Dart;HTML/CSS;JavaScript;SQL
null
null
NA NA
Yes
Microsoft SQL Server;Oracle
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET
null
null
NA NA
Yes
Android Studio;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
null
null
null
null
null
Windows;Android;iOS
Windows;MacOS;Android;iOS
GitLab
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Coding challenges;Direct messaging of users
Answer a question NA
Yes, somewhat
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;Search for answers
null
null
null
null
AI solutions that are almost right, but not quite
Yea
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot
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;When I need quick help troubleshooting;I don’t think I’ll need help from people anymore
null
42,088
6
13,910
13,911
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
30
Developer, full-stack
null
null
null
null
Personal Project
Connected to an open-source project NA
Other (please specify): Presence of AI or AI agents
null
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
10
30
Ireland
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript;Zig
HTML/CSS;Python;Rust;TypeScript
HTML/CSS;Python;Rust;TypeScript
NA NA
Yes
InfluxDB;MySQL;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
APT;Cargo;Chocolatey;Composer;Docker;Make;npm;Pip;Podman;Vite
APT;Cargo;Docker
APT;Cargo;Docker
NA NA
Yes
FastAPI;Flask;jQuery;Node.js;React;Axum
React;Axum
React;Axum
NA NA
Yes
Vim;Visual Studio;Zed
Zed
Zed
NA NA
Tailwind CSS 4;Ollama
null
null
null
null
Debian
Debian
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Discord;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
GitHub (public projects, not private repos);Bluesky
GitHub (public projects, not private repos);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Generating content or synthetic data
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Writing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
no, I use AI as fancy autocomplete to speed up work that I know how to do myself
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I 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
null
null
null
13,911
13,912
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.)
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);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
20
Developer, back-end
1,000 to 4,999 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
Retail and Consumer Services
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
4
United States of America
USD United States dollar
350,000
Yes
Dart;Java;Kotlin;Python;Swift
Kotlin;Python;Rust;Swift
Kotlin;Python;Swift
NA NA
Yes
Dynamodb;PostgreSQL;Redis
Dynamodb;PostgreSQL;Valkey
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Gradle;Homebrew;Kubernetes;Pip;Splunk;Terraform;Yarn
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Gradle;Homebrew;Pip;Splunk;Yarn
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Gradle;Homebrew;Pip;Splunk;Yarn
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
Dropwizard, Play NA
Yes
Cursor;IntelliJ IDEA;Sublime Text;Visual Studio Code;Xcode
IntelliJ IDEA;Sublime Text;Visual Studio Code;Xcode
IntelliJ IDEA;Sublime Text;Visual Studio Code;Xcode
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
MacOS;iOS;Linux (non-WSL)
MacOS
Confluence;GitHub;Jira;Markdown File;Miro;Notion;Obsidian;Wikis
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all 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
Long-form articles;Coding challenges;Job board;Chat (bot/AI)
Upvote/Downvote Q&A posts 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;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Predictive analytics
Project planning;Deployment and monitoring
Learning about a codebase
Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
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.;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 learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
The ability to reason about larger and larger systems. Prompt engineering will become a large skill.
350,000
10
13,912
13,913
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
9
Developer, front-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
6
4
Portugal
EUR European Euro
100,000
Yes
HTML/CSS;TypeScript
Go;HTML/CSS;Rust;TypeScript
HTML/CSS;TypeScript
NA NA
Yes
PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Datadog;Homebrew;Yarn
Amazon Web Services (AWS);Datadog;Homebrew;Yarn
Amazon Web Services (AWS);Datadog;Homebrew;Yarn
NA NA
Yes
React
React
React
NA NA
Yes
Claude Code;Cursor;Visual Studio Code
Claude Code;Cursor;Visual Studio Code;Zed
Claude Code;Cursor;Visual Studio Code
NA NA
Tailwind CSS 4
null
null
null
null
Windows
MacOS
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Notion;Obsidian
Confluence;GitHub;GitLab;Google Workspace;Jira;Linear;Markdown File;Notion;Obsidian
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Project planning;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
null
null
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
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
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.;It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Empathy
116,015
8
13,913
13,914
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);Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
System administrator
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project good documentation
Poor usability NA
Higher Education
null
No
I have strongly considered changing my career and/or the industry I work in
10
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
30,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lua;Python
Assembly;Bash/Shell (all shells);C;Lua;Python
Assembly;Bash/Shell (all shells);C;Lua;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Vim
Neovim;Vim
Neovim;Vim
NA NA
null
null
null
null
null
Debian
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Asana;GitHub;Wikis
GitLab;Wikis
Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
critical thinking
40,842
null
13,914
13,915
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.);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)
No, I didn't spend time learning in the past year
null
25
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
13,915
13,916
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
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
11
Developer, front-end
10,000 or more employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
5
null
United States of America
USD United States dollar
138,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;Node.js;React
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);iOS
MacOS
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
Confluence;GitHub;Jira;Miro
Figma, Zepplin Figma, Zepplin
Stack Overflow;Discord;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;YouTube;LinkedIn
Stack Overflow;Discord;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not at all.
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
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
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, communication, debugging, knowing who to avoid to get work done
138,000
8
13,916
13,917
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
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, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Customizable and manageable codebase NA
Poor usability NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,917
13,918
I am not primarily a developer, but I write code sometimes as part of my work/studies
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (20-29 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);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
25
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
4
4
Canada
CAD Canadian dollar
null
Yes
HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript;VBA
null
null
nodejs, nestjs, quarkus, react NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL
null
null
sqlserver NA
No
null
null
null
NA NA
Yes
NestJS;Node.js;React;Vue.js
null
null
quarkus NA
Yes
Eclipse;Visual Studio Code
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Ubuntu
Windows
GitHub
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
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
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
Never tempted
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices
Don't know
null
null
13,918
13,919
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.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
19
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Energy
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
180,000
Yes
C#;Go;HTML/CSS;JavaScript;Python;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis;Supabase;Amazon Redshift
Dynamodb;PostgreSQL;Redis
Dynamodb;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;npm;pnpm;Poetry;Supabase;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;npm;pnpm;Vite
Amazon Web Services (AWS);Docker;npm;pnpm;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;Astro;FastAPI;Next.js;Node.js;React;Svelte
ASP.NET;ASP.NET Core;Astro;Next.js;Node.js;React;Svelte
ASP.NET;ASP.NET Core;Astro;Next.js;Node.js;React;Svelte
NA NA
Yes
Cursor;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
NA NA
.NET 8 or higher;Odoo;Large Language Model;RAG;LangGraph
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
null
null
Windows
MacOS
Confluence;GitHub;Jira;Trello
Confluence;GitHub;Trello
Confluence;GitHub;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
null
Ask a question NA
No, not really
null
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
180,000
10
13,919
13,920
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
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);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
20
Senior executive (C-suite, VP, etc.)
Less than 20 employees
People manager
Remote
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
13,920
13,921
I used to be a developer by profession, but no longer am
Prefer not to say
Some college/university study without earning a degree
Not employed
None of the above
50
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
No, I didn't spend time learning in the past year
null
50
Developer, desktop or enterprise applications
null
null
null
null
Personal Project
Reliability and low latency NA
Prohibitive pricing NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
2
United States of America
USD United States dollar
null
Yes
Delphi;PHP
null
null
NA NA
Yes
MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Other (write in):
Upvote/Downvote Q&A posts NA
No, not really
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;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Writing code;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,921
13,922
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
30
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
null
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
2
5
Sweden
SEK Swedish krona
600,000
null
Bash/Shell (all shells);C;C#;C++;Go;JavaScript;PowerShell;Rust;SQL;VBA;Zig
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;PostgreSQL
null
null
Btrieve, ESE NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher;Google Gemini
null
null
null
null
null
Windows
GitHub
null
null
NA NA
YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once per month or monthly
null
null
Not sure
Rarely, almost never
No, but I plan to soon
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
null
62,893
7
13,922
13,923
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week)
21
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Other (please specify):
25
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
Good brand and public image NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
20
20
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lua;Python;Ruby;SQL;Swift;TypeScript
null
null
NA NA
Yes
Dynamodb;Firebase Realtime Database;Microsoft SQL Server;PostgreSQL;SQLite;Supabase;Valkey
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;npm;Pip;pnpm;Poetry;Prometheus;Supabase;Vercel;Vite;Yarn
null
null
NA NA
Yes
Next.js;Node.js;React;Ruby on Rails
null
null
preact NA
Yes
Visual Studio Code;Xcode;Zed
null
null
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
null
null
null
null
MacOS;Pop!_OS
Ubuntu;Linux (non-WSL)
Asana;GitHub;Google Workspace;Jira;Linear;Markdown File;Notion
null
null
NA NA
Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
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
Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation
Language processing;Vector databases for AI applications;Integration with external agents and APIs
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
IDK
null
10
13,923
13,924
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
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);Stack Overflow or Stack Exchange;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);Colleague or on-the-job training;Stack Overflow or Stack Exchange
20
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API Documentation
Poor usability NA
Healthcare
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry involuntarily
3
5
United States of America
USD United States dollar
150,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;Go;JavaScript;Python;TypeScript
C#;JavaScript;Python;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Amazon Redshift
Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;Amazon Redshift
Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;Heroku;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Prometheus;Splunk;Terraform;Webpack
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;npm;NuGet;Prometheus;Splunk;Terraform;Webpack
Amazon Web Services (AWS);Docker;Google Cloud;Kubernetes;npm;NuGet;Prometheus;Splunk;Terraform;Webpack
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Next.js;Node.js;React
Angular;ASP.NET Core;Blazor;Next.js;React
Angular;ASP.NET Core;Next.js;React
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
.NET 8 or higher;Google Gemini
null
null
Windows
Windows;MacOS;Debian
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn;Substack;Medium
Stack Overflow;GitHub (public projects, not private repos);Substack;Medium
Stack Overflow;GitHub (public projects, not private repos);Substack;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Videos;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Debugging or fixing code;Testing code;Creating or maintaining documentation
Project planning
Writing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Predictive analytics
Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, somewhat
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.
AI agents have improved collaboration within my team.
AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
Prompt development will become more and more needed. Enterprise level development will require skilled developers.
150,000
8
13,924
13,925
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
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);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
10
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Other:
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
10
8
France
EUR European Euro
34,000
Yes
Bash/Shell (all shells);Dart;HTML/CSS;JavaScript;Lua;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Lua;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Rust;SQL;TypeScript
NA ink
Yes
Dynamodb;MariaDB;PostgreSQL;Redis;SQLite
Dynamodb;MariaDB;SQLite
Dynamodb;MariaDB;SQLite
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Make;Prometheus;Terraform;Vite
Amazon Web Services (AWS);Docker;Terraform;Vite
Amazon Web Services (AWS);Docker;Terraform;Vite
NA Grafana
Yes
Astro;Drupal;Express;Node.js;React;Svelte;Vue.js
Astro;Express;Node.js;Svelte;Vue.js
Astro;Express;Node.js;Svelte;Vue.js
NA NA
Yes
Android Studio;Nano;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;Amazon Bedrock;RAG;Ollama
Tailwind CSS 4
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Android;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Linear;Markdown File
Confluence;GitHub;GitLab;Markdown File
Confluence;GitHub;GitLab;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models)
Mistral AI models
Mistral AI models
Amazon Q Amazon Q
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Testing code
Learning about a codebase;Project planning;Predictive analytics;Search for answers;Learning new concepts or technologies
Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
I use it only for very low impact software, with low ROI
Yes, I use AI agents at work weekly
Yes, somewhat
null
null
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.;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.
null
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
GitHub Copilot;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 need help fixing complex or unfamiliar code
global vision, company architecture, keeping things online and running smoothly, customer feedback
39,445
8
13,925
13,926
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not 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);Videos (not associated with specific online course or certification)
No, I didn't spend time learning in the past year
null
6
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
13,926
13,927
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
Caring for dependents (children, elderly, etc.)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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;Blogs or podcasts
14
DevOps engineer or professional
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
Robust and complete API NA
Outdated or obsolete technology or features NA
Higher Education
null
No
I have strongly considered changing my career and/or the industry I work in
12
5
New Zealand
NZD New Zealand dollar
140,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;Lua;Perl;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;Lua;Perl;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;Groovy;HTML/CSS;Java;JavaScript;Lua;Perl;PHP;PowerShell;Python;SQL
Puppet, hiera Puppet, hiera
Yes
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis
Cosmos DB;Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis
Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Ansible;Chocolatey;Docker;Homebrew;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman
Ansible;Chocolatey;Docker;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Podman;Terraform
Ansible;Chocolatey;Docker;Homebrew;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman
Puppet Puppet
Yes
Angular;AngularJS;Express;Node.js;React;WordPress
Angular;AngularJS;ASP.NET;ASP.NET Core;Express;Node.js;React;WordPress
Angular;AngularJS;Express;Node.js;React;WordPress
NA NA
Yes
Notepad++;Vim;Visual Studio;Visual Studio Code
Notepad++;Vim;Visual Studio;Visual Studio Code;Xcode
Notepad++;Vim;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;iOS;Linux (non-WSL);iPadOS;Fedora
Windows;MacOS;Ubuntu;iOS;Linux (non-WSL);Red Hat
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Microsoft Planner;Wikis
Azure Devops;Confluence;GitHub;GitLab;Jira;Microsoft Planner;Wikis
Azure Devops;Confluence;GitHub;Jira;Microsoft Planner;Wikis
NA NA
Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);LinkedIn;Medium
NA NA
null
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
It provides a good starting point
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Customer service support
Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;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
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Implementation of new systems, in my organisation SaaS products are more of a threat then AI taking over code at the present time. Integration systems and API hubs are going to be the way forward for us, as well as low code/no code solutions
84,329
null
13,927
13,928
I used to be a developer by profession, but no longer am
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
24
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
31
Engineering manager
1,000 to 4,999 employees
People manager
In-person
No
Work
null
null
Internet, Telecomm or Information Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Czech Republic
CZK Czech koruna
1,920,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Elasticsearch;MariaDB;Snowflake
Elasticsearch;MariaDB;Snowflake
Elasticsearch;MariaDB;Snowflake
NA NA
Yes
APT;Docker;Kubernetes;Pacman;Pip;Poetry;Prometheus;Terraform
APT;Docker;Kubernetes;Pacman;Pip;Prometheus
APT;Docker;Kubernetes;Pacman;Pip;Prometheus
NA NA
Yes
Django;Flask;jQuery
Django;FastAPI;Flask
Django;Flask
NA NA
Yes
Claude Code;Cursor;Vim
Claude Code;Vim
Claude Code;Vim
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Linux (non-WSL);Arch
Debian;Linux (non-WSL)
GitHub;GitLab;Markdown File;Trello;YouTrack
GitHub;GitLab;Markdown File;Trello;YouTrack
GitHub;GitLab;Markdown File;Trello;YouTrack
NA NA
Reddit;GitHub (public projects, not private repos);Bluesky;LinkedIn
Reddit;GitHub (public projects, not private repos);Bluesky;LinkedIn
Reddit;GitHub (public projects, not private repos);Bluesky;LinkedIn
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 Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Flux Flux
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not really
null
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
null
Learning about a codebase;Search for answers;Generating content or synthetic data
Deployment and monitoring
Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
Tried it, haven't really fit it into my workflow
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
AI agents have increased my productivity.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
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 have ethical or security concerns about code
Debugging AI-generated code
89,867
null
13,928
13,929
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
8
Architect, software or solutions
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Other (please specify): Remote work
No
I have neither consider or transitioned into a new career or industry
null
null
Peru
PEN Peruvian sol
78,000
Yes
Go;HTML/CSS;JavaScript;SQL;TypeScript
Go;HTML/CSS;JavaScript;SQL;TypeScript
Go;HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MySQL;Redis;SQLite
BigQuery;Dynamodb;Elasticsearch;MySQL;Redis;SQLite;Supabase
MySQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes
NA NA
Yes
Angular;Node.js
Angular;Astro;Node.js
Angular;Node.js
NA NA
Yes
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
NA NA
Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
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 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Other (write in): read the answer
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Creating or maintaining documentation
null
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data
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
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
21,732
8
13,929
13,930
I am a developer by profession
18-24 years old
Other (please specify):
Employed
None of the above;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);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;School (i.e., University, College, etc)
5
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
12
5
Poland
PLN Polish zloty
72,000
Yes
Bash/Shell (all shells);C;C++;MATLAB;Python
Bash/Shell (all shells);C++;Go;HTML/CSS;JavaScript;Lua;PHP;Python;SQL
Bash/Shell (all shells);C++;Python
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code
NA NA
Large Language Model;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
null
null
MacOS;iOS
Windows;Linux (non-WSL)
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
Gerrit Gerrit
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer Looking for answers
No, not really
About half of the time
Yes, I use AI tools weekly
Favorable
Highly distrust
Bad at handling complex tasks
Project planning;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Generating content or synthetic data
null
I’ve become less confident in my own problem-solving
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
code reading; cybersecurity; AI engineering; clean code; pretty much everything as is now
19,649
7
13,930
13,931
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Attending school (part-time)
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
6
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,931
13,932
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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
Inefficient or time-costly NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
5
Georgia
GEL Georgian lari
328,800
Yes
Bash/Shell (all shells);Python;SQL;Swift
Bash/Shell (all shells);C;Python;SQL;Swift
Bash/Shell (all shells);Python;SQL;Swift
NA NA
Yes
SQLite;Supabase;Clickhouse
SQLite;Clickhouse
SQLite;Clickhouse
NA NA
Yes
Homebrew
Homebrew
Homebrew
NA NA
No
null
null
null
NA NA
Yes
Cursor;Xcode
Cursor;Xcode
Cursor;Xcode
NA NA
SwiftData;visionOS
null
null
null
null
Windows;MacOS;iOS;iPadOS
MacOS;iOS;iPadOS
GitHub;Notion;Trello
GitHub;Jira;Notion;Trello
GitHub;Notion;Trello
NA NA
GitHub (public projects, not private repos);YouTube;Substack;Medium
Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Substack;Medium
GitHub (public projects, not private repos);YouTube;Substack;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Chat (bot/AI)
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 weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Committing and reviewing code;Search for answers
Project planning;Deployment and monitoring
Writing code;Predictive analytics
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Customer service support
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
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
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
120,878
10
13,932
13,933
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
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
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Books / Physical media
16
Developer, back-end
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
3
6
Ukraine
USD United States dollar
52,000
Yes
JavaScript;Python
C++;Python
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;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Long-form articles;Job board
Answer a question NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat trust
Bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Writing code;Testing code
Learning about a codebase;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
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
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I 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 have ethical or security concerns about code
Algorithms, Boolean logic and other CS old school fundamentals stuff - that exact things that skipped in coding bootcamps and few-month courses (because newcomers without this knowledge will not be able to compose relevant LLM prompt and will not be competitive).
52,000
9
13,933
13,934
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training
4
Developer, back-end
Less than 20 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
13,934
13,935
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.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
6
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
null
No
I have transitioned into a new career and/or industry voluntarily
10
7
Kenya
KES Kenyan shilling
null
Yes
HTML/CSS;JavaScript;PHP;Python;R;SQL;TypeScript;VBA
HTML/CSS;JavaScript;PHP;Python;R;SQL;TypeScript;VBA
HTML/CSS;JavaScript;PHP;Python;R;SQL;TypeScript;VBA
NA NA
Yes
MariaDB;Microsoft Access;MySQL;PostgreSQL
MariaDB;Microsoft Access;MySQL;PostgreSQL
MariaDB;Microsoft Access;MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel;Node.js;React;WordPress
jQuery;Laravel;Node.js;React;WordPress
jQuery;Laravel;Node.js;React;WordPress
NA NA
Yes
Claude Code;Visual Studio;Visual Studio Code
Claude Code;Cursor;PhpStorm;Visual Studio;Visual Studio Code
Claude Code;Visual Studio;Visual Studio Code
NA NA
Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
Amazon Bedrock;Google Gemini
null
null
Ubuntu;iOS;Debian
Ubuntu;iOS;Debian
null
null
null
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;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
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
Project planning;Testing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Business process automation;Data and analytics;Cybersecurity
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
Problem solving
null
null
13,935
13,936
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.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
25
Developer, mobile
100 to 499 employees
Individual contributor
Remote
No
null
null
null
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry involuntarily
15
15
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C++;Python;Swift
Swift
Swift
Objective-C NA
Yes
MongoDB
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;npm
null
null
NA NA
Yes
Angular;AngularJS;Express
null
null
NA NA
Yes
Android Studio;Cursor;Xcode
Neovim;Xcode
Xcode
NA NA
SwiftData;Ollama
null
null
null
null
Windows;MacOS;iOS;iPadOS
MacOS;Android;iOS
GitHub;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
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
Neutral
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code;Testing code;Generating content or synthetic data
Project planning
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I hate the term. I never let AI just fix things. I have explored using Codex, but had poor results in Terminal. Then I tried Cursor again (previously poor results) and got better results, but still not amazing. ChatGPT Pro is helpful for helping me find solutions, but I have to do most of the work still. Codex on the web was meh. I didn't accept the work it did. It feels like I have to nanny it more. Since I'm paying for ChatGPT Pro I have been less willing to pay for API credits on other platforms.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Marketing
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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.;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
ChatGPT
null
When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Talking to people and understanding how things should work.
null
7
13,936
13,937
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.);None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Engineering manager
500 to 999 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
15
3
United States of America
USD United States dollar
215,000
Yes
Ada;C++;HTML/CSS;JavaScript;PowerShell;Python;Rust
Go;HTML/CSS;JavaScript;Python;Rust
HTML/CSS;JavaScript;Python;Rust
NA NA
No
null
null
null
NA NA
Yes
Ansible;Cargo;Docker;Kubernetes;Make;Maven (build tool);npm;Pip;Podman;Poetry;Prometheus;Terraform
Docker;Kubernetes;Pip;Podman;Prometheus;Terraform
Docker;Kubernetes;Pip;Podman;Prometheus;Terraform
Helm Helm
Yes
AngularJS;Flask;Node.js;React
AngularJS;Flask
AngularJS;Flask
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat
Confluence;GitLab;Google Workspace;Jira;Markdown File
GitLab;Google Workspace;Markdown File;Microsoft Planner
GitLab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Job board
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No
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
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
User connection and human usability
215,000
6
13,937
13,938
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
6
Developer, full-stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,938
13,939
I am learning to code
25-34 years old
Some college/university study without earning a degree
Student
Volunteering (regularly);Attending school (full-time)
2
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;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;School (i.e., University, College, etc)
3
Student
null
null
null
null
School
Good brand and public image NA
Ethical concerns NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
5
United States of America
USD United States dollar
0
Yes
HTML/CSS;JavaScript;Python;Ruby;Rust;Zig
C;Elixir;HTML/CSS;Rust;Zig
HTML/CSS;Rust;Zig
NA Roc
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Nano;Neovim;Vim;Visual Studio Code
Claude Code;Cursor;Neovim;Vim;Visual Studio Code
Cursor;Neovim;Vim;Visual Studio Code
NA NA
Large Language Model
Tailwind CSS 4;Large Language Model;Ollama
Large Language Model
null
null
MacOS;iOS;Debian
MacOS
GitHub
GitHub;Notion;Obsidian
GitHub
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Twitch;LinkedIn;Medium
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Twitch;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all 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
No
Less than once every 2 - 3 months
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;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
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
null
null
Documenting code;Testing code;Committing and reviewing code
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;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;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, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
As a university student, I believe the most valuable skills for developers over the next 3–5 years will center on systems thinking, human-centered design, and strong interpersonal communication. As AI takes over more routine coding tasks, the real value will lie in how we define problems, collaborate across disciplines, and build tools that genuinely serve people. That’s part of why I’m shifting from computer science to linguistics—to better understand language, meaning, and connection. I want to focus on ethical design, adaptability, and the ability to bridge tech with fields like sustainability and policy, treating code not just as automation but as a form of expression and human collaboration.
null
null
13,939
13,940
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.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
17
Engineering manager
10,000 or more employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
3
2
Serbia
EUR European Euro
95,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Go;Rust;Zig
null
NA NA
Yes
BigQuery;Databricks SQL;Dynamodb;MongoDB;PostgreSQL;Redis;Snowflake;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;npm;Pip;pnpm;Poetry;Prometheus;Terraform;Vite;Webpack;Yarn
Cargo
null
NA NA
Yes
Express;Flask;Node.js;React
Astro;Phoenix
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code;Zed
Cursor
null
NA NA
Pydantic;Google Gemini;uv
uv
uv
null
null
MacOS;iOS
MacOS
Asana;Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Obsidian
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code
Learning about a codebase;Project planning;Deployment and monitoring
Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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
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
null
110,214
9
13,940
13,941
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 (10-19 hours per week)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
25
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Other:
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
6
8
United States of America
USD United States dollar
162,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;Python;Rust;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Dynamodb;PostgreSQL;SQLite
Elasticsearch;PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;npm;Pip;Podman;Terraform;Vite
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Kubernetes;npm;Podman;Poetry;Terraform;Vite
Amazon Web Services (AWS);Docker;npm;Podman;Terraform;Vite
NA GrayLog
Yes
Express;Flask;Node.js;React
FastAPI;Next.js;Node.js;React
Node.js;React
NA NA
Yes
IntelliJ IDEA;WebStorm;Windsurf
Claude Code;IntelliJ IDEA;WebStorm
IntelliJ IDEA;WebStorm
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows Subsystem for Linux (WSL);Debian
Confluence;GitHub;Google Workspace;Obsidian
Coda;Google Workspace;Obsidian;YouTrack
Google Workspace;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Slack NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok 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
Codeium NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Logic games/puzzles;Chat (bot/AI)
Comment on Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Debugging or fixing code;Generating content or synthetic data
Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
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
No, but it is close
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;Other (please specify):
Software architecture and design; cloud/AWS experience; data analysis that requires mixed disciplines; prototyping
162,000
8
13,941
13,942
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
18
Developer, back-end
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Lack of or sub-par API NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
15
15
Jordan
JOD Jordanian dinar
24,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
C;Erlang;Go;Lisp;Lua;Rust;TypeScript;Zig
TypeScript
NA NA
Yes
MySQL
Cassandra;Elasticsearch;PostgreSQL;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;npm;Vite;Yarn
Make;Prometheus
null
NA NA
Yes
Laravel;Vue.js;WordPress
Deno;Django;Laravel;Node.js;React
Laravel
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu
Ubuntu;Debian;Pop!_OS
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;X;YouTube;Twitch
Stack Overflow;X;YouTube;Twitch
Stack Overflow;X;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Job board
Upvote/Downvote Q&A posts NA
Neutral
About half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Committing and reviewing code
Project planning;Debugging or fixing code
Deployment and monitoring;Predictive analytics
null
AI solutions that are almost right, but not quite
I don't use vibe coding, and most likely to not use it in the future, being a software engineer is fun when there are challenges you solve with your own skills. AI taking part is not fun, at least for me,
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
33,851
10
13,942
13,943
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
null
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);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
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
8
Applied scientist
I don’t know
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Other (please specify): Mature, with an active userbase
Ethical concerns NA
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
10
5
United States of America
USD United States dollar
null
Yes
C;C#;Go;HTML/CSS;JavaScript;Python
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PowerShell;Python;Rust
Go;HTML/CSS;JavaScript;Python
NA NA
No
null
null
null
NA NA
Yes
Docker;npm;Yarn
Docker;npm;Podman;Yarn
Docker;npm;Yarn
NA NA
Yes
Vue.js
Vue.js
Vue.js
NA NA
Yes
Vim;Visual Studio;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Polars
.NET 8 or higher
null
null
Fedora
Windows
Azure Devops;GitHub;Jira;Markdown File
GitHub;GitLab;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
No, while I do use AI tooling, I carefully review AI-generated code and do not generally have AI write significant chunks of code on its own.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;Other (please specify):
Critical thinking, debugging, learning new technologies, adapting
null
9
13,943
13,944
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);Colleague or on-the-job training;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
9
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Work
Reliability and low latency Fast and Efficient
Inefficient or time-costly 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
12
12
United States of America
USD United States dollar
null
Yes
C#;Visual Basic (.Net)
null
null
VB5 NA
null
Microsoft SQL Server
DuckDB;MongoDB
null
NA NA
No
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
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
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No, vibe coding is dumb and not for me
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
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 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;Other (please specify):
Being able to write code focused around specific hardware that AI wont comprehend how to interface with properly
null
9
13,944
13,945
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
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, mobile
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
Prohibitive pricing NA
Banking/Financial Services
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
14
17
Guatemala
GTQ Guatemalan quetzal
170,000
Yes
C#;HTML/CSS;JavaScript;Python;R;SQL;Swift;TypeScript
HTML/CSS;JavaScript;Python;SQL;Swift;TypeScript
HTML/CSS;JavaScript;Python;SQL;Swift;TypeScript
NA NA
Yes
Cloud Firestore;MongoDB;PostgreSQL;SQLite
Cloud Firestore;PostgreSQL;SQLite
Cloud Firestore;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Homebrew;npm;Pip;pnpm;Vite;Yarn
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Pip;pnpm;Vite
Amazon Web Services (AWS);Docker;Firebase;Homebrew;Pip;pnpm;Vite
NA NA
Yes
Astro;FastAPI;React;Svelte
Astro;Express;FastAPI;Fastify;Next.js;React;Svelte
Astro;FastAPI;React;Svelte
NA NA
Yes
Visual Studio Code;Xcode
Visual Studio Code;Xcode
Visual Studio Code;Xcode
NA NA
Tailwind CSS 4
Tailwind CSS 4;Odoo;Large Language Model;SwiftData
Tailwind CSS 4
null
null
MacOS;iOS
MacOS;iOS
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Trello
Confluence;GitHub;GitLab;Jira;Markdown File;Trello
Confluence;GitHub;GitLab;Jira;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;YouTube;LinkedIn
Stack Overflow;Stack Exchange;YouTube;LinkedIn
Stack Overflow;Stack Exchange;YouTube;LinkedIn
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Not sure/can't remember
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Other (write in): Get the answers I'm looking for
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Documenting code;Debugging or fixing code;Predictive analytics;Search for answers
Project planning;Committing and reviewing code
Learning about a codebase;Writing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Generating content or synthetic data
Creating or maintaining documentation
AI solutions that are almost right, but not quite
Vibe coding is great for first steps in a project or prototypes
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Multi-platform search enablement;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
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.
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
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;v0.dev;Perplexity
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
22,121
8
13,945
13,946
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
12
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,946
13,947
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
3
Support engineer or analyst
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Availability of better alternatives NA
Transportation, or Supply Chain
null
Yes
I have somewhat considered changing my career and/or the industry I work in
2
2
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;PowerShell;Python;SQL;TypeScript;VBA
C++;MicroPython;Rust
null
NA NA
Yes
Microsoft Access;Microsoft SQL Server;Oracle;SQLite
MySQL;PostgreSQL
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Asana;GitHub;Lucid (includes Lucidchart);Microsoft Planner
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Microsoft Phi-4 models
null
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code
Learning about a codebase;Testing code;Committing and reviewing code;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Nope
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Complex problem solving, efficient algorithm design and communication
null
null
13,947
13,948
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
24
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
Costs are manageable NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
10
5
Czech Republic
CZK Czech koruna
1,400,000
Yes
C;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
C++;Python;Rust
C++;Python
NA NA
Yes
MariaDB;Microsoft SQL Server;Redis
null
null
NA NA
Yes
APT;Docker;Make;Pip;Poetry;Yarn
Amazon Web Services (AWS);Cargo;Docker;Google Cloud;Kubernetes;Make
Docker;Make
NA NA
Yes
Angular;AngularJS;FastAPI;Node.js;Vue.js
FastAPI
FastAPI
NA NA
Yes
Nano;Visual Studio Code
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
Large Language Model;Pydantic
c++23;Large Language Model;Pydantic;RAG
Large Language Model;Pydantic
null
null
Ubuntu;Android
Ubuntu;Debian
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Less than once per month or monthly
Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics
Documenting code
null
null
AI solutions that are almost right, but not quite
often I use it to provide skeleton to be further refined
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Decision intelligence
Integration with external agents and APIs
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
understanding and explaining the problems that is solved, big picture final decisions
65,528
10
13,948
13,949
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
8
AI/ML engineer
1,000 to 4,999 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
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Banking/Financial Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
3
8
Zimbabwe
USD United States dollar
null
Yes
HTML/CSS;Python;SQL
HTML/CSS;Python;SQL
HTML/CSS;Python;SQL
NA NA
Yes
Microsoft SQL Server;Oracle;PostgreSQL
Microsoft SQL Server;Oracle;PostgreSQL;Redis;SQLite
Microsoft SQL Server;Oracle;PostgreSQL
NA NA
Yes
Microsoft Azure
Microsoft Azure;Vercel;Vite;Yandex Cloud
Microsoft Azure
NA NA
Yes
Django;FastAPI;Flask;Vue.js
Django;FastAPI;Flask;Vue.js
Django;FastAPI;Flask;Vue.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Trae;Visual Studio Code
Jupyter Notebook/JupyterLab;Trae;Visual Studio Code
Jupyter Notebook/JupyterLab;Trae;Visual Studio Code
NA NA
Tailwind CSS 4;RAG;Google Gemini;Ollama
Tailwind CSS 4;RAG;Google Gemini;Ollama
Tailwind CSS 4;RAG;Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;Android;iOS
Windows;MacOS;Ubuntu
GitHub;Google Colab
GitHub;Google Colab
GitHub;Google Colab
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Medium
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once per month or monthly
Message Boards;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
null
null
null
Learning about a codebase;Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Vibe coding is now part of the modern reality and implementing it well is not something that is not yet widely available, by that metric it counts as work as currently a small group of people are able to maximize the new tools to generate real value rather than proof of concepts.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;Data and analytics
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
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
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
null
Redis;pgvector
null
Llama Index;Ollama;LangChain
null
Sentry;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Auto-GPT;Bolt.new
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
The ability to accurately document the problem and seek the appropriate design method to implement
null
9
13,949
13,950
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.)
18
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts;Other (please specify):
24
Architect, software or solutions
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Ukraine
USD United States dollar
60,000
Yes
Dart;Go;HTML/CSS;JavaScript;Python;Rust;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
Firebase Realtime Database;Neo4J;PostgreSQL
PostgreSQL;Supabase;Cockroachdb;Pocketbase
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Firebase;Kubernetes;Microsoft Azure;Netlify;npm;Pip;pnpm;Vercel;Vite;Webpack
Amazon Web Services (AWS);Cloudflare;Datadog;Digital Ocean;Docker;npm;Pip;pnpm;Prometheus;Supabase;Vite
Amazon Web Services (AWS);Digital Ocean;Docker;npm;Pip;pnpm;Vite
NA NA
Yes
Express;FastAPI;Next.js;React;Svelte;Axum
Angular;ASP.NET Core;Astro;React;Svelte;Vue.js
React;Svelte
NA NA
Yes
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code;Zed
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
Large Language Model;Pydantic;Ollama
Tailwind CSS 4;Shadcn/ui
null
null
null
Windows;MacOS;Ubuntu;iOS;Fedora
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Fedora
Azure Devops;GitHub;Markdown File;Miro;Notion;Obsidian;Trello
GitHub;Linear;Markdown File;Trello
GitHub;Markdown File;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
NA NA
Yes
Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
null
Project planning;Writing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Predictive analytics
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work monthly or infrequently
No, but my development work has changed somewhat due to non-AI factors
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
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.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Ollama
null
null
null
ChatGPT;GitHub Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
The same as 3-5 years ago. Problem solving, coding, data structures, security etc
60,000
8
13,950
13,951
I am a developer by profession
35-44 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
27
Architect, software or solutions
null
null
null
No
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Norway
NOK Norwegian krone
null
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#
C#
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
NA NA
Yes
Angular;AngularJS;ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Notepad++;Rider;Visual Studio
Rider;Visual Studio
Rider;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Jira
Azure Devops
Azure Devops
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Unfavorable
Somewhat 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;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
To create whats not created yet/to translate teal world challenges into technical solutions.
null
7
13,951
13,952
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
15
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
13,952
13,953
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
31
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges
43
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
You like your manager NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
3
5
United States of America
USD United States dollar
90,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Somewhat trust
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
90,000
5
13,953
13,954
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
42
Developer, full-stack
5,000 to 9,999 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
Customizable and manageable codebase NA
Prohibitive pricing NA
Retail and Consumer Services
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
12
5
United States of America
USD United States dollar
320,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Other (write in): I usually get to SO from a search, so I'm looking for specific answers. So most of these answers are trash
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
320,000
6
13,954
13,955
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
30
Other (please specify):
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Software Development
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
20
10
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Dynamodb;MySQL;PostgreSQL;SQLite;Supabase
Dynamodb;MySQL;PostgreSQL;SQLite;Supabase
Dynamodb;MySQL;PostgreSQL;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Ansible;Chocolatey;Cloudflare;Docker;Firebase;Gradle;Homebrew;Kubernetes;npm;Pip;Splunk;Supabase;Vite;Webpack
Amazon Web Services (AWS);Ansible;Chocolatey;Cloudflare;Docker;Homebrew;Kubernetes;npm;Pip;Splunk;Supabase;Vite;Webpack
Amazon Web Services (AWS);Ansible;Chocolatey;Cloudflare;Docker;Homebrew;Kubernetes;npm;Pip;Splunk;Supabase;Vite;Webpack
NA NA
Yes
Angular;Deno;Express;FastAPI;Node.js;WordPress
Angular;Deno;Express;FastAPI;Node.js;Svelte
Angular;Deno;Express;FastAPI;Node.js
NA NA
Yes
Android Studio;Nano;Notepad++;Visual Studio Code
Android Studio;Nano;Notepad++;Visual Studio Code
Android Studio;Nano;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Clickup;Confluence;GitHub;GitLab;Google Workspace;Jira;Notion;Obsidian;Trello
Clickup;Confluence;GitHub;GitLab;Google Workspace;Jira;Obsidian;Trello
Clickup;Confluence;GitHub;GitLab;Google Workspace;Jira;Obsidian;Trello
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers
null
null
AI solutions that are almost right, but not quite
No, because I always have a review and refinement step. While I may build a project from LLM prompts, I never run it without a heavy review and testing step. I almost always have to make changes to fix at least one high level issue in security or functionality.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;IT operations
Language processing
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
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
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;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
Amazon Bedrock Agents
null
Sentry;Snyk
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Big picture/system thinking. Client needs discovery from a technical perspective.
null
7
13,955
13,956
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
10
Data scientist
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
80,000
Yes
Bash/Shell (all shells);Python;R;SQL
Bash/Shell (all shells);C#;HTML/CSS;MicroPython;Python;Rust;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu;Red Hat
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
No
A few times per week
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.)
null
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Unsure
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
null
No.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
80,000
null
13,956
13,957
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools 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);Online Courses or Certification (includes all media types)
16
Developer, full-stack
null
null
null
No
Work
Robust and complete API NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
5
2
Brazil
BRL Brazilian real
300,000
Yes
C#;Elixir;Go;HTML/CSS;JavaScript;PowerShell;Rust;SQL;TypeScript
Elixir;Rust;SQL;TypeScript
Elixir;Rust;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Neo4J;PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Digital Ocean;Docker;Heroku;Microsoft Azure;npm;NuGet;Terraform;Webpack
Amazon Web Services (AWS);Ansible;Cargo;Datadog;Digital Ocean;Docker;Kubernetes;Microsoft Azure
Amazon Web Services (AWS);Cargo;Digital Ocean;Docker;Microsoft Azure
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Node.js;Phoenix
Angular;ASP.NET Core;Blazor;Deno;Phoenix;Svelte
Angular;ASP.NET Core;Phoenix
NA NA
Yes
Aider;Bolt;Cursor;IntelliJ IDEA;Nano;Neovim;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code
Aider;Bolt;Cursor;IntelliJ IDEA;Neovim;Notepad++;Rider;RustRover;Vim;Visual Studio;Visual Studio Code
Aider;Bolt;Cursor;IntelliJ IDEA;Neovim;Notepad++;Rider;Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Microsoft Fabric;Google Gemini;Ollama
.NET 8 or higher
null
null
Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows
Azure Devops;Confluence;GitHub;Jira;Notion;Trello
Azure Devops;GitHub;Notion
Azure Devops;GitHub;Notion
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
null
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
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
IT operations
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Perplexity;Bolt.new
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving, cost estimations, trade-offs
54,611
7
13,957
13,958
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
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
24
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Switzerland
CHF Swiss franc
null
Yes
Bash/Shell (all shells);Go;Java
Java
Java
NA NA
Yes
null
null
null
Jackrabbit Oak Jackrabbit Oak
Yes
Kubernetes;Make;Maven (build tool);Podman;Prometheus;Splunk
Kubernetes;Make;Maven (build tool);Podman;Prometheus;Splunk
Kubernetes;Make;Maven (build tool);Podman;Prometheus;Splunk
NA NA
Yes
WordPress
null
null
Apache Sling Apache Sling
Yes
Eclipse;Jupyter Notebook/JupyterLab;Visual Studio Code
Eclipse;Jupyter Notebook/JupyterLab;Visual Studio Code
Eclipse;Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
null
null
null
null
null
Linux (non-WSL)
Linux (non-WSL)
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
NA NA
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
Hacker News;GitHub (public projects, not private repos)
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Other (write in):
Learning about a codebase;Committing and reviewing code
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 monthly or infrequently
Yes, somewhat
Software engineering
null
null
AI agents have increased my productivity.
AI agents have helped me automate repetitive tasks.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
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
Cursor
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
6
13,958
13,959
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
19
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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);Books / Physical media
26
Cloud infrastructure engineer
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency Provides controls around data security
Security or privacy concerns NA
Fintech
Working with new technologies and tools NA
No
I have transitioned into a new career and/or industry voluntarily
5
2
United States of America
USD United States dollar
216,000
Yes
Bash/Shell (all shells);Python
Bash/Shell (all shells);Go;Python;Rust
Bash/Shell (all shells);Python
NA NA
Yes
PostgreSQL;Amazon Redshift
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Make;Microsoft Azure;Pip;Podman;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Make;Microsoft Azure;Pip;Podman;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Make;Microsoft Azure;Pip;Podman;Terraform
NA NA
No
null
null
null
NA NA
Yes
Sublime Text;Visual Studio Code
Claude Code;Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
NA NA
Pydantic
Amazon Bedrock;Pydantic
Pydantic
null
null
Windows
Linux (non-WSL)
GitLab;Jira
GitLab;Jira;Lucid (includes Lucidchart)
GitLab;Jira
NA NA
Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
No, but I plan to soon
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;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
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;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 have ethical or security concerns about code
Software design and architecture. Creating software deployment pipelines.
216,000
9
13,959
13,960
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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
4
Student
null
null
null
null
Personal Project
Reputation for quality NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
10
Canada
CAD Canadian dollar
null
Yes
Assembly;Bash/Shell (all shells);C#;C++;Java;Python;SQL
Assembly;C;C++;Java;Rust;SQL
Assembly;C++;Java;SQL
NA NA
Yes
Microsoft SQL Server;MySQL
MongoDB;MySQL
MySQL
NA NA
Yes
Gradle;Make;Ninja;npm;NuGet;Pacman;Pip
Amazon Web Services (AWS);Docker;Gradle;Pacman
Gradle;Pacman
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;PyCharm;Rider;Visual Studio;Visual Studio Code
IntelliJ IDEA;Neovim;Rider;Vim
IntelliJ IDEA;Rider
NA NA
c++23
c++23
c++23
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
GitHub;GitLab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
IRC IRC
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About 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;Generating content or synthetic data
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No, only for simple tasks which either don’t use an api (Like math & utility methods) or use a very very common api (ex: Gson).
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.;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.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Using complex or in house APIs
null
null
13,960
13,961
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
9
Developer, full-stack
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
Good brand and public image NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
10
2
United States of America
USD United States dollar
300,000
null
HTML/CSS;JavaScript;Python;SQL
null
null
NA NA
Yes
DuckDB;Neo4J;PostgreSQL;Redis
null
null
NA NA
Yes
Docker;Homebrew;Kubernetes;Pip;Splunk;Vite
null
null
NA NA
Yes
FastAPI;Flask;React
null
null
NA NA
null
Cline and/or Roo;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Pydantic;RAG;uv
null
null
null
null
Linux (non-WSL)
null
null
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
null
null
null
null
NA NA
No
Daily or almost daily
Between 3 and 5 years
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Learning about a codebase;Debugging or fixing code;Testing code;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics
MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
null
null
null
null
null
null
null
Redis;Neo4j;Qdrant;Milvus
null
Ollama
null
null
null
Claude Code;Roo code (Roo-Cline)
null
null
System design
300,000
8
13,961
13,962
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 (less than 10 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);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
4
Student
Less than 20 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Poor usability NA
Software Development
Expert mentors NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Colombia
COP Colombian peso
15,600,000
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;MATLAB;MicroPython;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;C++;Dart;Go;HTML/CSS;JavaScript;MATLAB;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;MATLAB;Python;SQL;TypeScript
NA NA
Yes
Cassandra;Cosmos DB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
Cosmos DB;Firebase Realtime Database;MySQL;PostgreSQL;Redis;SQLite;Supabase
Cosmos DB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;npm;NuGet;Pip;Supabase;Vite
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Kubernetes;Microsoft Azure;pnpm;Supabase;Terraform
Amazon Web Services (AWS);Cloudflare;Docker;Supabase
NA NA
Yes
ASP.NET Core;Astro;Deno;Flask;Node.js
Angular;ASP.NET Core;Astro;Node.js;React;Svelte;Vue.js
ASP.NET Core;Astro;Node.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code
Cursor;IntelliJ IDEA;Visual Studio;Visual Studio Code;Zed
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23;Tailwind CSS 4;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Google Gemini
null
null
Windows;iOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Google Workspace;Lucid (includes Lucidchart);Notion;Obsidian;Trello
Azure Devops;GitHub;Google Colab;Jira;Notion
GitHub;Google Colab;Notion
NA NA
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Medium
Discord;GitHub (public projects, not private repos);Kaggle;YouTube;Twitch;LinkedIn;Medium
Discord;GitHub (public projects, not private repos);Kaggle;YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);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
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Deployment and monitoring;Predictive analytics
null
null
null
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
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Yes, but I seem more like a tool than the main brain, I learn how it does it and then replicate it in another project.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
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
Critical thinking, base of advanced process knowledge for review generated code
3,817
8
13,962
13,963
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
5
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
School
Robust and complete API NA
Security or privacy concerns NA
Banking/Financial Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
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
13,963
13,964
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
Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Other (please specify):
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);Stack Overflow or Stack Exchange
42
Architect, software or solutions
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
3
United States of America
USD United States dollar
220,000
Yes
Assembly;C;C++;JavaScript;Lua;Perl;Swift
Assembly;C;C++;JavaScript;Lua
Assembly;C;C++;JavaScript;Lua
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code;Xcode
Visual Studio;Visual Studio Code;Xcode
Visual Studio;Visual Studio Code;Xcode
BBEdit NA
c++23;Large Language Model
c++23;Large Language Model
c++23;Large Language Model
null
null
MacOS
Windows
Doxygen;GitHub;GitLab;Jira;Trello;Wikis
GitHub;GitLab;Wikis
GitHub;GitLab;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Documenting code;Search for answers;Generating content or synthetic data
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Predictive analytics;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
Hell no. Script Kiddies may like it for generating their homework answers, but it is many years away from being useful to professional developers.
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.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
debugging, algorithm and data structure knowledge, creating new algorithms and data structures for specific problems, low level performance tuning, knowing where compilers fail to generate good code.
220,000
8
13,964
13,965
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,965
13,966
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
Software Development
Recognition from peers for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Ethiopia
ETB Ethiopian birr
null
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript;VBA
Python
null
NA NA
Yes
Microsoft Access;Microsoft SQL Server
MariaDB;PostgreSQL;SQLite
null
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;jQuery
Django;React
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows
Jira
null
null
NA NA
Stack Overflow;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
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
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Deployment and monitoring
Learning about a codebase;Generating content or synthetic data
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
I don’t use AI tools regularly
No it is not.
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.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
business analyst, software engineer, quality assurance
null
6
13,966
13,967
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);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;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Games or coding challenges
12
Data scientist
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Prohibitive pricing NA
Other:
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
7
2
Germany
EUR European Euro
75,000
Yes
Kotlin;Python;Rust
null
null
NA NA
Yes
Databricks SQL;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Amazon Redshift
DuckDB
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;Poetry;Yarn
null
null
Uv NA
Yes
Django;FastAPI;Flask
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Vim;Visual Studio Code
null
null
NA NA
Polars;Large Language Model;Pydantic;uv
RAG;Ollama;LangGraph
null
null
null
Windows
MacOS
Airtable;Asana;Confluence;GitHub;GitLab;Jira;Miro;Obsidian
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models)
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
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
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers
Project planning;Deployment and monitoring
Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
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 helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
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
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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Understanding business logic and the implementation of it in the code. Remembering why things are implemented in a certain way even though there might be a "better" way.
87,011
8
13,967
13,968
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;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);Blogs or podcasts;Stack Overflow or Stack Exchange
5
Developer, back-end
20 to 99 employees
Individual contributor
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
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
4
10
Kazakhstan
RUB Russian ruble
200,000
Yes
C#;C++;HTML/CSS;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript
C#;Go;PowerShell;Python;SQL;TypeScript
C#;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis
Cassandra;Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis;Cockroachdb
Elasticsearch;MongoDB;PostgreSQL;Redis
InfluxDB NA
Yes
APT;Bun;Docker;npm;NuGet;Pacman;Pip;Podman;Prometheus;Webpack;Yandex Cloud
APT;Cloudflare;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Prometheus;Terraform;Webpack
APT;Docker;npm;NuGet;Prometheus;Webpack
NA NA
Yes
Angular;ASP.NET Core;Express;Fastify;NestJS;Node.js;React
ASP.NET Core;Next.js;Nuxt.js;React;Vue.js
ASP.NET Core;React
NA NA
Yes
Cursor;Nano;PyCharm;Rider;Trae;Visual Studio;Visual Studio Code;Windsurf
Nano;Rider;Visual Studio Code;WebStorm;Windsurf;Zed
Nano;Rider;Visual Studio Code;Windsurf
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher;Tailwind CSS 4;Google Gemini
.NET 8 or higher;Tailwind CSS 4
null
null
Windows;Windows Subsystem for Linux (WSL);Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Fedora
GitHub;GitLab;Obsidian
GitLab;Jira
GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
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 Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Chat (bot/AI)
null
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Search for answers
Debugging or fixing code;Testing code;Deployment and monitoring
Project planning;Committing and reviewing code;Predictive analytics
Learning about a codebase;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
No, it's not
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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 increased my productivity.;AI agents have helped me automate repetitive tasks.
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.;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
Redis;pgvector
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Tabnine
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
2,552
7
13,968
13,969
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., 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);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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, full-stack
500 to 999 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Insurance
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
20
4
United States of America
USD United States dollar
125,000
Yes
HTML/CSS;Java;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Kotlin;Rust
Rust
NA NA
Yes
Oracle;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Kubernetes;Microsoft Azure;npm;Railway;Vite;Webpack
Kubernetes;pnpm
Kubernetes
NA NA
Yes
Angular;Astro;Express;jQuery;Node.js;Spring Boot
Angular;Deno
Angular
NA NA
Yes
IntelliJ IDEA;Neovim;Notepad++;Vim;Visual Studio Code;WebStorm
Neovim
Neovim
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
null
Confluence;GitHub;GitLab;Jira
null
null
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
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
125,000
6
13,969
13,970
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
18
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
23
Developer, mobile
100 to 499 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
null
United States of America
USD United States dollar
210,000
Yes
Bash/Shell (all shells);Dart;Java;Kotlin
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Notion
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I 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
Understand the purpose of the thing we're building so it can be built right (i.e. do what it's supposed to, not just what we think it should do). Complex problem solving involving human aspects such as: does this feel intuitive to use, does it look nice, etc)
210,000
9
13,970
13,971
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 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);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);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
7
Developer, desktop or enterprise applications
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
3
2
Ghana
GHS Ghanaian cedi
null
Yes
C;HTML/CSS;Java;JavaScript;Python;SQL
C;C++;HTML/CSS;JavaScript;Python;SQL
C;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
MariaDB;MySQL;SQLite
PostgreSQL;SQLite;Supabase
SQLite
NA NA
Yes
Gradle;Make;Maven (build tool);npm;Pip
Docker;Make;npm;Pip;Poetry;Webpack
Make;npm;Pip
NA NA
Yes
FastAPI;Node.js
Node.js;React
Node.js
NA NA
Yes
Android Studio;IntelliJ IDEA;PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
NA NA
Pydantic
Large Language Model;Pydantic;Google Gemini
Pydantic
null
null
Windows;Android
Windows;Ubuntu
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Search for answers
Writing code
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;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;When I need help fixing complex or unfamiliar code
Developing a software that works as expected.
null
8
13,971
13,972
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
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
10
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
Government
Working with new technologies and tools NA
Yes
I have somewhat considered changing my career and/or the industry I work in
15
0
United States of America
USD United States dollar
70,000
Yes
Bash/Shell (all shells);C#;PowerShell;Python;Visual Basic (.Net)
C#;PowerShell;Python
C#;PowerShell;Python
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Microsoft Azure;npm;NuGet;Pacman;Vite
Chocolatey;NuGet;Pacman;Vite
Chocolatey;NuGet;Pacman;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;React
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Neovim;Notepad++;Visual Studio;Visual Studio Code
Neovim;Visual Studio;Visual Studio Code
Neovim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Arch
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
70,000
10
13,972
13,973
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
27
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Other (please specify):
29
Engineering manager
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Other (please specify): SOC II, Type II compliance
Security or privacy concerns NA
Fintech
null
No
I have neither consider or transitioned into a new career or industry
12
5
United States of America
USD United States dollar
277,000
Yes
JavaScript;SQL;TypeScript
JavaScript;SQL;TypeScript
JavaScript;SQL;TypeScript
Apex NA
Yes
PostgreSQL
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Heroku;npm;Vite;Yarn
Amazon Web Services (AWS);Datadog;Docker;Heroku;npm;Vite;Yarn
Amazon Web Services (AWS);Datadog;Docker;Heroku;npm;Vite;Yarn
GitHub Actions NA
Yes
Express;NestJS;Node.js;React
Express;NestJS;Node.js;React
Express;NestJS;Node.js;React
Directus Directus
Yes
Lovable.dev;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
null
null
MacOS;iOS;iPadOS
MacOS;iOS
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Miro
Confluence;GitHub;Google Workspace;Linear;Miro
Confluence;GitHub;Google Workspace;Miro
UpNote NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning;Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Testing code
null
AI solutions that are almost right, but not quite
No, I still only use AI for small portions of my coding/troubleshooting/writing
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Integrating AI into business-specific workflows
277,000
null
13,973
13,974
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
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
25
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Ethical concerns NA
Banking/Financial Services
Innovation through solving challenging and complex problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
10
1
United States of America
USD United States dollar
140,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server
PostgreSQL;Redis
null
NA NA
Yes
Chocolatey;Microsoft Azure;MSBuild;npm;NuGet;Webpack
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Node.js;React
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Jira;Markdown File;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn;Medium
null
null
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;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
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
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I 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 Problem solving
140,000
6
13,974
13,975
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange
6
System administrator
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
Prohibitive pricing NA
Manufacturing
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
6
null
United States of America
USD United States dollar
65,000
Yes
HTML/CSS;JavaScript;Python;SQL;VBA;Visual Basic (.Net)
HTML/CSS;JavaScript;Python
HTML/CSS;JavaScript;Python
NA NA
Yes
Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
WordPress
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Upvote/Downvote Q&A posts NA
No, not at all
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Committing and reviewing code
Deployment and monitoring
Learning about a codebase;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Documenting code;Creating or maintaining documentation
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
Occasionally, but it is not the norm and often used as a starting point.
Yes, I use AI agents at work daily
Yes, somewhat
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 improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Microsoft Copilot
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
Advanced problem solving and ethical issues.
65,000
7
13,975
13,976
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
17
Developer, full-stack
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
Security or privacy concerns NA
Higher Education
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
15
3
United States of America
USD United States dollar
180,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Maven (build tool);npm;Pip;Webpack
Amazon Web Services (AWS);Docker;Gradle;Maven (build tool);npm;Pip
Amazon Web Services (AWS);Docker;Gradle;Maven (build tool);npm;Pip
NA NA
Yes
Node.js;Nuxt.js;Spring Boot;Vue.js;WordPress
Node.js;Nuxt.js;Spring Boot;Vue.js
Node.js;Nuxt.js;Spring Boot;Vue.js
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;Vim;Visual Studio Code;WebStorm
IntelliJ IDEA;Notepad++;PyCharm;Vim;Visual Studio Code;WebStorm
IntelliJ IDEA;Notepad++;PyCharm;Vim;Visual Studio Code;WebStorm
NA NA
Large Language Model
Tailwind CSS 4;Large Language Model;Microsoft Fabric;Google Gemini
Large Language Model
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Asana;GitHub;Markdown File
Asana;GitHub;Markdown File
Asana;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn
Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack
Discord;Reddit;Slack (public channels, not work);YouTube;Twitch;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
A few times per week
Coding challenges;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
null
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code
null
AI solutions that are almost right, but not quite
I believe that vibe coding through boilerplate and framework type things is very helpful. It's also important to be able to read the code and understanding what it's doing before committing anything.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
null
null
AI agents have improved the quality of my code.
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.;Write in the most significant benefit if not listed above.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
I believe that institutional knowledge can be difficult to distill if it isn't in the moment that it's necessary. Having people that have dealt with certain issues before is important to resolve things quickly. This is especially true when dealing with multiple complex systems that aren't well documented or dealing with situations that are far into the edge cases of a system.
180,000
9
13,976
13,977
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.)
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
24
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Availability of better alternatives NA
Healthcare
You like your manager NA
No
I have transitioned into a new career and/or industry voluntarily
5
2
United States of America
USD United States dollar
305,000
Yes
Java;Kotlin;Rust;SQL
Kotlin
Kotlin
NA NA
Yes
Elasticsearch;Oracle;Redis;SQLite
Elasticsearch;Redis;SQLite
Elasticsearch;Redis;SQLite
NA NA
Yes
Docker;Gradle;Kubernetes;Maven (build tool);Terraform
Gradle
Gradle
NA NA
Yes
Spring Boot
null
null
Kotlin WASM Kotlin WASM
Yes
Cline and/or Roo;Cursor;IntelliJ IDEA;Visual Studio Code;Windsurf
IntelliJ IDEA;Visual Studio Code;Windsurf
IntelliJ IDEA;Visual Studio Code;Windsurf
Jetbrains Junie Jetbrains Junie
Ollama
Ollama
Ollama
null
null
MacOS
MacOS
GitHub;GitLab;Jira;Wikis
GitHub;GitLab
GitHub;GitLab
NA NA
null
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Committing and reviewing code
Deployment and monitoring
Project planning;Predictive analytics
null
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
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
for some simpler things, or POCs, yes.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Data and analytics
MCP servers;Integration with external agents and APIs
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
Claude Code;Replit
null
When I don’t trust AI’s answers
System architecture. Very clean code without AI slop leftovers.
305,000
8
13,977
13,978
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools 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);Blogs or podcasts
5
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Manufacturing
Working with new technologies and tools NA
No
I have strongly considered changing my career and/or the industry I work in
12
5
United States of America
USD United States dollar
80,000
Yes
C#;C++;HTML/CSS;JavaScript;Lua;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C++;Lua;Python;Rust;TypeScript
C++;Lua;Python;TypeScript
VBS WebAssembly
Yes
Microsoft SQL Server;MySQL;SQLite
DuckDB
null
NA NA
No
null
null
null
NA NA
Yes
Node.js
Node.js
Node.js
NA Bun
Yes
Neovim;Notepad++;Vim;Visual Studio;Visual Studio Code;Xcode
Neovim;Visual Studio Code
Neovim;Visual Studio Code
NA CLion
Google Gemini
Google Gemini;Ollama
Google Gemini
null
null
MacOS
Windows;MacOS
GitHub;GitLab;Google Workspace;Markdown File;Notion;Obsidian;Trello
GitHub;Google Workspace;Markdown File;Obsidian
GitHub;Google Workspace;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn
Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
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);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Predictive analytics
Committing and reviewing code
Project planning;Testing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
Yes, only partially. I use it to create basic outlines of systems I have not designed before, to import and use libraries / APIs I have not used before, and to refactor code that I think I can (but don't know how to) make more efficient. These tasks are not always successful, but vibe coding is a good catalyst to get me thinking of the code from a new angle.
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 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
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
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
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 want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Architecting data structures. Building creative applications. Maintaining legacy and less popular systems and domains in which it is not profitable for AI to improve. Debugging. Explaining software engineering decisions to non-technical team members. Deciding on which new, promising technologies to use in a project--AI tends to recommend the most popular decisions, unless instructed otherwise, and as a result does not recommend (or is even aware of) new technologies that could give a company a competitive edge.
80,000
5
13,978
13,979
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.)
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);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
12
Other (please specify):
null
null
null
null
Personal Project
Connected to an open-source project NA
Ethical concerns NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;Rust;SQL;TypeScript
Rust;SQL
Rust;SQL
NA NA
Yes
MySQL;PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Cargo;Cloudflare;Digital Ocean;Docker;Homebrew
Cargo
Cargo
NA NA
Yes
null
null
null
Rocket, HTMX Rocket, HTMX
No
null
null
null
NA NA
uv
null
null
null
null
MacOS
MacOS
GitHub;Markdown File
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
13,979
13,980
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
21
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Costs are manageable NA
Lack of or sub-par API NA
Software Development
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
10
5
Ukraine
UAH Ukrainian hryvnia
4,500,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;TypeScript
Bash/Shell (all shells);C#;F#;HTML/CSS;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;TypeScript
NA NA
Yes
Cosmos DB;Elasticsearch
Cosmos DB;Elasticsearch;PostgreSQL;Redis
Cosmos DB;Elasticsearch
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet
Docker;Google Cloud;Microsoft Azure;NuGet;Prometheus;Terraform
Docker;Microsoft Azure;NuGet
NA NA
Yes
Angular;ASP.NET Core
Angular;ASP.NET Core;Blazor
Angular;ASP.NET Core
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Visual Studio Code
Notepad++;Rider;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);iOS;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Markdown File;Wikis
Azure Devops;Markdown File;Wikis
Azure Devops;Markdown File;Wikis
NA NA
YouTube;LinkedIn;Medium
YouTube;LinkedIn;Medium
YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Upvote/Downvote Q&A posts NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Bad at handling complex tasks
Search for answers
Debugging or fixing code
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Other (write in):
Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
Not yet
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.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
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
Communicating, designing and analysing requirements
107,848
8
13,980
13,981
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 (10-19 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
8
Developer, mobile
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
8
3
Poland
PLN Polish zloty
338,000
Yes
Bash/Shell (all shells);Ruby;SQL;Swift
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code;Xcode;Zed
null
null
NA NA
Large Language Model
SwiftData
null
null
null
MacOS;iOS;iPadOS
MacOS;iOS
Azure Devops;Confluence;GitHub;Jira
null
null
NA NA
Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Answer 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
Writing code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring
Learning about a codebase
Committing and reviewing code
Documenting code;Testing code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;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
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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 want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
92,240
null
13,981
13,982
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
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;Technical documentation (is generated for/by the tool or system)
35
Other (please specify):
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
You like your manager NA
No
I have transitioned into a new career and/or industry voluntarily
20
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Python;Scala;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;Python;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis;Snowflake;Valkey
Dynamodb;Elasticsearch;PostgreSQL;Snowflake;Valkey
Dynamodb;Elasticsearch;PostgreSQL;Snowflake;Valkey
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Kubernetes;Maven (build tool);npm;Pip;pnpm;Podman;Webpack;Yarn
Amazon Web Services (AWS);Gradle;Kubernetes;Maven (build tool);Pip;Podman;Webpack;Yarn
Amazon Web Services (AWS);Gradle;Kubernetes;Maven (build tool);Pip;Podman;Webpack;Yarn
sbt NA
Yes
Express;NestJS;Next.js;Node.js;React;Spring Boot
Express;NestJS;Next.js;Node.js;React;Spring Boot
Express;NestJS;Next.js;Node.js;React;Spring Boot
Akka NA
Yes
Eclipse;IntelliJ IDEA;Visual Studio Code
Eclipse;IntelliJ IDEA;Visual Studio Code
Eclipse;IntelliJ IDEA;Visual Studio Code
NA NA
Large Language Model;RAG;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG;Google Gemini;Shadcn/ui
Large Language Model;RAG;Shadcn/ui
null
null
Fedora
Fedora
GitHub;Notion
GitHub;Jira
GitHub
Shortcut Shortcut
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Videos;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;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
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
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 quick help troubleshooting
null
null
10
13,982
13,983
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
8
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Books / Physical media
4
Developer, front-end
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Inefficient or time-costly NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
0
United States of America
USD United States dollar
50,000
Yes
HTML/CSS;JavaScript;Python;SQL
HTML/CSS;JavaScript;Python;R;TypeScript
HTML/CSS;JavaScript;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;React;WordPress
Node.js;React;WordPress
Node.js;React;WordPress
NA NA
Yes
Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
MacOS
GitHub;Google Workspace;Jira;Notion;Trello
GitHub;Google Workspace;Jira;Notion
GitHub;Google Workspace;Jira;Notion
NA NA
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
Stack Overflow;YouTube
YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code
Committing and reviewing code
Project planning;Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
I haven’t encountered any problems
null
No, I use AI exclusively in copilot/autocomplete mode
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 helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
50,000
6
13,983
13,984
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
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
40
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Manufacturing
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
20
Brazil
BRL Brazilian real
360,000
Yes
Bash/Shell (all shells);C;C++;Delphi;HTML/CSS;Java;JavaScript;Ruby;SQL;TypeScript
Python
null
NA NA
Yes
Microsoft SQL Server;MySQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;Maven (build tool);npm;Vite;Webpack
Amazon Web Services (AWS);Docker;Make;Maven (build tool);npm;Vite
Amazon Web Services (AWS);Docker;Make;Maven (build tool);npm;Vite
NA NA
Yes
AngularJS;Node.js;Nuxt.js;Vue.js
Nuxt.js;Vue.js
Nuxt.js;Vue.js
NA NA
Yes
Eclipse;Visual Studio Code
Eclipse;Visual Studio Code
Eclipse;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
Windows;MacOS
GitHub;Google Workspace;Trello
GitHub;Google Workspace;Trello
GitHub;Google Workspace;Trello
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No, I've tried vibe coding a few times with mostly poor results
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
Same skills of today, plus good prompting skills and analytics skills to evaluate AI solutions
65,533
8
13,984
13,985
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
I prefer not to say
null
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)
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
13,985
13,986
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
None of the above;Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Books / Physical media
6
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Other (please specify): Transparancy and Documentation
Security or privacy concerns Ambigious EULA
Computer Systems Design and Services
null
No
I have transitioned into a new career and/or industry voluntarily
1
1
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;MATLAB;PowerShell;Python;R;SQL;TypeScript;VBA
Ada;Assembly;Bash/Shell (all shells);C;C++;COBOL;Fortran;Java;Lisp;Lua;Perl;PHP;PowerShell;Python;R;Rust;Scala;SQL;TypeScript
Bash/Shell (all shells);Java;PowerShell;Python;R;SQL;TypeScript
YAML, XML, DAX YAML, XML, DAX, Julia, Actionscript, ABAP
Yes
Cassandra;Microsoft SQL Server;MySQL;Neo4J;SQLite
BigQuery;Cassandra;Elasticsearch;InfluxDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
Cassandra;Microsoft SQL Server;MySQL;SQLite
SAP SAP
Yes
APT;Chocolatey;Cloudflare;Docker;Make;Ninja;npm;pnpm;Poetry
Ansible;APT;Gradle;Heroku;Kubernetes;Ninja;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Terraform;Webpack;Yarn
APT;Ninja;pnpm;Poetry
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Notepad++;Vim;VSCodium
Jupyter Notebook/JupyterLab;Notepad++
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Fedora
Windows
GitLab
GitLab;Markdown File;Obsidian
GitLab
Microsoft Teams NA
Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube
Hacker News;GitHub (public projects, not private repos);YouTube
Hacker News;GitHub (public projects, not private repos);YouTube
Scoureforge, OpenCVE, Wikipedia, Microsoft Learn NA
No
null
null
null
NA NA
Yes
A few times per week
Less than one year
Less than once every 2 - 3 months
Chat (people);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Debugging or fixing code;Search for answers
Project planning;Testing code;Predictive analytics;Generating content or synthetic data
Creating or maintaining documentation
Documenting code
Learning about a codebase;Committing and reviewing code;Learning new concepts or technologies
Other (write in):
Yes, but mostly for tedious tasks (syntax debugging), autocompletion or script generation, I would never use AI directly to solve a complex problem or business requirement.
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
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:
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 want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Creativity, Transdisplinary collabration, cross-cultural communication, ethical conduct, strategy, critical thinking
null
null
13,986
13,987
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
2
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Books / Physical media
No, I didn't spend time learning in the past year
null
10
Support engineer or analyst
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Computer Systems Design and Services
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
13,987
13,988
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
Developer, back-end
null
null
null
null
Work
Customizable and manageable codebase NA
Ethical concerns NA
null
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
15
20
France
EUR European Euro
null
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Ansible;Composer;Docker;Kubernetes;Make;npm;Pacman;Pip;Poetry;Webpack;Yarn
Make;npm;Pacman;Pip
Make;npm;Pacman;Pip
NA NA
Yes
Angular;Django;Express;Flask;jQuery;Node.js;Vue.js;WordPress
Angular;Deno;Django;Express;Flask;jQuery;Node.js
Angular;Django;Express;Flask;jQuery;Node.js
NA NA
Yes
Notepad++;Vim;Visual Studio Code
Notepad++;Vim;Visual Studio Code
Notepad++;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Arch
Ubuntu
Confluence;Jira
GitHub;GitLab;Jira
Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
null
Other (write in): Fun
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Nope
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 helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
Other (please specify):
null
null
8
13,988
13,989
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.)
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
14
Developer, front-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits Flexible working location
No
I have transitioned into a new career and/or industry voluntarily
null
null
United States of America
USD United States dollar
300,000
Yes
HTML/CSS;JavaScript;TypeScript
Rust;TypeScript
TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
React
React
React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
MacOS
Azure Devops;GitHub;Markdown File;Miro
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
Microsoft Loop NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
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
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Committing and reviewing code
Project planning;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Testing code
Generating content or synthetic data
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
300,000
5
13,989
13,990
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
Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
4
Developer, full-stack
I don’t know
Individual contributor
Remote
No
Work
Reliability and low latency NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Peru
PEN Peruvian sol
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
I don't use AI or AI-enabled tools
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
13,990
13,991
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
40
Engineering manager
500 to 999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Fintech
Recognition from leadership for your work NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
null
Israel
ILS Israeli new shekel
576,000
Yes
JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
Dynamodb;MongoDB;MySQL;PostgreSQL;Snowflake;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;npm;Pip
Google Cloud
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL)
null
Confluence;GitHub;Jira;Miro;Notion;Stack Overflow for Teams
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not at all
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;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code
Deployment and monitoring
Project planning;Predictive analytics
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
Yes
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
Language processing;MCP servers
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have 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.
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
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity;Amazon Codewhisperer
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
Complex design and architecture, new concepts inception
169,426
7
13,991
13,992
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
5
Developer, front-end
null
null
null
null
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
10
Italy
EUR European Euro
null
Yes
Assembly;C;C#;C++;Dart;HTML/CSS;JavaScript;PHP;Python;SQL
C#;Dart;Go;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;Python;Rust;Swift;TypeScript
C#;Dart;HTML/CSS;JavaScript;Python
NA NA
Yes
Microsoft Access;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;React;WordPress
Astro;Express;Node.js;React;Svelte;Vue.js
Node.js;React
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Android Studio;Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows;Android
GitHub;Miro;Notion;Trello
GitHub;Google Colab;Obsidian
GitHub
NA NA
Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Bookmark posts to look at later NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Debugging or fixing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Partially, yes, but it's mostly on personal projects/hobbies, no really professional development work
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Being able to plan, manage and coordinate bigger and more complex projects, without the coding part (more abstractly)
null
null
13,992
13,993
I am learning to code
25-34 years old
Some college/university study without earning a degree
Student
Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
3
Developer, desktop or enterprise applications
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
5
Spain
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;Java;Lua;PowerShell
Bash/Shell (all shells);C;Java
NA NA
Yes
H2;MariaDB;Microsoft SQL Server;MySQL
Dynamodb;Firebase Realtime Database;PostgreSQL;Redis;SQLite;Valkey
null
NA NA
Yes
Composer;Docker;Google Cloud;Heroku;Make;Maven (build tool);npm;Pacman;Vite;Yarn
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Google Cloud;Kubernetes;Prometheus;Splunk;Terraform
Docker;Google Cloud
NA NA
Yes
jQuery;React;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Neovim;Vim
Neovim;Vim
Neovim;Vim
NA NA
null
null
null
null
null
Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;NixOS
Windows
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Reddit;GitHub (public projects, not private repos);Twitch;Medium
GitHub (public projects, not private repos);Medium
GitHub (public projects, not private repos);Medium
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models)
Gemini (Pro Reasoning models)
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges;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
No, not at all
About half of the time
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Committing and reviewing code;Search for answers
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Generating content or synthetic data
Learning new concepts or technologies
Debugging or fixing code;Testing code
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.
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.
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
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Tabnine;Blackbox AI
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
The capability to identify problems between layers of abstracting codebases and infrastucture/network systems
null
null
13,993
13,994
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-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);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
6
Student
null
null
null
null
School
Easy-to-use API NA
Lack of or sub-par API NA
null
null
No
I have neither consider or transitioned into a new career or industry
4
4
Iran, Islamic Republic of...
IRR Iranian rial
null
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;MATLAB;Python;Rust
Bash/Shell (all shells);C;C++;HTML/CSS;MATLAB;Python;Rust
Bash/Shell (all shells);C;C++;HTML/CSS;MATLAB;Python;Rust
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
APT;Cargo;Docker;Make;Ninja;npm;Pip
APT;Cargo;Docker;Make;Ninja;npm;Pacman;Pip
APT;Cargo;Docker;Make;Ninja;npm;Pip
cmake cmake
Yes
WordPress
WordPress
WordPress
NA NA
Yes
Vim
Vim
Vim
pluma pluma
c++23;Large Language Model
c++23;Large Language Model
c++23;Large Language Model
null
null
Ubuntu;Debian;Linux (non-WSL)
Ubuntu;Debian;Linux (non-WSL)
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Use discussion or chat feature NA
Yes, somewhat
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Search for answers
null
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 new concepts or technologies
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Robotics;Cybersecurity
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
null
null
null
13,994
13,995
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Stack Overflow or Stack Exchange;Books / Physical media;School (i.e., University, College, etc)
14
Data engineer
20 to 99 employees
Individual contributor
In-person
No
School
Costs are manageable NA
Ethical concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
9
4
United States of America
USD United States dollar
50,400
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;MATLAB;PowerShell;Python;SQL;TypeScript
C#;C++;HTML/CSS;Python;Rust;TypeScript
C#;C++;HTML/CSS;Python;TypeScript
GLSL NA
Yes
MongoDB;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;Node.js;React;Spring Boot
React
React
NA NA
Yes
IntelliJ IDEA;PyCharm;Vim;Visual Studio Code
Sublime Text;Visual Studio Code
Visual Studio Code
NA NA
Large Language Model
null
null
null
null
MacOS;Ubuntu;Android;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Notion;Trello
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Kaggle
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges
Read and/or vote on comments for a Question or Answer I am interested in i come here for answers when i am stuck :3
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
not professionally at all this feels like a dougdoug video
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
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
'- debugging - ability to explain code, ai generated or not - project management
50,400
5
13,995
13,996
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
School (i.e., University, College, etc)
13
Student
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
5
7
Canada
CAD Canadian dollar
55,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;COBOL;Go;Java;Python;SQL
Bash/Shell (all shells);C;C#;C++;Java;Python;SQL
NA DynoC
Yes
MySQL;PostgreSQL;SQLite
Cassandra;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Microsoft Azure;npm;Pip;pnpm;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes;Pip;Terraform;Vercel;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Pip;Yarn
NA NA
Yes
Angular;AngularJS;Express;Node.js;React;Vue.js
Angular;ASP.NET;ASP.NET Core;Express;Flask
Angular;Express
React Native NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Rider;Vim;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Vim;WebStorm
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Vim;WebStorm
CLion NA
null
null
null
null
null
Windows;Ubuntu;Android;Linux (non-WSL)
Windows;Ubuntu
Confluence;GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Debugging or fixing 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
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;v0.dev
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
Generation of ideas
40,127
9
13,996
13,997
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
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
17
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
165,000
Yes
C;C#;Go;Groovy;HTML/CSS;Java;JavaScript;Perl;Python;SQL
null
null
Java, SQL, Javascript, Python, Perl, Go, Groovy NA
Yes
MySQL;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Docker;Homebrew;Microsoft Azure;New Relic;npm;Pip
Docker;Homebrew;Microsoft Azure;Pip
Docker;Homebrew;Microsoft Azure;Pip
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Shadcn/ui
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Fedora
MacOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
null
DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
null
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
yes, also no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
165,000
7
13,997
13,998
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)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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;Blogs or podcasts;Stack Overflow or Stack Exchange
9
DevOps engineer or professional
500 to 999 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Security or privacy concerns NA
Healthcare
Collaboration and support from a team NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
130,000
Yes
Bash/Shell (all shells);Elixir;Go;Groovy;HTML/CSS;JavaScript;PowerShell;Python;TypeScript
Rust
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Digital Ocean;Docker;Homebrew;Microsoft Azure;New Relic;npm;NuGet;Pip;Terraform;Yarn
Ansible;Kubernetes;Make;Prometheus;Splunk
null
NA NA
Yes
Django;Flask;jQuery
Angular;AngularJS;Node.js;React
null
NA NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code
null
null
NA NA
Large Language Model
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
MacOS;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Bluesky;YouTube;Twitch;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Coding challenges
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
AI solutions that are almost right, but not quite
I would never use vibe coding for production implementations in a professional setting. All input is sanitized, all output is 50-100 lines, and all output is reviewed before implementation.
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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Architecture/integration, and soft-skills.
130,000
3
13,998
13,999
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.);Attending school (part-time)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
9
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Availability of better alternatives NA
Fintech
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
14
3
United States of America
USD United States dollar
114,000
Yes
Bash/Shell (all shells);C#;Groovy;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Go;Rust
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL;Redis;Snowflake
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Homebrew;Kubernetes;Make;npm;NuGet;Pip;pnpm;Poetry;Terraform;Webpack
null
null
NA NA
Yes
Django;FastAPI;Next.js;Node.js;React;Vue.js;WordPress
null
null
NA NA
Yes
Cursor;PyCharm;Rider;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL)
null
Airtable;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);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
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Search for answers
Deployment and monitoring
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No, not at all, never
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
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 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 learn best practices;When I have ethical or security concerns about code
Understanding business goals, how legacy code is integrated into existing solutions, explaining solutions to non-technical people and integrating stakeholder requirements, contextualizing data and technical information, continuing to find bugs and fix things because I don't think AI will ever be completely proficient at that without help.
114,000
6
13,999
14,000
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
8
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;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;Colleague or on-the-job training;Blogs or podcasts
9
Developer, back-end
null
null
null
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Fintech
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Poland
USD United States dollar
180,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Deployment and monitoring
null
Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Rarely, and for small quick fixes
Yes, I use AI agents at work daily
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
180,000
9