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14,800
14,801
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Games or coding challenges
20
Developer, AI apps or physical AI
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Ethical concerns 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
100
5
Sweden
SEK Swedish krona
624,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Litestar Litestar
No
null
null
null
NA NA
Large Language Model;Pydantic
null
null
litestar, pyscript
null
Android;Fedora
Ubuntu;Linux (non-WSL)
GitHub;Google Workspace;Markdown File;Trello
GitHub;Google Workspace;Markdown File;Trello
GitHub;Google Workspace;Markdown File;Trello
Slack NA
Stack Exchange;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
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
null
65,409
9
14,801
14,802
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
None of the above
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
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)
27
Cloud infrastructure engineer
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Computer Systems Design and Services
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
50
null
United States of America
USD United States dollar
245,000
Yes
Bash/Shell (all shells);Python;Ruby;SQL;TypeScript
Ada;Bash/Shell (all shells);Go;Kotlin;OCaml;Rust;SQL
Bash/Shell (all shells);SQL
terraform terraform
Yes
PostgreSQL;Redis;Amazon Redshift
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Google Cloud;Make;New Relic;npm;Pip;Poetry;Terraform;Yarn
Amazon Web Services (AWS);APT;Docker;Kubernetes;Make;New Relic;Terraform
Amazon Web Services (AWS);APT;Docker;Make;New Relic;Terraform
uv uv
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Vim;Visual Studio Code
IntelliJ IDEA;Vim
IntelliJ IDEA;Vim
NA NA
Large Language Model;uv
Large Language Model;RAG;Ollama;uv
Large Language Model;uv
null
null
Ubuntu
Ubuntu;Debian;Linux (non-WSL)
Azure Devops;GitHub;Google Workspace;Jira;Markdown File
GitHub;Google Workspace;Markdown File
GitHub;Google Workspace;Markdown File
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
Alibaba Cloud Qwen models;Amazon Titan models;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;Reka (Flash 3 or other Reka models);X Grok models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
null
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
Search for answers
AI solutions that are almost right, but not quite;Other (write in):
for simple things, all the time. For complicated things, it doesn't really work.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
bullshit detection
245,000
7
14,802
14,803
I am a developer by profession
18-24 years old
null
I prefer not to say
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,803
14,804
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.)
21
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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);Stack Overflow or Stack Exchange;Coding Bootcamp
28
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Banking/Financial Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
80,000
Yes
C#;JavaScript;SQL;TypeScript
C#;SQL;TypeScript
C#;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure
null
null
NA NA
Yes
Angular;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;VSCodium
Notepad++;Visual Studio;VSCodium
Notepad++;Visual Studio;VSCodium
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;iOS;Linux (non-WSL);iPadOS
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
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
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
thinking and context
92,812
7
14,804
14,805
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
18
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)
23
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)
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Government
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
2
Brazil
BRL Brazilian real
300,000
Yes
Java;JavaScript;Kotlin;Python;SQL;TypeScript
Dart;Elixir;Go;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
Java;JavaScript;Kotlin;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;InfluxDB;PostgreSQL;Redis;Valkey
Cassandra;DuckDB;Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite;Valkey
Elasticsearch;PostgreSQL;Redis;Valkey
NA NA
Yes
Docker;Maven (build tool);npm;Pip;pnpm;Prometheus;Terraform;Yarn
Amazon Web Services (AWS);Docker;Gradle;Maven (build tool);npm;Pip;pnpm;Poetry;Prometheus;Terraform;Vite;Yarn
Docker;Maven (build tool);npm;Pip;pnpm;Prometheus;Terraform;Yarn
NA NA
Yes
Express;Flask;NestJS;Node.js;Spring Boot
Angular;Deno;Express;FastAPI;Flask;NestJS;Node.js;Spring Boot;Svelte
Express;Flask;NestJS;Node.js;Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Neovim;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
Windows
Ubuntu
GitLab;Markdown File
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code
Learning about a codebase;Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
MCP servers
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Prompt engineering, adaptability, problem solving
54,611
10
14,805
14,806
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.)
9
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
17
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Other (please specify): Closed source software
Retail and Consumer Services
Competitive pay and benefits Not being forced to use proprietary software
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
1
United States of America
USD United States dollar
125,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;PHP;Python;SQL
C;PHP;Python
C;PHP;Python
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA redict
null
Amazon Web Services (AWS);APT;Digital Ocean;Homebrew
null
null
linode, apk linode, apk
Yes
jQuery;Laravel;WordPress
Laravel
Laravel
NA NA
null
null
null
null
NA NA
Amazon Bedrock
null
null
null
null
Debian;Linux (non-WSL)
Ubuntu;Debian;Linux (non-WSL)
GitHub;Jira
GitHub
GitHub
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
null
null
Yes, somewhat
null
No, and I don't plan to
Very unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code
null
null
null
null
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
null
weak men create bad code. Bad code creates strong men. strong men create frameworks. frameworks create weak men. We'll always need people who can fix the bad code
125,000
7
14,806
14,807
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I didn't spend time learning in the past year
null
20
Project manager
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Government
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
5
Switzerland
CHF Swiss franc
80,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL
Bash/Shell (all shells);C;Go;HTML/CSS;PHP;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;PHP;SQL
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
Microsoft SQL Server;Redis
Microsoft SQL Server
NA NA
Yes
Composer;Docker
Ansible;Composer;Docker;Gradle;Kubernetes;npm;Webpack
Composer;Docker
NA NA
Yes
jQuery
Laravel
null
laminas laminas
No
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab
GitHub;GitLab;Jira;Stack Overflow for Teams
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Documenting code;Testing code;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
Not at all
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.
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
debugging
99,194
9
14,807
14,808
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.);Volunteering (regularly)
13
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 required for my job or to benefit my career
null
20
Developer, QA or test
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
null
Czech Republic
CZK Czech koruna
1,400,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;Perl;Python
null
null
NA NA
Yes
H2;IBM DB2;MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL
null
null
NA NA
Yes
Ansible;Docker;Homebrew;Maven (build tool);npm;Podman
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio;Visual Studio Code
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
MacOS;Fedora
Red Hat;Fedora
GitHub;GitLab;Jira;Markdown File;Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot 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
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
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Documenting code;Search for answers;Learning new concepts or technologies
null
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
null
AI agents have increased my productivity.
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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem;Other (please specify):
null
65,528
4
14,808
14,809
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
5
Other (please specify):
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
10
8
Bulgaria
BGN Bulgarian lev
null
Yes
C;C#;C++;HTML/CSS;Java;JavaScript;Python;SQL
C;C#;C++;HTML/CSS;JavaScript;Kotlin;Python;R;SQL;TypeScript;Visual Basic (.Net)
C;C#;C++;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Firebase Realtime Database;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
Firebase Realtime Database;PostgreSQL
Firebase Realtime Database;PostgreSQL
Room database NA
Yes
npm;NuGet
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Gradle;IBM Cloud;Maven (build tool);Microsoft Azure;npm
npm
NA NA
Yes
ASP.NET;ASP.NET Core;Next.js;Node.js
Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;Django;Express;Next.js;Node.js;React;Vue.js
ASP.NET;ASP.NET Core;Next.js;Node.js
NA NA
Yes
Android Studio;IntelliJ IDEA;PyCharm;Visual Studio;Visual Studio Code
Android Studio;Claude Code;Cursor;IntelliJ IDEA;PyCharm;Visual Studio;Visual Studio Code
Android Studio;IntelliJ IDEA;PyCharm;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23
.NET 8 or higher;c++23;Large Language Model;Google Gemini
.NET 8 or higher;c++23
null
null
Windows;Android
Windows;Android
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
Yes
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Message Boards;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Creating or maintaining documentation
null
Deployment and monitoring
Documenting code;Committing and reviewing code
Learning about a codebase;Project planning;Predictive analytics;Search for answers;Generating content or synthetic data;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, I started studying programming back in 2019 and then I mostly used StackOverflow and other similar websites, books and videos to study. Nowadays, almost 90% of this process is cut down to a single prompt. And its tailored explanations are very valuable, as usually they are quite easy to understand. The verification process is much faster as I already know what to search for. Writing code is much easier to begin with "Vibe coding" but as the project develops, I tend to rely more on my skills rather on AI's.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
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.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Basics of programming, code optimizing, security, understanding of highly complex solutions and codebases, low level programming.
null
null
14,809
14,810
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
null
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Poor usability NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
1
1
India
USD United States dollar
null
Yes
HTML/CSS;JavaScript
Go;Python;Ruby;Rust;TypeScript
null
NA NA
Yes
BigQuery;MongoDB;PostgreSQL
Firebase Realtime Database;MySQL;Oracle;Redis;Supabase
null
NA NA
No
null
null
null
NA NA
Yes
Express;Next.js;Node.js;React
AngularJS;ASP.NET;Deno;Django;Fastify;Flask;Laravel;NestJS;Ruby on Rails;Spring Boot;Svelte;Vue.js;WordPress
null
NA NA
Yes
Bolt;Cursor;Lovable.dev;Visual Studio Code
Android Studio;Bolt;Claude Code;Lovable.dev;Windsurf;Zed
Bolt;Lovable.dev
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
Windows
Windows
GitHub;Jira
GitHub
GitHub
NA NA
Discord;Reddit;X;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;X;YouTube;LinkedIn;Substack;Medium
Discord;Reddit;X;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
NA NA
Yes
Less than once per month or monthly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;Logic games/puzzles;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Writing code
null
Project planning;Deployment and monitoring
Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
its not part of my professional work but in my personal projects im definitely a vibe coder
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.
null
The cost of using certain AI agent platforms is a barrier.
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 quick help troubleshooting
Problem solving
null
8
14,810
14,811
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
No, I didn't spend time learning in the past year
null
7
Developer, full-stack
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
Good brand and public image NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
null
Brazil
BRL Brazilian real
141,700
Yes
C++;HTML/CSS;Java;Python;SQL
null
null
NA Haxe
Yes
PostgreSQL
null
null
NA NA
Yes
Docker
null
null
NA NA
Yes
Spring Boot
null
null
Primefaces NA
Yes
Eclipse;IntelliJ IDEA;Visual Studio Code
null
null
NA NA
c++23
c++23
c++23
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Ubuntu;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Notion
null
null
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
Yes
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Coding challenges;Job board
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
25,795
9
14,811
14,812
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
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week);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
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 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);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
9
Cybersecurity or InfoSec professional
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Transportation, or Supply Chain
null
No
I have somewhat considered changing my career and/or the industry I work in
1
3
Czech Republic
CZK Czech koruna
900,000
Yes
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;Rust;SQL;TypeScript;VBA
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Kotlin;Lua;MATLAB;Perl;PHP;SQL
Bash/Shell (all shells);C;HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
DuckDB;Elasticsearch;MariaDB;Microsoft Access;MySQL;PostgreSQL;Redis;SQLite
MariaDB;Microsoft Access;MySQL;PostgreSQL;SQLite
NA NA
Yes
APT;Bun;Chocolatey;Composer;Make;npm;Pip;Yarn
APT;Bun;Make;npm;Pip
APT;Bun;Make;npm;Pip
NA NA
Yes
Flask;jQuery;Node.js;React;WordPress
Blazor;Node.js;WordPress
Node.js;WordPress
Nette Nette
No
null
null
null
NA NA
Large Language Model;Ollama
Large Language Model;Google Gemini;Ollama
Large Language Model;Ollama
null
null
Android;Debian;Linux (non-WSL);iPadOS;NixOS
Windows;Android;Debian;Linux (non-WSL);iPadOS
Azure Devops;Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Obsidian;Trello;Wikis
Confluence;Doxygen;GitLab;Markdown File;Wikis
Confluence;Doxygen;GitLab;Markdown File;Wikis
Gitea Gitea
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;X;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;X;Medium;Company-sponsored forums
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;X Grok models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;X Grok models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;X Grok models
Gemma Gemma
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Search for answers
Testing code;Committing and reviewing code;Deployment and monitoring
Project planning;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No.
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
Deep codebase understanding as well as understanding the fundamentals of how computers work, as well as being able to train and tailor AI.
42,125
null
14,812
14,813
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
39
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
4
1
Canada
CAD Canadian dollar
150,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;VBA
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
yml NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
MS Analysis Services NA
Yes
Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;Terraform
Microsoft Azure
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Node.js
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Microsoft Fabric
.NET 8 or higher;Microsoft Fabric
.NET 8 or higher;Microsoft Fabric
null
null
Windows;Android
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code
Project planning
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
fine for getting started with a new technology, but to be effective you really have to be able to understand what the AI is giving you
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
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
understanding your users, what they want and how they use your software
109,438
7
14,813
14,814
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Colleague or on-the-job training
10
Developer, full-stack
null
null
null
No
Work
Costs are manageable NA
Prohibitive pricing NA
Insurance
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
7
Poland
PLN Polish zloty
224,400
Yes
C#;HTML/CSS;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL;Redis
null
null
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet;Vite
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Svelte
null
null
NA NA
Yes
Visual Studio
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4
null
null
null
null
Windows
null
Azure Devops;Confluence;Jira;Miro
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models);X Grok models
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Debugging or fixing code;Testing code;Search for answers
Learning about a codebase;Committing and reviewing code;Deployment and monitoring
Project planning;Writing code;Predictive analytics
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
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 helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
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
desire to grow own skills
61,239
6
14,814
14,815
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
4
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);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
4
DevOps engineer or professional
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
Software Development
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Sri Lanka
LKR Sri Lankan rupee
1,440,000
Yes
C;Go;HTML/CSS;JavaScript;PHP;Rust;TypeScript
Go;PHP;Rust;TypeScript
Go;PHP;Rust;TypeScript
NA NA
Yes
MariaDB;MongoDB
Cassandra;MariaDB;PostgreSQL
MariaDB
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;Prometheus;Terraform;Vercel
Ansible;Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;Prometheus;Vercel
Ansible;Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;Prometheus;Vercel
NA NA
Yes
Express;jQuery;Laravel;NestJS;Next.js;Node.js;React;Vue.js;WordPress
Laravel;Next.js;React
Laravel;Next.js;React
NA NA
Yes
Bolt;Cursor;Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Shadcn/ui
Large Language Model;Google Gemini;Shadcn/ui
Large Language Model;Google Gemini;Shadcn/ui
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows Subsystem for Linux (WSL);Debian
Clickup;GitHub;Google Workspace;Linear;Markdown File;Obsidian
GitHub;Google Workspace;Markdown File;Obsidian
GitHub;Google Workspace;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Twitch;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);Mistral AI models;openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 3 and 5 years
Less than once per month or monthly
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly distrust
Good, but not great at handling complex tasks
Documenting code
Writing code;Committing and reviewing code;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Deployment and monitoring;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
no its not and in the future i'm not planning to vibe code.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I need help fixing complex or unfamiliar code
design decisions in code
4,796
4
14,815
14,816
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 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);School (i.e., University, College, etc)
5
Student
5,000 to 9,999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
null
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
8
4
Portugal
EUR European Euro
41,000
Yes
C;C++;Dart;HTML/CSS;JavaScript;PHP;TypeScript
C;COBOL;JavaScript;TypeScript
C;JavaScript;TypeScript
NA NA
Yes
SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;GitLab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
null
null
null
NA NA
null
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
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
null
47,566
null
14,816
14,817
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
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
24
Cybersecurity or InfoSec professional
20 to 99 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Iceland
ISK Icelandic krona
null
Yes
Bash/Shell (all shells);Go;Perl;Python;SQL
Rust
null
NA NA
Yes
Elasticsearch;MariaDB
Clickhouse;Valkey
null
NA NA
Yes
Docker;Kubernetes;Make;Poetry
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
emacs NA
Pydantic;uv
null
null
null
null
Ubuntu
null
GitHub
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating 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
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or 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
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
null
null
8
14,817
14,818
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week)
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
45
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Ethical concerns NA
Fintech
Job stability and career growth with a single employer NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
9
5
Netherlands
EUR European Euro
null
Yes
Assembly;C;C++;Delphi;Go;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
C#;C++;Delphi;JavaScript;Python;SQL;TypeScript
C++;Delphi;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;MySQL;SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
Pydantic;Google Gemini;Delphi 12+ Athens
Pydantic;Google Gemini;Delphi 12+ Athens
Pydantic;Google Gemini;Delphi 12+ Athens
null
null
Windows
Windows
Confluence;GitHub;Jira;Markdown File;Trello;Wikis
Confluence;GitHub;GitLab;Jira;Markdown File;Trello;Wikis
Confluence;GitHub;Jira;Markdown File;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
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
A few times per month or weekly
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
null
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Documenting code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Predictive analytics
Writing code;Testing code;Deployment and monitoring
Debugging or fixing code
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence;Cybersecurity
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
null
null
9
14,818
14,819
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
9
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Retail and Consumer Services
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
175,000
Yes
Elixir;Erlang;Lua;SQL
Rust;Gleam
null
NA NA
Yes
BigQuery;PostgreSQL;Redis;Cockroachdb
Supabase
null
NA NA
Yes
Cargo;Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Prometheus;Terraform;Yarn
Supabase
null
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Claude Code;Visual Studio Code
Cursor;Zed
null
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
MacOS;Debian
MacOS;Debian
Confluence;GitHub;Google Workspace;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Medium
null
null
NA NA
null
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;X Grok models
Anthropic: Claude Sonnet;X Grok models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Predictive analytics;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring
Generating content or synthetic data
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
MCP servers
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 improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
GitHub MCP Server
null
null
null
null
null
Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Leaning more heavily on AI tools as they become more accurate and iterate more quickly.
175,000
null
14,819
14,820
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
No, I didn't spend time learning in the past year
null
10
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
148,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Kotlin;PowerShell;Python
Go;Java;MATLAB;Rust
null
NA NA
No
null
null
null
NA NA
Yes
Digital Ocean;Docker;Gradle;Make;Ninja;Pip
null
null
CMake NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Large Language Model
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Red Hat
GitHub;GitLab
Jira
null
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Coding challenges;Logic games/puzzles;Job board
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
Vibe coding is absolutely not part of my workflow. The only time I use AI is when generating short snippets of a specific thing I'd like to do.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Architecting full systems that are written in a way that is understandable.
148,000
7
14,820
14,821
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
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 for my personal curiosity and/or hobbies
null
15
Project manager
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Banking/Financial Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
12
4
France
EUR European Euro
55,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
Bash/Shell (all shells);Java;SQL;TypeScript
Bash/Shell (all shells);Java;SQL;TypeScript
NA NA
Yes
H2;Oracle
MongoDB;Oracle
Oracle
NA NA
No
null
null
null
NA NA
Yes
Angular;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
null
Eclipse;IntelliJ IDEA;WebStorm
Eclipse;IntelliJ IDEA;WebStorm
Eclipse;IntelliJ IDEA;WebStorm
NA NA
null
null
null
null
null
Windows;MacOS;Android
Windows
Confluence;GitLab;Jira
Confluence;GitLab;Jira
Confluence;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Substack;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Coding challenges;Chat (bot/AI)
Upvote/Downvote Q&A posts 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
null
null
null
null
null
null
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
architecture, code optimisation, clean code
63,808
null
14,821
14,822
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)
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
10
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Other:
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
2
0
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
45,000
Yes
Bash/Shell (all shells);Erlang;SQL;Visual Basic (.Net)
null
null
NA NA
Yes
Microsoft SQL Server
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 Subsystem for Linux (WSL);iOS
Windows;Ubuntu;Red Hat
Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit
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
null
Ask a question NA
No, not really
About half of the time
No, and I don't plan to
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
null
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
hopefully
61,264
5
14,822
14,823
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Games or coding challenges
20
Cybersecurity or InfoSec professional
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
8
Canada
CAD Canadian dollar
550,000
Yes
Java;JavaScript
Java;JavaScript
Java;JavaScript
NA NA
No
null
null
null
NA NA
Yes
Docker
Ansible;Docker;Kubernetes;Terraform
Docker
NA NA
Yes
Spring Boot;Vue.js
React;Spring Boot;Vue.js
Spring Boot;Vue.js
Quarkus NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;MacOS;Ubuntu;Linux (non-WSL)
Markdown File;Wikis
Lucid (includes Lucidchart);Markdown File;Wikis
Markdown File;Wikis
mkdocs NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;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
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
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Search for answers
Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
Yes a complement.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Cybersecurity
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
ServiceNow
null
null
GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Architecture and software design. Coding is one thing but building coherent solution is something else.
401,271
10
14,823
14,824
I used to be a developer by profession, but no longer am
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
Books / Physical media;Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Books / Physical media;School (i.e., University, College, etc)
4
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
14,824
14,825
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
6
Student
null
null
null
null
Personal Project
Reputation for quality NA
Lack of or sub-par API NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
2
8
New Zealand
NZD New Zealand dollar
null
Yes
Bash/Shell (all shells);C#;C++;GDScript;Go;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;Rust;SQL;TypeScript;VBA;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);C;C#;F#;GDScript;OCaml;Rust;TypeScript;Zig
Bash/Shell (all shells);C#;GDScript;Rust;TypeScript
kakoune, nix, fish, svelte kakoune, nix, fish, svelte, haskell
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Digital Ocean;Docker;Gradle;Make;Netlify;npm;NuGet;Pacman;Pip;Poetry;Vercel;Vite
Bun;Cargo;Digital Ocean;Docker;Firebase;Ninja;Pacman;pnpm;Vite
Bun;Cargo;Digital Ocean;Docker;Pacman;Vite
NA NA
Yes
Express;Node.js;React;Svelte
Svelte;Vue.js
Svelte
solidjs NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Neovim;PyCharm;Vim;Visual Studio;Visual Studio Code;VSCodium
Aider;Claude Code;IntelliJ IDEA;Neovim;Vim;Visual Studio Code;VSCodium
Claude Code;IntelliJ IDEA;Neovim;Vim;Visual Studio Code;VSCodium
helix, kakoune helix, kakoune
Google Gemini;Ollama;LangGraph
.NET 8 or higher;Polars;visionOS
null
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch;NixOS
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Google Colab;Markdown File;Wikis
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Markdown File;Wikis
codeberg codeberg, gitea
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;Substack
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;Substack
matrix, irc matrix, irc
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models;X Grok models
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);Mistral AI models
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
Chat (people);Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase
Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
interpersonal communication
null
null
14,825
14,826
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
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;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);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
8
Developer, full-stack
500 to 999 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Poor usability NA
Software Development
Developing specialized expertise NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
20
Yes
Bash/Shell (all shells);C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Docker;npm;Vercel;Vite;Webpack
npm;pnpm;Vercel;Vite
npm;Vercel;Vite
NA NA
Yes
Angular;Express;jQuery;NestJS;Node.js;React
Angular;Express;NestJS;Next.js;Node.js;React;Vue.js
Angular;Express;NestJS;Node.js;React
NA NA
Yes
Cursor;Visual Studio
Cursor;Visual Studio
Cursor;Visual Studio
NA NA
null
null
null
null
null
Windows;MacOS;iOS
Windows;Ubuntu
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
More than half 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;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
null
Project planning;Committing and reviewing code
Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation
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 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.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot
null
When I want to compare different solutions;When I have ethical or security concerns about code
Debugging, use of code or implementation order
null
6
14,826
14,827
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Not employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange;Other (please specify):
34
Developer, back-end
null
null
null
null
Personal Project
Connected to an open-source project NA
Poor usability NA
null
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
1
3
Ukraine
USD United States dollar
10,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);C++;Go;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
MySQL
MySQL;PostgreSQL;SQLite
MySQL
NA NA
Yes
Composer;Digital Ocean;Docker;Pip
Docker;Ninja;Pip
Docker;Pip
NA NA
Yes
Laravel
Deno;Django;FastAPI;Flask;React
null
My own, based on built-in python http.server.SimpleHTTPRequestHandler My own, based on built-in python http.server.SimpleHTTPRequestHandler
Yes
PhpStorm;PyCharm
IntelliJ IDEA;PyCharm;WebStorm
PyCharm
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;Jira;Miro
GitHub
GitHub
slack NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
jetbrains full line completion jetbrains full line completion
Yes
A few times per week
Between 3 and 5 years
A few times per week
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging or fixing code
Writing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Other (write in):
Somewhat yes, mostly short pieces of code only
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
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 increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;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
When I don’t trust AI’s answers;When I want to learn best practices;Other (please specify):
analytical thinking, critical thinking, ability to read the code, ability to describe the problem for AI, any non-AI lookup skills
10,000
5
14,827
14,828
I am learning to code
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
4
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
1
Student
Just me - I am a freelancer, sole proprietor, etc.
People manager
Remote
No
School
Reliability and low latency NA
Lack of AI or AI agents NA
Transportation, or Supply Chain
null
No
I have strongly considered changing my career and/or the industry I work in
11
1
Kenya
KES Kenyan shilling
null
Yes
C;C#;C++;F#;HTML/CSS;Java;JavaScript;Python;Scala;SQL;Swift;TypeScript
Ada;Assembly;Bash/Shell (all shells);COBOL;Dart;Delphi;Elixir;Erlang;GDScript;Go;Groovy;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;R;Ruby;Rust;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
null
NA NA
Yes
BigQuery;Datomic;MySQL
Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Large Language Model;Amazon Bedrock;Microsoft Fabric;Google Gemini
Tailwind CSS 4;Polars;RAG
null
null
null
Windows;iOS
MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Asana
null
null
NA NA
Stack Overflow;Reddit;Slack (public channels, not work);YouTube;LinkedIn
Stack Exchange
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Less than one year
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Bookmark posts to look at later NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
null
null
null
null
null
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Business process automation;IT operations;Data and analytics;Robotics;Cybersecurity
Language processing;Vector databases for AI applications;Integration with external agents and APIs
null
null
null
null
null
null
null
null
null
null
Fireproof;LanceDB;Letta;Neo4j;GitHub MCP Server
null
AutoGen (Microsoft);IBM watsonx.ai;Llama Index;Amazon Bedrock Agents;LangGraph;Haystack
null
Galileo
null
ChatGPT;Claude Code;GitHub Copilot;AgentGPT;Auto-GPT;Amazon Codewhisperer
null
When I want to learn best practices
CODING
null
null
14,828
14,829
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
17
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
null
null
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
6
null
Germany
EUR European Euro
59,000
Yes
Bash/Shell (all shells);C#;C++;Java;PowerShell
Bash/Shell (all shells);C#;C++;Java;PowerShell
Bash/Shell (all shells);C#;C++;Java;PowerShell
D 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
.NET 8 or higher
.NET 8 or higher;c++23
.NET 8 or higher
null
null
Windows
Windows
Confluence;Jira
null
null
NA NA
Stack Overflow;X;YouTube
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Bad at handling complex tasks
null
null
null
null
null
Debugging AI-generated code is more time-consuming
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
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
null
68,449
6
14,829
14,830
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.)
Not employed
Attending school (part-time);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);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
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);Blogs or podcasts;Books / Physical media
5
Student
I don’t know
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,830
14,831
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (part-time)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, back-end
100 to 499 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Retail and Consumer Services
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
10
null
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;PHP;SQL
Go
Go
NA NA
Yes
MariaDB;MySQL
null
null
NA NA
Yes
Composer;Docker;Homebrew;Make
Docker;Homebrew
Docker;Homebrew
NA NA
Yes
jQuery;Symfony
null
null
NA NA
Yes
PhpStorm;Vim;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;Ubuntu
Confluence;GitLab;Jira
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);LinkedIn;Medium
LinkedIn;Medium
LinkedIn;Medium
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
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
I don’t think I’ll need help from people anymore
Prioritize
null
8
14,831
14,832
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
9
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
13
3
United States of America
USD United States dollar
104,000
Yes
Bash/Shell (all shells);Python;SQL
Go;Kotlin;Python;SQL
Python;SQL
NA NA
Yes
MySQL;Snowflake
DuckDB;MySQL;Snowflake
MySQL;Snowflake
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Nano;Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code
Nano;Notepad++;PyCharm;Vim;Visual Studio Code
Nano;Notepad++;PyCharm;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Red Hat
Confluence;GitLab;Jira;Markdown File
GitLab;Markdown File
GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
null
null
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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
Developing complex custom solutions for specific business problems.
104,000
8
14,832
14,833
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Attending school (part-time)
25
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
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);Stack Overflow or Stack Exchange;Other (please specify):
40
Developer, mobile
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Opportunities to mentor and lead junior-level coworkers NA
No
I have strongly considered changing my career and/or the industry I work in
5
4
Italy
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;Kotlin;Perl
Bash/Shell (all shells);C;COBOL;HTML/CSS;Kotlin;Lisp;Perl;Prolog;Rust
Bash/Shell (all shells);HTML/CSS;Kotlin;Perl
NA Smalltalk
Yes
MySQL
MySQL
MySQL
NA NA
Yes
Docker;Gradle;Make;Maven (build tool);npm;Pacman
Cargo;Docker;Gradle;Kubernetes;Make;Pacman
Docker;Gradle;Make;Pacman
NA NA
Yes
AngularJS;Node.js;React
AngularJS;Node.js;React
AngularJS;Node.js;React
NA NA
No
null
null
null
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Android;Arch
Ubuntu;Android
GitHub;GitLab;Lucid (includes Lucidchart);Obsidian
GitHub;GitLab;Jira;Lucid (includes Lucidchart)
GitHub;GitLab;Lucid (includes Lucidchart)
Bitbucket NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;X;YouTube;LinkedIn
NA NA
Yes
X Grok models
X Grok models
X Grok models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
Testing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No, it is not,
No, and I don't 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
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Formal logic, team playing.
null
10
14,833
14,834
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
10
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Customizable and manageable codebase NA
null
Software Development
Innovation through solving challenging and complex problems NA
No
I have strongly considered changing my career and/or the industry I work in
4
null
Austria
EUR European Euro
46
Yes
Groovy;JavaScript;Kotlin
Kotlin
Kotlin
NA haskell
Yes
PostgreSQL
PostgreSQL
PostgreSQL
neo4j neo4j
Yes
Docker;Gradle
Docker;Ninja
Docker
NA NA
Yes
Svelte
Svelte
Svelte
NA NA
Yes
IntelliJ IDEA;Neovim;Vim
IntelliJ IDEA;Neovim;Vim
IntelliJ IDEA;Neovim;Vim
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
GitLab;Jira
GitLab;Jira
GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Coding challenges;Logic games/puzzles
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Highly trust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring
null
null
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
being able to judge what is high quality and what is not
53
5
14,834
14,835
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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);Colleague or on-the-job training
12
Other (please specify):
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Prohibitive pricing NA
Other:
You like your manager NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
6
Estonia
EUR European Euro
null
Yes
C++;OCaml;Prolog;Rust
null
null
Rocq/Coq Rocq/Coq
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Neovim;VSCodium
Cursor;Neovim;VSCodium
Cursor;Neovim;VSCodium
Emacs Emacs
null
null
null
null
null
NixOS
NixOS
GitLab
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Discord;Reddit;Hacker News;YouTube
Discord;Reddit;Hacker News;YouTube
NA NA
No
null
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
Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Data and analytics
null
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 increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
8
14,835
14,836
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Other (please specify):
Employed
Caring for dependents (children, elderly, etc.);None of the above;Volunteering (regularly);Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours);Attending school (full-time);Attending school (part-time);Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,836
14,837
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
26
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Other:
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Delphi;Go;HTML/CSS;JavaScript;Lua;Perl;PHP;Python;Rust;SQL;VBA
C++;Go;HTML/CSS;JavaScript;Lua;Python;SQL
C++;Go;HTML/CSS;JavaScript;Lua;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
MariaDB;PostgreSQL
MariaDB;PostgreSQL
NA NA
Yes
Docker;Make;npm;Pacman;Pip
Docker;Make;Pacman;Pip
Docker;Make;Pacman;Pip
CMake CMake
Yes
Django;FastAPI;jQuery
Angular;AngularJS;Django;jQuery
Django;jQuery
NA NA
Yes
Eclipse;Neovim;Notepad++;Sublime Text;Vim;Visual Studio Code
Eclipse;Neovim;Notepad++;Sublime Text;Vim
Eclipse;Neovim;Notepad++;Sublime Text;Vim
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
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
Browse content related to Q&A posts I recently viewed NA
No, not at all
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
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
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Primarily the skill to abstract a customer-given task/requirement into the space of computable problems.
null
10
14,837
14,838
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
Colleague or on-the-job training
20
Developer, front-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Developing specialized expertise NA
Yes
I have somewhat considered changing my career and/or the industry I work in
2
1
United States of America
USD United States dollar
180,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Lisp;Lua;Perl;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Digital Ocean;Docker;npm;Vite;Yarn
Bun;Docker;npm;pnpm;Vite
Docker;npm;Vite
NA NA
Yes
Next.js;Node.js;React
Deno;Node.js;React;Svelte
Node.js;React
NA NA
Yes
Neovim;Vim;Visual Studio Code;Zed
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Testing code;Committing and reviewing code
null
null
I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I want to fully understand something
null
180,000
9
14,838
14,839
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
4
Student
null
null
null
null
Personal Project
Reputation for quality NA
Availability of better alternatives NA
null
Control over the level of quality in projects NA
Yes
I have neither consider or transitioned into a new career or industry
null
7
Kenya
KES Kenyan shilling
null
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;Java;JavaScript;PHP;Python;TypeScript
Bash/Shell (all shells);Dart;Go;Java;Kotlin;Lua;R;Ruby;Rust;Visual Basic (.Net)
Bash/Shell (all shells);Java
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;Snowflake;SQLite
MariaDB;Microsoft SQL Server;MongoDB;MySQL
NA NA
Yes
APT;Docker;npm;Pip;Vercel
Amazon Web Services (AWS);APT;Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Kubernetes;npm;Pip;Vercel
APT;Docker;npm;Pip;Vercel
NA NA
Yes
Django;Express;Next.js;Node.js;React
Angular;AngularJS;ASP.NET;ASP.NET Core;Django;Express;Next.js;Node.js;React;Spring Boot
Django;Express;Next.js;Node.js;React
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Vim;Visual Studio Code;VSCodium
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
NA NA
Tailwind CSS 4
null
null
null
null
Linux (non-WSL)
null
GitHub;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian
Lucid (includes Lucidchart);Markdown File;Obsidian
Lucid (includes Lucidchart);Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;X;Kaggle;YouTube
Stack Exchange;Discord;Dev.to;Hacker News;X;Kaggle;YouTube
Stack Exchange;Discord;Dev.to;X;Kaggle;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models)
DeepSeek (R- Reasoning 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;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Project planning;Debugging or fixing code;Learning new concepts or technologies
null
Learning about a codebase;Writing code;Testing code;Deployment and monitoring;Predictive analytics
null
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
I don’t use AI tools regularly
Never .. and 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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Back-End integration with Front-End, troubleshooting, GameDevelopment, Cybersecurity,
null
6
14,839
14,840
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
1
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);Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
5
Developer, mobile
null
null
null
null
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
13
10
Indonesia
IDR Indonesian rupiah
null
Yes
Dart;Kotlin;Python
Go;JavaScript;Swift
null
NA NA
Yes
MongoDB;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Firebase;Gradle;Vercel
null
null
NA NA
Yes
Express;Node.js
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
GitHub;Google Colab;Trello
null
null
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
A few times per week
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Testing code;Learning new concepts or technologies
Learning about a codebase;Writing code;Committing and reviewing code
Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;I haven’t encountered any problems
Yup sometimes i just write how in general the code, and implemented on my project
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Data and analytics
Multi-platform search enablement
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Creativity, personalization,
null
7
14,840
14,841
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;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
15
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Good brand and public image NA
Outdated or obsolete technology or features NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Slovenia
EUR European Euro
35,000
Yes
C;C#;C++;Java;Kotlin
C#;Kotlin
C#;Kotlin
NA NA
Yes
MariaDB
MariaDB;MongoDB;PostgreSQL
MariaDB
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Vue.js
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Ask a question NA
No, not really
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers
Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Committing and reviewing code;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not at all, I write all my code myself
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
Planning software architecture, data modelling, collecting user requirements
40,605
8
14,841
14,842
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
11
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
3
null
Pakistan
PKR Pakistani rupee
6,800,000
Yes
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;Java;JavaScript;PHP;Ruby;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL;SQLite
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;Amazon Redshift
Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Composer;Digital Ocean;Firebase;Google Cloud;npm;Yarn
Amazon Web Services (AWS);Ansible;Chocolatey;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Heroku;Kubernetes;Microsoft Azure;npm;Yarn
Amazon Web Services (AWS);Chocolatey;Composer;Digital Ocean;Firebase;Google Cloud;npm;Yarn
NA NA
Yes
Express;jQuery;Laravel;Node.js;React;Vue.js
Express;jQuery;Laravel;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Spring Boot;Symfony;Vue.js
Express;jQuery;Laravel;Node.js;React;Vue.js
NA NA
Yes
Notepad++;PhpStorm;Visual Studio Code
Notepad++;PhpStorm;Visual Studio Code
Notepad++;PhpStorm;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu;Red Hat
Asana;GitHub;Google Workspace;Jira
Asana;GitHub;Google Workspace;Jira;Stack Overflow for Teams
Asana;GitHub;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Dev.to;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code
Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No, it's not part of my professional development work.
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
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Security, Problem Solving, Logic building
23,879
7
14,842
14,843
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
7
null
Dominican Republic
DOP Dominican peso
360,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;Rust;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MySQL;PostgreSQL
PostgreSQL;Redis;Supabase
PostgreSQL
NA NA
Yes
Docker;npm;Pip
Docker;npm;Pip
Docker;npm;Pip
NA NA
Yes
Flask;Next.js;React
Astro;React;Vue.js
React
NA NA
Yes
Lovable.dev;Vim;Visual Studio Code
Lovable.dev;Visual Studio Code
Lovable.dev;Visual Studio Code
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;Ubuntu;Android;iOS
Windows;Ubuntu
GitHub
GitHub
GitHub
GitTea, Taiga, AnyType GitTea, AnyType
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models;X Grok models
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
Learning new concepts or technologies
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 helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
null
6,087
10
14,843
14,844
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
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
28
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
null
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
Spain
EUR European Euro
60,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;TypeScript
Bash/Shell (all shells);HTML/CSS;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Kubernetes;npm
Amazon Web Services (AWS);Docker;npm
Amazon Web Services (AWS);Docker;npm
NA Amazon cdk
Yes
Express;Next.js;Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
MacOS
Confluence;GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (people)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Generating content or synthetic data
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
Learning about a codebase;Debugging or fixing code;Testing code;Search for answers
AI solutions that are almost right, but not quite
Sure but the term vibe coding as defined today in Wikipedia is quite broad
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 improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have 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 am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Understanding the business problem to solve Coming up with or implementing new technologies
69,609
8
14,844
14,845
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
30
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 for my personal curiosity and/or hobbies
Books / Physical media
28
Developer, back-end
100 to 499 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Healthcare
Opportunities to mentor and lead junior-level coworkers NA
No
I have neither consider or transitioned into a new career or industry
null
null
Ukraine
USD United States dollar
null
Yes
Bash/Shell (all shells);C;Elixir;Erlang;Fortran;Groovy;Kotlin;Lisp;Lua;Perl;Python;Ruby;SQL
null
null
NA NA
Yes
Firebase Realtime Database;MariaDB;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Digital Ocean;Docker;Firebase;Gradle;Heroku;Kubernetes;Make;npm;Pacman;Pip;Webpack;Yarn
null
null
NA NA
Yes
Django;Express;jQuery;Node.js;Phoenix;Ruby on Rails;Vue.js
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Neovim
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Ubuntu;Debian;Linux (non-WSL);Arch
null
GitHub;GitLab;Jira;Markdown File
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
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
Job board
null
No, not really
null
No, but I plan to soon
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Debugging or fixing code;Learning new concepts or technologies
Testing code;Search for answers
I don’t use AI tools regularly
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
null
10
14,845
14,846
I code primarily as a hobby
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,846
14,847
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
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
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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training
10
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
15
8
France
EUR European Euro
14,400
Yes
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;PHP;Python;R;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Java;PHP;Python;SQL;VBA
Bash/Shell (all shells);HTML/CSS;Java;PHP;Python;SQL
NA Uiua
Yes
Cassandra;MongoDB;MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Chocolatey;Gradle;Homebrew;Maven (build tool);npm;Pip
Docker;Gradle;Kubernetes;Pip
Gradle;Pip
NA NA
Yes
Angular;jQuery;Node.js;React;Symfony
Angular;Django;jQuery
Angular;jQuery
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Sublime Text;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Sublime Text;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
No
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Learning about a codebase
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
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 need quick help troubleshooting
Debugging code, quickly understanding code, simplifying code.
16,706
9
14,847
14,848
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
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
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;Books / Physical media
20
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Healthcare
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Sweden
SEK Swedish krona
700,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;Lua;MATLAB;PowerShell;Python
Bash/Shell (all shells);C#;Python;Rust
Bash/Shell (all shells);C#;Python
NA NA
No
null
null
null
NA NA
Yes
Docker;Microsoft Azure;NuGet;Pip
null
null
Bazel Bazel
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows
Azure Devops;Jira
Azure Devops
Azure Devops
NA NA
Stack Overflow;Reddit;YouTube;Medium
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Debugging or fixing code;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring
Project planning;Writing code;Documenting code;Creating or maintaining documentation
Learning about a codebase;Predictive analytics;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Data and analytics
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Test and verification. We need to verify AI generated code.
73,375
9
14,848
14,849
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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
6
AI/ML engineer
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
14,849
14,850
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
13
Data engineer
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Netherlands
EUR European Euro
38,000
Yes
SQL
C#;PHP;Python;SQL;Swift;Visual Basic (.Net)
SQL
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB
Elasticsearch;Microsoft SQL Server;MongoDB
Elasticsearch;Microsoft SQL Server;MongoDB
NA NA
Yes
Microsoft Azure
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Microsoft Azure;npm;Pip
Microsoft Azure
NA NA
Yes
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
Windows
Confluence;GitHub;Jira
GitHub;GitLab
GitHub
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat trust
Very poor at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers
null
null
I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No it is not part of my development work.
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.;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 compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
data solution / debug operational issue
44,086
3
14,850
14,851
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Data engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Availability of better alternatives NA
Healthcare
null
No
I have neither consider or transitioned into a new career or industry
10
1
United States of America
USD United States dollar
68,000
Yes
HTML/CSS;Python;R;SQL
null
null
NA NA
Yes
Microsoft SQL Server;PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
RStudio NA
Large Language Model
null
null
null
null
MacOS;iOS
Windows
GitHub;GitLab;Microsoft Planner;Monday.com
null
null
NA NA
YouTube;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
Less than once every 2 - 3 months
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
Maybe
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Data and analytics
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
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.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;Other (please specify):
Planning and problem solving
68,000
null
14,851
14,852
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
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
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
15
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
9
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
42,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
null
null
NA NA
Yes
MySQL;PostgreSQL
null
null
NA NA
Yes
Composer;Docker;npm;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
Express;Next.js;Node.js;React;Symfony
null
null
NA NA
Yes
Nano;PhpStorm;Visual Studio Code
Cursor
null
NA NA
Tailwind CSS 4;Shadcn/ui
Ollama
null
null
null
Ubuntu
Ubuntu
GitHub;Google Workspace;Markdown File;Obsidian;YouTrack
null
null
NA NA
Discord;GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
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
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Testing code;Generating content or synthetic data
null
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Predictive analytics;Search for answers;Learning new concepts or technologies
Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
null
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.
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
57,179
10
14,852
14,853
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Student
null
null
null
null
School
Costs are manageable NA
Ethical concerns Unneccesary AI
null
null
No
I have neither consider or transitioned into a new career or industry
1
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
0
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;MicroPython;Python;SQL
C#;Python
C#;Python
NA NA
Yes
MySQL
null
null
NA NA
null
New Relic;NuGet;Pip
NuGet;Pip
NuGet;Pip
NA NA
No
null
null
null
NA NA
Yes
PyCharm;Visual Studio
PyCharm;Visual Studio
PyCharm;Visual Studio
Thonny NA
.NET 8 or higher;Large Language Model
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
null
null
Microsoft Copilot, Meta AI NA
No
Multiple times per day
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles
Other (write in): Find a question similar to my own in order to find an answer to my question
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;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
Debugging or fixing code
null
null
I don’t use AI tools regularly;It’s hard to understand how or why the code works
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
null
14,853
14,854
I code primarily as a hobby
65 years or older
Some college/university study without earning a degree
Retired
Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Books / Physical media
5
Architect, software or solutions
null
null
null
null
Personal Project
Good brand and public image NA
Lack of AI or AI agents Java Fx
null
null
null
null
null
3
Greece
EUR European Euro
12,000
No
null
null
null
NA NA
Yes
InfluxDB
InfluxDB
InfluxDB
NA NA
No
null
null
null
NA NA
null
Django
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Windows Subsystem for Linux (WSL)
Ubuntu
GitLab
null
null
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Videos
Answer a question NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Testing code
null
Writing code;Generating content or synthetic data
null
It’s hard to understand how or why the code works
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;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.
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 quick help troubleshooting;I don’t think I’ll need help from people anymore
foul transetion in all languits
13,922
null
14,854
14,855
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)
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);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
null
12
Developer, front-end
10,000 or more 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
Reputation for quality NA
Outdated or obsolete technology or features NA
Transportation, or Supply Chain
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
54,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Firebase;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet;Vite;Webpack;Yarn
Google Cloud;Microsoft Azure;npm;Vite;Yarn
Google Cloud;Microsoft Azure;npm;Vite;Yarn
Parceljs Parceljs
Yes
Angular;ASP.NET Core;Node.js;React
Angular;ASP.NET Core;Astro;Next.js;Node.js
Angular;ASP.NET Core;Node.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Jira
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles
null
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;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Learning about a codebase
null
null
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
73,516
7
14,855
14,856
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;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
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
null
Healthcare
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
2
null
France
EUR European Euro
41,000
Yes
Bash/Shell (all shells);C;C++;JavaScript;Python;Rust;TypeScript
C;C++;Python;Rust;TypeScript
C;C++;Python;Rust;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Flask;React
React
React
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
Windows;MacOS;iOS;Fedora
Debian;Fedora
GitHub;Markdown File;Notion
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;YouTube
Stack Overflow;Discord;Reddit;YouTube
Stack Overflow;Discord;Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot 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
null
Bookmark posts to look at later NA
No, not really
About half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Bad at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Documenting code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
work with nich technologie
47,566
8
14,856
14,857
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
15
Product manager
10,000 or more employees
People manager
Remote
No
Personal Project
Good brand and public image NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have transitioned into a new career and/or industry voluntarily
5
4
United States of America
USD United States dollar
600,000
Yes
C#
C#
C#
NA NA
No
null
null
null
NA NA
Yes
Microsoft Azure;NuGet
NuGet
NuGet
NA NA
Yes
ASP.NET Core;jQuery
Angular;AngularJS;ASP.NET Core
ASP.NET Core
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;Jira;Markdown File;Miro;Trello
Azure Devops;Markdown File;Miro;Trello
Azure Devops;Markdown File;Miro;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
null
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code
Project planning;Deployment and monitoring
Predictive analytics
Learning about a codebase;Testing code
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Understanding good design principles as it relates to the type of product being developed and the standards the company has defined.
600,000
7
14,857
14,858
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
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
9
Architect, software or solutions
Less than 20 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Customizable and manageable codebase NA
Inefficient or time-costly NA
Manufacturing
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
4
3
France
EUR European Euro
35,000
Yes
C#;PowerShell;SQL
C#;SQL
C#;SQL
NA NA
Yes
PostgreSQL;SQLite
MariaDB;MongoDB;PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Docker;Gradle;Make;Maven (build tool);MSBuild;npm;NuGet
Docker;Make;MSBuild;NuGet
Docker;Make;MSBuild;NuGet
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Odoo;Large Language Model
.NET 8 or higher;Large Language Model
null
null
Windows
Windows
Notion
Notion
Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
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
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code
null
Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite
Generating small applications and exemple data that are useful to test the main app but will never be deployed. Ex: small TCP servers
No, and I don't 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.
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 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
Global architectures, user documentation, privacy-sensitive work, actual knowledge of the technology used
40,605
8
14,858
14,859
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Not employed
None of the above
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
14
Developer, full-stack
null
null
null
null
Personal Project
Reliability and low latency NA
Inefficient or time-costly NA
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Tunisia
TND Tunisian dinar
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 5 and 10 years
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Debugging or fixing code
Testing code;Committing and reviewing code;Creating or maintaining documentation
null
I haven’t encountered any problems
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Other (please specify):
null
null
null
14,859
14,860
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Stack Overflow or Stack Exchange
10
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Ethical concerns NA
Healthcare
Job stability and career growth with a single employer NA
No
I have transitioned into a new career and/or industry involuntarily
2
3
Ukraine
USD United States dollar
85,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;SQL;TypeScript
C#;Go;Rust
null
Apex NA
Yes
MongoDB;PostgreSQL;Redis;Cockroachdb
BigQuery;Cassandra;Elasticsearch;Valkey
null
NA NA
Yes
Datadog;Digital Ocean;Docker;Google Cloud;npm;pnpm;Yarn
Amazon Web Services (AWS);Kubernetes;Terraform;Vite
null
NA NA
Yes
Fastify;NestJS;Next.js;Node.js
Angular;Nuxt.js;Spring Boot;Vue.js
null
NA NA
Yes
Cursor;IntelliJ IDEA
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android;iOS
MacOS
GitHub;GitLab;Jira;Linear;Markdown File
Obsidian
null
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;Twitch
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models;X Grok models
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Bookmark posts to look at later NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Writing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Documenting code;Generating content or synthetic data
null
null
Not even close
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence
Agent/multi-agent orchestration;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
AI agents have helped me automate repetitive tasks.;Write in the most significant benefit if not listed above.
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
Sentry
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
85,000
3
14,860
14,861
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-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);Blogs or podcasts
3
Data engineer
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Prohibitive pricing NA
Other:
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
4
India
INR Indian rupee
null
Yes
Python
Python
Python
NA NA
Yes
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS)
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Cursor;PyCharm;Visual Studio Code
null
null
NA NA
Pydantic;Ollama
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
null
GitHub;GitLab;Google Colab
GitHub;GitLab;Google Colab
GitHub;GitLab;Google Colab
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Perplexity Sonar 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
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
null
Good, but not great at handling complex tasks
Project planning;Writing code;Search for answers
Deployment and monitoring;Generating content or synthetic data
Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Documenting code;Testing code;Learning new concepts or technologies
Debugging or fixing code
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
null
6
14,861
14,862
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
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
Colleague or on-the-job training
27
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
15
null
France
EUR European Euro
68,000
Yes
Bash/Shell (all shells);C;C++;Python
null
null
NA NA
No
null
null
null
NA NA
Yes
APT;Make;MSBuild;Ninja
null
null
NA NA
No
null
null
null
NA NA
Yes
Nano;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
Confluence;Google Workspace;Jira
null
null
NA NA
Stack Overflow
null
null
NA NA
Yes
Gemini (Pro Reasoning 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
null
null
null
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Documenting code;Creating or maintaining documentation
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Search for answers;Generating content or synthetic data
Writing code
null
AI solutions that are almost right, but not quite
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have 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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions
null
78,890
7
14,862
14,863
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)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Developer, full-stack
Less than 20 employees
null
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Good brand and public image NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
6
6
Kenya
KES Kenyan shilling
1,020,000
Yes
Bash/Shell (all shells);Dart;HTML/CSS;Java;JavaScript;PHP;Rust;SQL;TypeScript
Go
null
NA NA
Yes
Cloud Firestore;Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;Supabase
null
null
NA NA
Yes
Cargo;Chocolatey;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Microsoft Azure;Netlify;Supabase;Vercel;Yarn
Bun;Kubernetes;Prometheus;Terraform
null
NA NA
Yes
Fastify;Next.js;React
Blazor;Vue.js
null
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Neovim;RustRover;Vim
null
NA NA
null
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
MacOS
Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Slack (public channels, not work);YouTube;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models)
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
null
Comment on Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Testing code;Predictive analytics
null
Generating content or synthetic data
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Language processing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I 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
Debuging and innovation
7,895
7
14,863
14,864
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
School
Good brand and public image NA
Availability of better alternatives NA
Software Development
Working with new technologies and tools NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
3
3
Poland
PLN Polish zloty
82,800
Yes
Bash/Shell (all shells);C#;Java;Python;TypeScript
Bash/Shell (all shells);C#;Go;TypeScript
Bash/Shell (all shells);C#;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;Redis;SQLite
Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;Redis;SQLite
Microsoft SQL Server;Redis;SQLite
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet
Chocolatey;Cloudflare;Docker;Kubernetes;Microsoft Azure;npm;NuGet
Docker;Microsoft Azure;npm;NuGet
NA NA
null
Angular;ASP.NET;ASP.NET Core;Blazor;FastAPI;Ruby on Rails;Spring Boot
Angular;ASP.NET;ASP.NET Core;Blazor
Angular;ASP.NET;ASP.NET Core;Blazor
NA NA
null
IntelliJ IDEA;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Google Gemini
.NET 8 or higher;Tailwind CSS 4;Google Gemini
.NET 8 or higher;Google Gemini
null
null
Windows;Android
Windows
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
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
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
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;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
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Predictive analytics
Testing code;Deployment and monitoring
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
No, I wouldn't take responsibility for code generated by LLM. They are mostly unable to generate anything sensible for a project as big as I work on.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I 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 quick help troubleshooting
Responsibility, caution, attention to best practices, communication skills
22,596
8
14,864
14,865
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
null
25
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types);Books / Physical media
29
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Media & Advertising Services
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
10
4
United States of America
USD United States dollar
200,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;Python;Ruby;SQL;TypeScript
Elixir;Python;Ruby;SQL;TypeScript
Python;Ruby;SQL;TypeScript
ActionScript3 NA
Yes
MariaDB;MySQL;Redis;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MySQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Datadog;Docker;Pip;Webpack;Yarn
Amazon Web Services (AWS);APT;Datadog;Docker;Pip
Amazon Web Services (AWS);APT;Datadog;Docker;Pip
NA NA
Yes
Django;jQuery;Ruby on Rails
Django;Ruby on Rails
Django;Ruby on Rails
NA NA
Yes
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio Code
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab
NA NA
null
null
null
null
null
MacOS
MacOS;Debian
GitHub;Google Workspace;Jira;Notion
GitHub;Google Workspace;Linear;Notion
GitHub;Google Workspace;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Hacker News;X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Hacker News;X;Kaggle;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
null
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;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great 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
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
null
200,000
5
14,865
14,866
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
10
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);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
13
Other (please specify):
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Healthcare
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
6
5
Netherlands
EUR European Euro
62,000
Yes
Bash/Shell (all shells);MATLAB;PowerShell;Python;R
PowerShell;Python;R
PowerShell;Python;R
NA Julia
No
null
null
null
NA NA
Yes
Chocolatey;Docker;Pip;Prometheus
Chocolatey;Docker
Chocolatey;Docker
NA NA
Yes
Flask
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
RStudio NA
null
null
null
null
null
Windows;iOS
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Markdown File;Obsidian;Wikis
GitHub;GitLab;Jira;Markdown File;Obsidian;Wikis
GitHub;GitLab;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Comment on Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
I have to look at work from collegues who have used AI for coding related problems.
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.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
71,929
8
14,866
14,867
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
Other online resources (e.g. standard search, forum, online community);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
25
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Media & Advertising Services
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
14,867
14,868
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
27
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
38
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
2
null
Poland
PLN Polish zloty
201,000
Yes
Bash/Shell (all shells);Java;SQL;TypeScript
Assembly;C;C++;Go;Kotlin
null
NA NA
Yes
Microsoft SQL Server;MongoDB;Oracle
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
Microsoft SQL Server;MongoDB
NA NA
Yes
Docker;Google Cloud;Kubernetes;Maven (build tool);npm;Podman
Amazon Web Services (AWS);Ansible;Cloudflare;Google Cloud;Gradle;Kubernetes;Make;Maven (build tool);Microsoft Azure;Terraform
Google Cloud;Kubernetes;Maven (build tool)
NA NA
Yes
Angular;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA
Android Studio;Eclipse;IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA
NA NA
null
null
null
null
null
Windows;Android
Windows;Ubuntu
Confluence;GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Daily or almost daily
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;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
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
All
54,853
7
14,868
14,869
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other (please specify):
12
DevOps engineer or professional
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Inefficient or time-costly NA
Transportation, or Supply Chain
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
5
5
Bulgaria
BGN Bulgarian lev
70,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;Kotlin;PowerShell;Python;SQL
Rust;Swift;Zig
null
NA NA
Yes
Cassandra;Elasticsearch;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Ansible;APT;Cargo;Composer;Docker;Gradle;Kubernetes;Make;Maven (build tool);Microsoft Azure;npm;Pip;Prometheus
null
null
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Cursor;Neovim;Vim;Windsurf
null
null
NA NA
Large Language Model;Google Gemini;Shadcn/ui;Ollama;uv
null
null
null
null
Ubuntu
null
Jira;Markdown File;Obsidian
null
null
NA NA
Discord;Reddit;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
null
null
NA NA
No
Less than once every 2 - 3 months
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles;Chat (bot/AI)
Answer a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
null
null
Writing code;Committing and reviewing code
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
If im not in the mood that day to do anything sure.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations
MCP servers
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time 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
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
Redis;ChromaDB;Pinecone
null
Ollama;LangChain
null
Grafana + Prometheus;Wiz
null
ChatGPT;Claude Code;Google Gemini
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Debugging
41,515
8
14,869
14,870
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (less than 10 hours per week)
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, front-end
I don’t know
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
Outdated or obsolete technology or features 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
14,870
14,871
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
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);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Other (please specify):
I don’t know
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,871
14,872
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Videos (not associated with specific online course or certification);Colleague or on-the-job training
13
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
6
5
United States of America
USD United States dollar
145,000
Yes
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL;Redis;Clickhouse
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Homebrew;npm;Pip;Yarn
null
null
NA NA
Yes
Node.js;Vue.js
Django
null
Phoenix LiveView NA
Yes
Claude Code;Cursor;Sublime Text;Visual Studio Code;Zed
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub
null
null
Basecamp NA
Stack Overflow;Discord;Reddit;Bluesky;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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
Being able to read, understand, and troubleshoot code.
145,000
10
14,872
14,873
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
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
AI CodeGen tools or AI-enabled apps
25
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Good brand and public image NA
Poor usability NA
Software Development
Recognition from leadership for your work NA
Yes
I have neither consider or transitioned into a new career or industry
10
null
Ireland
EUR European Euro
125,000
Yes
C#;HTML/CSS;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Cosmos DB;Microsoft SQL Server
null
null
NA NA
Yes
Microsoft Azure;NuGet;Terraform
null
null
Bicep NA
Yes
ASP.NET Core;Blazor;React
null
null
NA NA
Yes
Notepad++;Sublime Text;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
Azure Devops;GitHub
null
null
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn;Company-sponsored forums
null
null
NA NA
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models)
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
Ask a question NA
No, not really
Rarely, almost never
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;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning
null
Learning about a codebase;Debugging or fixing code;Testing code;Search for answers
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
The cost of using certain AI agent platforms is a barrier.
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.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot
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
Making apps secure
145,018
8
14,873
14,874
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Books / Physical media
16
Data engineer
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Transportation, or Supply Chain
Recognition from peers for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
20
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
3,456,789
Yes
Python;SQL;VBA;Visual Basic (.Net)
null
null
NA NA
Yes
Databricks SQL;DuckDB;Microsoft Access;Microsoft SQL Server;MySQL;Snowflake;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Heroku;Homebrew;Microsoft Azure
null
null
NA NA
null
FastAPI;Flask
null
null
NA NA
null
Cline and/or Roo
null
null
NA NA
null
null
null
null
null
Windows
null
Azure Devops;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
null
null
NA NA
null
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
null
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming
no.
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.;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.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
null
null
null
When I have ethical or security concerns about code
yes
4,706,124
6
14,874
14,875
I code primarily as a hobby
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,875
14,876
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
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
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)
8
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Fintech
Recognition from peers for your work NA
No
I have strongly considered changing my career and/or the industry I work in
4
4
Venezuela, Bolivarian Republic of...
USD United States dollar
33,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
Go;Kotlin;Python
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;MongoDB;MySQL;Redis
Elasticsearch;PostgreSQL;Supabase
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Firebase;Google Cloud;npm;pnpm
Ansible;Bun;Cloudflare;Podman;Supabase
null
NA NA
Yes
Angular;Express;NestJS;Next.js;Node.js;Symfony
Astro;Fastify
null
NA NA
Yes
Android Studio;Bolt;Cursor;Visual Studio Code;Windsurf;Xcode
Zed
null
NA NA
Tailwind CSS 4;Amazon Bedrock;Google Gemini
Large Language Model;Ollama
null
null
null
MacOS;Ubuntu;Android
MacOS;Ubuntu;Android
GitHub;Trello
null
null
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models)
Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);X Grok models
Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning
Writing code;Debugging or fixing code;Committing and reviewing code
Documenting code;Generating content or synthetic data
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Data and analytics;Customer service support
MCP servers;Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have accelerated my learning about new technologies or codebases.
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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
Redis;supabase
null
IBM watsonx.ai;Llama Index;Amazon Bedrock Agents
null
Snyk
null
GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Bolt.new;Amazon Codewhisperer;Lovable.dev
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
self taught
33,000
7
14,876
14,877
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
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
Architect, software or solutions
500 to 999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Availability of better alternatives 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
10
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
88,000
Yes
Go;HTML/CSS;TypeScript
C#;HTML/CSS;TypeScript
HTML/CSS;TypeScript
Flutter NA
Yes
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
Elasticsearch;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;npm;Terraform
Amazon Web Services (AWS);Docker;npm;Terraform
NA NA
Yes
Fastify;Next.js;Node.js;React
ASP.NET;ASP.NET Core;Fastify;Next.js;Node.js;React
Fastify;Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
GitHub;Jira;Lucid (includes Lucidchart);Miro;Wikis
GitHub;Wikis
GitHub;Wikis
NA NA
Reddit
Discord;Reddit
Reddit
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Coding challenges;Chat (bot/AI)
Ask a question NA
No, not really
Rarely, almost never
No, but I plan to soon
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Predictive analytics;Generating content or synthetic data
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
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
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 need help fixing complex or unfamiliar code;Other (please specify):
Architecture, code structure, domain modeling, large scale refactorings.
119,805
3
14,877
14,878
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;Coding Bootcamp
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, front-end
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,878
14,879
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
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
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)
35
Developer, desktop or enterprise applications
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Manufacturing
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
4
2
United States of America
USD United States dollar
110,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Java;JavaScript;Perl;SQL
Assembly;Bash/Shell (all shells);C;C++;Java;JavaScript;Perl;SQL
Assembly;Bash/Shell (all shells);C;C++;Java;JavaScript;Perl;SQL
NA NA
Yes
Oracle;PostgreSQL
Oracle;PostgreSQL
Oracle;PostgreSQL
NA NA
Yes
Docker;Kubernetes;Maven (build tool)
Docker;Kubernetes;Maven (build tool)
Docker;Kubernetes;Maven (build tool)
NA NA
Yes
Angular;React;Spring Boot
Angular;React;Spring Boot
Angular;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;Sublime Text;Vim
IntelliJ IDEA;Notepad++;Sublime Text;Vim
IntelliJ IDEA;Notepad++;Sublime Text;Vim
NA NA
null
null
null
null
null
Debian;Pop!_OS
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, is throwing spaghetti at a wall cooking ?
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Data and analytics
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
Grafana + Prometheus
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Deep understanding what the code does
110,000
8
14,879
14,880
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.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
20
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API 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
3
2
Canada
CAD Canadian dollar
120,000
Yes
C#;C++;Delphi;HTML/CSS;JavaScript;Python;R;SQL;VBA
C#;SQL
C#;SQL
NA NA
Yes
Microsoft Access;Microsoft SQL Server;SQLite
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Blazor;React
Blazor
Blazor
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;GitHub;Stack Overflow for Teams
Azure Devops;Stack Overflow for Teams
Azure Devops;Stack Overflow for Teams
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Videos
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 monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Engineering skills. Striking the right balance between various factors when making decisions about code changes. Planning and understanding how decisions can affect future development.
87,550
6
14,880
14,881
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
9
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
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
14,881
14,882
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
4
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
4
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Expert mentors NA
No
I have somewhat considered changing my career and/or the industry I work in
10
6
Netherlands
EUR European Euro
45,000
Yes
Bash/Shell (all shells);C#;Lua;Ruby;SQL
Bash/Shell (all shells);Elixir;Lua;Ruby;Gleam
Bash/Shell (all shells);Lua;Ruby
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MySQL;Redis
PostgreSQL
null
NA NA
Yes
Chocolatey;Digital Ocean;Docker;Homebrew;Kubernetes;Microsoft Azure;npm;NuGet;Pacman;pnpm;Webpack;Yarn
Docker;Homebrew;Kubernetes
Docker;Homebrew;Kubernetes
Pulumi NA
Yes
ASP.NET Core;Astro;React;Ruby on Rails
Phoenix;Ruby on Rails
Ruby on Rails
NA NA
Yes
Neovim;Rider;Vim;Visual Studio Code;Xcode
Cursor;Neovim;Vim
Neovim;Vim
Rubymine Rubymine
null
null
null
null
null
Windows;MacOS
MacOS
Azure Devops;Confluence;GitHub;Jira
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Less than once every 2 - 3 months
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
About half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Project planning;Predictive analytics;Generating content or synthetic data
Writing code;Debugging or fixing code
null
Documenting code;Search for answers;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
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.
null
AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Communication
52,207
null
14,882
14,883
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
9
Developer, mobile
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
7
3
Turkey
TRY Turkish lira
600,000
Yes
HTML/CSS;Java;Kotlin;SQL;Swift
HTML/CSS;Java;Kotlin;SQL;Swift
HTML/CSS;Java;Kotlin;SQL;Swift
NA NA
Yes
MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Google Cloud
Amazon Web Services (AWS);Google Cloud
Amazon Web Services (AWS);Google Cloud
NA NA
Yes
jQuery;Laravel
jQuery;Laravel
jQuery;Laravel
NA NA
Yes
Cursor;Xcode
Cursor;Xcode
Cursor;Xcode
NA NA
null
null
null
null
null
Windows;Android;iOS;iPadOS
MacOS;Android;iOS;iPadOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;X;YouTube;Medium
Stack Overflow;Stack Exchange;X;YouTube;Medium
Stack Overflow;Stack Exchange;X;YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
Generating content or synthetic data
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
Little bit, not at all
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Customer service support
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.
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.
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;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 need help fixing complex or unfamiliar code
Developers are the reason why AI tools exist in the first place, so their presence and continued work is their most valuable asset.
15,149
8
14,883
14,884
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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;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);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
6
Developer, desktop or enterprise applications
100 to 499 employees
null
In-person
No
School
Easy-to-use API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
8
5
France
EUR European Euro
31,680
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL;Visual Basic (.Net)
C;C#;C++;Python;Visual Basic (.Net)
C#;C++;Python;Visual Basic (.Net)
NA NA
Yes
InfluxDB;MongoDB;MySQL;Oracle;SQLite
null
null
NA NA
Yes
Docker;Maven (build tool);Ninja
Ninja
Ninja
NA NA
Yes
Angular;ASP.NET Core;Blazor;Spring Boot
ASP.NET Core
ASP.NET Core
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio;Visual Studio Code;VSCodium;Xcode
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows
GitHub;GitLab;Google Colab;Jira;Miro;Trello
GitHub;GitLab;Google Colab
GitHub;GitLab;Google Colab
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube
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
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code
Project planning;Committing and reviewing code;Predictive analytics
Testing code;Deployment and monitoring;Generating content or synthetic data
null
Documenting 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
try to avoid
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have helped me automate repetitive tasks.;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.;AI agents have improved collaboration within my team.
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
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
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
understand the code, the core of the language and not listen stupidly to the AI
36,753
9
14,884
14,885
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
7
Developer, back-end
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
14
5
Jordan
JOD Jordanian dinar
18,300
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
F#;Kotlin;Rust
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Supabase;Cockroachdb;Valkey
null
NA NA
Yes
Docker;Microsoft Azure;NuGet
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core;Blazor
ASP.NET;ASP.NET Core;Blazor
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
Rider;Visual Studio Code
Rider;Visual Studio Code
NA NA
.NET 8 or higher;Ollama
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Stack Exchange;Discord
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
Between 1 and 3 years
Infrequently, less than once per year
null
Use discussion or chat feature NA
Yes, somewhat
About half of the time
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
25,811
7
14,885
14,886
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
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
10
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
75,000
Yes
C#;PowerShell
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;Linux (non-WSL)
Windows
Azure Devops;Microsoft Planner;Wikis
null
null
NA NA
YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
null
Upvote/Downvote Q&A posts NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Search for answers;Learning new concepts or technologies
Testing code
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
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
75,000
6
14,886
14,887
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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 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)
9
Developer, full-stack
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Other:
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
15
7
Austria
EUR European Euro
43,000
Yes
C#;C++;GDScript;HTML/CSS;Java;Lua;Python;R;TypeScript
C#;C++;GDScript;HTML/CSS;Kotlin;OCaml;Python;R;Rust
C#;C++;GDScript;HTML/CSS;Python;R
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Google Cloud;Gradle;Make;Maven (build tool);npm;Pip;Webpack
Chocolatey;Google Cloud;Maven (build tool);npm;Pip;Terraform
Chocolatey;Google Cloud;Maven (build tool);npm;Pip
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Next.js;Node.js;React;Spring Boot
Angular;ASP.NET;ASP.NET Core;Next.js;Node.js
Angular;ASP.NET;ASP.NET Core;Next.js;Node.js
NA NA
Yes
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;Visual Studio;Visual Studio Code;Zed
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;RustRover;Visual Studio;Visual Studio Code;Zed
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Rider;Visual Studio;Visual Studio Code;Zed
NA NA
.NET 8 or higher;c++23
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitLab;Jira;Markdown File
GitLab;Obsidian
GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in Nothing bellow this is relevant
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Highly distrust
Bad at handling complex tasks
Documenting code;Generating content or synthetic data
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Testing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Vibe coding is difficult in my particular case as everything is highly integrated and the current LLMS Copilot, etc. Don't fully grasp what is dependent in what way. Leading it to create code that simply doesn't work.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Understanding
49,886
6
14,887
14,888
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
18
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Working with new technologies and tools NA
Yes
I have strongly considered changing my career and/or the industry I work in
15
8
Mexico
MXN Mexican peso
1,300,000
Yes
JavaScript;PHP;Python;SQL;TypeScript
Go;Java;Python;SQL;TypeScript
Python;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;PostgreSQL;Redis;SQLite
Cloud Firestore;Dynamodb;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Cockroachdb;Amazon Redshift
MariaDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Docker;Firebase;Google Cloud;Homebrew;npm;Pip;Vercel;Yarn
Amazon Web Services (AWS);Ansible;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;New Relic;npm;Pip;pnpm;Poetry;Prometheus;Vercel;Webpack;Yarn
Docker;Firebase;Google Cloud;Homebrew;npm;Pip;Vercel;Yarn
NA NA
Yes
Express;FastAPI;Laravel;Node.js
Deno;Express;NestJS;Next.js;Node.js;React;Spring Boot
Express;Node.js
NA NA
Yes
Cursor;IntelliJ IDEA;Nano;Neovim;PhpStorm;PyCharm;Visual Studio Code;WebStorm
Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;Neovim;Visual Studio Code;Windsurf
Cursor;IntelliJ IDEA;Neovim;Visual Studio Code
NA NA
Pydantic;Google Gemini
Pydantic;Google Gemini
Pydantic;Google Gemini
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
MacOS
Clickup;Coda;GitHub;Markdown File;Notion;Obsidian
Clickup;Linear;Notion
Clickup;Notion
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data
null
Committing and reviewing code;Predictive analytics
Project planning;Deployment and monitoring;Learning new concepts or technologies
Search for answers;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
Software engineering;Data and analytics
Language processing;MCP servers
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
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
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
Vertex AI
null
Sentry
null
ChatGPT;Claude Code;Google Gemini
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
they need to be able to create better prompts, integratins AI agents, creting MCP
68,431
7
14,888
14,889
I code primarily as a hobby
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Transitioning to retirement (gradually reducing work hours)
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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
15
System administrator
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
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
14,889
14,890
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)
20
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
null
Developer, game or graphics
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14,890
14,891
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)
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 required for my job or to benefit my career
Other (please specify):
17
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
1
United States of America
USD United States dollar
173,849
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL
C#;HTML/CSS;SQL
C#;HTML/CSS;SQL
NA NA
Yes
Microsoft SQL Server;MySQL
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Docker;Microsoft Azure;npm;NuGet
Amazon Web Services (AWS);Microsoft Azure;NuGet
Microsoft Azure;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;React;WordPress
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
MacOS
Windows
Azure Devops;Clickup;GitHub;Jira
Azure Devops
Azure Devops
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Reddit
Reddit
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
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 weekly
Very favorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Testing code;Deployment and monitoring;Predictive analytics
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;Data and analytics;Customer service support
Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
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.
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
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 analysis, Software design
173,849
9
14,891
14,892
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools 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)
30
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable Integration capabilities
Security or privacy concerns NA
Transportation, or Supply Chain
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
3
Spain
EUR European Euro
70,000
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
Swift
null
NA NA
Yes
Oracle;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Composer;Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Pip;pnpm;Podman;Prometheus;Vite;Yarn
Terraform
null
NA NA
Yes
Express;FastAPI;Flask;Next.js;Node.js;React;Spring Boot
Vue.js
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
Large Language Model
Amazon Bedrock;visionOS
null
null
null
Ubuntu;iOS
Ubuntu
Azure Devops;Confluence;GitHub;GitLab;Google Colab;Jira;Markdown File;Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Medium;Company-sponsored forums
Kaggle
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating 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
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
No, but I plan to soon
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Creating or maintaining documentation
Project planning;Deployment and monitoring
Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Search for answers
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
Critical thinking, software design, QA
81,210
9
14,892
14,893
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
30
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Insurance
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
15
5
Netherlands
EUR European Euro
44,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Lua;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Lua;SQL
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Lua;SQL
NA NA
Yes
Elasticsearch;H2;MySQL
Elasticsearch;PostgreSQL
Elasticsearch
NA NA
Yes
Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;Vite
Docker;Kubernetes;Maven (build tool);Microsoft Azure;Vite
Docker;Kubernetes;Maven (build tool);Microsoft Azure;Vite
NA NA
Yes
Node.js;Spring Boot
Spring Boot
Spring Boot
Javaserver Faces, Vaadin GraalVM (webassembly)
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code
IntelliJ IDEA;Notepad++;Zed
IntelliJ IDEA;Notepad++
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Hashnode;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Long-form articles
Directly open a Q&A post via search, documentation or a peer hang out on meta
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
null
I don’t use AI tools regularly
If it ever would become that, I would go sell sandwiches instead.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;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 fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
All. Even if a proper AI actually comes to exist within the next 3-5 years, developers will still need to do their job properly to deal with the conveniently ignored but very much present multiple layers of foundation built with extreme legacy tools and code that requires brain power to understand, manage, maintain and improve. The world of the Jetsons is still decades away.
51,046
6
14,893
14,894
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Poor usability NA
Internet, Telecomm or Information Services
Recognition from peers for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
1
1
France
EUR European Euro
60,000
Yes
Go;Python
Go
Go
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Docker;Kubernetes;Terraform
Docker;Kubernetes;Terraform
Docker;Kubernetes;Terraform
OVHcloud OVHcloud
Yes
null
null
null
HTMX HTMX
Yes
Claude Code
Claude Code
Claude Code
Emacs Emacs
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS
MacOS
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;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
Neutral
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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.
AI agents have improved the quality of my code.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Critical thinking; knowledge of codebase & coding language.
69,609
5
14,894
14,895
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Other (please specify):
Employed
Engaged in paid work (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;Coding Bootcamp
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
8
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Fintech
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
4
Denmark
DKK Danish krone
50,000
Yes
HTML/CSS;JavaScript;PHP
TypeScript
null
NA NA
No
null
null
null
NA NA
Yes
Docker;Homebrew;npm;pnpm;Vercel;Vite;Yarn
null
null
NA NA
Yes
Node.js;Vue.js
Svelte
null
NA NA
Yes
Aider;Claude Code;Visual Studio Code;Zed
null
null
NA NA
Tailwind CSS 4
null
null
null
null
MacOS
MacOS
Asana;GitHub
null
null
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);YouTube;Substack;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI Reasoning models;Perplexity Sonar models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Generating content or synthetic data
Project planning;Documenting code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Debugging or fixing code;Testing code;Deployment and monitoring;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
sure
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
to be able to understand/read the code
7,776
null
14,895
14,896
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
14
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Blogs or podcasts
22
Developer, back-end
null
null
null
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
3
Portugal
EUR European Euro
70,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python
HTML/CSS;Java
HTML/CSS;Java
NA Clojure
Yes
Dynamodb;Elasticsearch;MariaDB;MySQL
PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Maven (build tool);npm;Pip;Prometheus;Terraform
Docker;Kubernetes;Maven (build tool);Prometheus
Docker;Kubernetes;Maven (build tool);Prometheus
NA NA
Yes
React;Spring Boot
null
null
NA Quarkus
Yes
IntelliJ IDEA;Vim;Visual Studio Code
IntelliJ IDEA;Vim;Visual Studio Code
IntelliJ IDEA;Vim;Visual Studio Code
Emacs Emacs
null
null
null
null
null
Android;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Markdown File;Miro
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
null
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
null
null
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Search for answers
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Sometimes yes, mostly when I'm starting a new project and need a quick prototype.
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.
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
When I don’t trust AI’s answers;When I have ethical or security concerns about code
Critical thinking and understanding the real business problem that needs to be solved. Often business people tell the developers the solution they want, without even knowing which problem they want solved.
81,210
4
14,896
14,897
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
12
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Recognition from leadership for your work NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
null
France
EUR European Euro
66,000
Yes
Bash/Shell (all shells);Elixir;JavaScript;Python;SQL
Elixir;Python;SQL
Elixir;Python;SQL
NA NA
Yes
PostgreSQL;Amazon Redshift
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Terraform
Amazon Web Services (AWS);Datadog;Docker;Terraform
Amazon Web Services (AWS);Datadog;Docker;Terraform
NA NA
Yes
Vue.js
null
null
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Ubuntu
GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code
Project planning;Deployment and monitoring;Predictive analytics;Search for answers
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
Yes
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
76,570
10
14,897
14,898
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
null
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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);Blogs or podcasts
27
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 NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
160,000
Yes
Bash/Shell (all shells);Elixir;HTML/CSS;JavaScript;SQL
Elixir;HTML/CSS;SQL;Zig
Elixir;HTML/CSS;SQL
NA NA
Yes
Cassandra;PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Bun;Datadog;Make;Netlify;npm;pnpm
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
Yes
Phoenix;React
Phoenix
Phoenix
NA NA
Yes
Claude Code;Vim
Claude Code;Vim
Claude Code;Vim
NA NA
Tailwind CSS 4;uv
Tailwind CSS 4
Tailwind CSS 4
null
null
Debian
Debian
Jira
null
null
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch
Discord;GitHub (public projects, not private repos);X;YouTube;Twitch
Discord;GitHub (public projects, not private repos);X;YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet
NA NA
Yes
Infrequently, less than once per year
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
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved 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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
null
217,826
9
14,898
14,899
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
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
20
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
null
No
I have transitioned into a new career and/or industry voluntarily
8
3
Austria
EUR European Euro
85,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Elasticsearch;Firebase Realtime Database;IBM DB2;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
Elasticsearch;Firebase Realtime Database;IBM DB2;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
Elasticsearch;Firebase Realtime Database;IBM DB2;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
AngularJS;FastAPI;Next.js;Node.js;React;Svelte;Vue.js
FastAPI;Node.js;React;Svelte
FastAPI;Node.js;React;Svelte
Eleventy Eleventy
Yes
Android Studio;Notepad++;Visual Studio Code;Zed
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio Code
Android Studio;Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model
Large Language Model
Large Language Model
null
null
Windows;Ubuntu;Android;Debian;Linux (non-WSL);ChromeOS
Windows;Android
Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Markdown File;Obsidian;Wikis
Asana;Confluence;GitHub;Google Colab;Google Workspace;Markdown File;Miro;Obsidian;Wikis
Confluence;GitHub;Google Colab;Google Workspace;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Long-form articles;Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Highly distrust
I don't use AI tools for complex tasks / I don't know
Generating content or synthetic data
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Documenting code
Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Nope.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;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.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Teamplayer, product expertise, architecture
98,612
null
14,899
14,900
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
25
Developer, game or graphics
10,000 or more 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
Inefficient or time-costly NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
null
null
Czech Republic
CZK Czech koruna
2,500,000
Yes
Assembly;C;C#;C++;PowerShell;R;Rust
Assembly;C;C#;C++;R
Assembly;C;C#;C++;R
Haskell NA
No
null
null
null
NA NA
Yes
Make;Microsoft Azure;MSBuild;NuGet
Make;MSBuild;NuGet
Make;MSBuild;NuGet
cmake cmake
No
null
null
null
NA NA
Yes
Eclipse;Nano;Notepad++;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23
.NET 8 or higher;c++23
.NET 8 or higher;c++23
null
null
Windows;Ubuntu
Windows
Airtable;Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Wikis
GitHub;GitLab;Wikis
GitHub;GitLab;Wikis
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
absolutely not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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
null
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
All skills that are valuable today.
117,014
10