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30,700
30,701
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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);Blogs or podcasts;Stack Overflow or Stack Exchange
13
Developer, front-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
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
30,701
30,702
I am learning to code
35-44 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Attending school (part-time)
4
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
Product manager
null
null
null
No
Personal Project
Robust and complete API NA
null
Manufacturing
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
null
Pakistan
PKR Pakistani rupee
50,000
null
Dart;JavaScript
Dart;JavaScript
Dart;JavaScript
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Android Studio
Android Studio
Android Studio
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
null
null
null
null
NA NA
Yes
null
null
A few times per month or weekly
null
Directly open a Q&A post via search, documentation or a peer NA
Not sure
Rarely, almost never
null
Unsure
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
null
Generating content or synthetic data
Writing code;Committing and reviewing code;Learning new concepts or technologies
null
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Marketing
null
null
Write in the most significant benefit if not listed above.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoS...
null
I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
GitHub MCP Server;Zep
null
AutoGen (Microsoft);IBM watsonx.ai;Haystack
null
null
null
null
null
null
null
176
null
30,702
30,703
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
29
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
5
7
Argentina
ARS Argentine peso
null
Yes
C;HTML/CSS;JavaScript;PHP;Python;SQL
Elixir;Erlang
null
EIFFEL NA
Yes
MongoDB;MySQL;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes
null
null
NA NA
Yes
Flask;jQuery;Vue.js
null
null
Ewf NA
No
null
null
null
NA NA
RAG;Google Gemini;Ollama
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;MacOS;Ubuntu;Android
GitHub;GitLab;Markdown File
Linear
null
NA NA
Slack (public channels, not work);LinkedIn
null
null
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Documenting 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
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, it doesnt work
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 spen...
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
Critical thinking
null
9
30,703
30,704
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts
15
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have strongly considered changing my career and/or the industry I work in
5
3
Australia
AUD Australian dollar
440,000
Yes
Java;Kotlin
C#;C++;GDScript;Go;HTML/CSS;Rust;TypeScript
null
NA NA
Yes
Dynamodb;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Homebrew
Homebrew
Homebrew
NA NA
Yes
Astro
Astro;Svelte
Astro
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Rider;RustRover
IntelliJ IDEA
NA NA
Large Language Model;Google Gemini
null
null
null
null
MacOS;Linux (non-WSL);Fedora
MacOS
Confluence
null
null
NA NA
Stack Overflow;Stack Exchange;Hacker News
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Microsoft Phi-4 models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Unlike Art and Writing, which are inherently a valuable use of people's time, coding is a means to an end. I'm fine with AI tools enabling everyone to make software faster or better than they could otherwise. But in their current state, AI tools suck. They don't yet have the reasoning ability to know what are good idea...
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
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
Other (please specify):
Knowing which problems to tackle.
286,041
1
30,704
30,705
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
8
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Inefficient or time-costly NA
Manufacturing
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
6
3
South Korea
KRW South Korean won
32,000,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
23,518
5
30,705
30,706
I code primarily as a hobby
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
School
null
null
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,706
30,707
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I didn't spend time learning in the past year
null
46
Architect, software or solutions
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Customizable and manageable codebase NA
Inefficient or time-costly NA
Computer Systems Design and Services
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
25
25
Australia
AUD Australian dollar
null
Yes
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
MariaDB;Microsoft SQL Server;MySQL
MariaDB;Microsoft SQL Server;MySQL
NA NA
No
null
null
null
NA NA
Yes
Symfony
Symfony
Symfony
Joomla Joomla
Yes
PhpStorm
PhpStorm
PhpStorm
NA NA
null
null
null
null
null
Windows
Windows
Clickup
Clickup
Clickup
NA NA
Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Exchange;Discord
Stack Exchange;Discord
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
null
null
null
No, but I plan to soon
Indifferent
Neither trust nor distrust
null
null
null
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
null
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Thinking and problem solving
null
null
30,707
30,708
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
28
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
31
Senior executive (C-suite, VP, etc.)
Less than 20 employees
People manager
Remote
No
Work
Reputation for quality literally anything other than AI
Security or privacy concerns AI "features" I can't disable
Internet, Telecomm or Information Services
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
United States of America
USD United States dollar
300,000
Yes
C#;C++;Go;Java;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
C#;Go;JavaScript;PowerShell;Rust;SQL;TypeScript;Zig
C#;Go;JavaScript;PowerShell;Rust;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis;SQLite;Clickhouse
Dynamodb;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA scylladb
Yes
Amazon Web Services (AWS);APT;Cargo;Chocolatey;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;npm;NuGet;Pip;pnpm;Poetry;Prometheus;Terraform;Vite;Yarn
Amazon Web Services (AWS);APT;Cargo;Digital Ocean;Docker;Homebrew;Kubernetes;Microsoft Azure;pnpm;Prometheus;Terraform;Vite
Amazon Web Services (AWS);APT;Cargo;Docker;Homebrew;Kubernetes;Microsoft Azure;pnpm;Prometheus;Terraform;Vite
opentofu NA
Yes
Angular;AngularJS;Express;jQuery;NestJS;Node.js;React
NestJS;React
NestJS;React
NA NA
Yes
Eclipse;Vim;Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
NA NA
c++23
null
null
null
null
MacOS;Ubuntu
Windows;MacOS;Ubuntu
Azure Devops;Confluence;GitHub;GitLab;Jira;Markdown File;Miro
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
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
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No, and it never will be.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
The same skills they have now: to synthesize the data from around them to provide outcomes, not outputs. AI only knows how to (poorly) answer the question it THINKS you asked, whereas humans can deduce the question meant to ask.
300,000
7
30,708
30,709
I code primarily as a hobby
25-34 years old
Primary/elementary school
Employed
Engaged in paid work (20-29 hours per week)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
4
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
30,709
30,710
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,710
30,711
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
18
Academic researcher
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,711
30,712
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);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;Videos (not associated with specific online course or certification)
6
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
School
Reputation for quality NA
null
Banking/Financial Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
23
20
Viet Nam
VND Vietnamese dong
15,000,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
null
null
NA NA
Yes
Microsoft SQL Server
Redis
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Next.js;React
null
null
NA NA
Yes
Android Studio;Claude Code;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Tailwind CSS 4;Ollama
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
null
GitHub;GitLab;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
Meta Llama (all models)
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Writing code
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
573
5
30,712
30,713
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);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
3
Data scientist
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
3
India
INR Indian rupee
900,000
Yes
Go;Python;Rust
Go;Python;Rust
Go;Python;Rust
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Terraform
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud
NA NA
Yes
FastAPI;Next.js;React
FastAPI;Next.js
FastAPI;Next.js
NA NA
No
null
null
null
NA NA
RAG;Google Gemini;LangGraph;uv
RAG;Google Gemini;LangGraph;uv
RAG;Google Gemini;LangGraph;uv
null
null
Fedora
Fedora
GitHub
GitHub
GitHub
NA NA
YouTube;LinkedIn
YouTube;LinkedIn
YouTube;LinkedIn
NA NA
Yes
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
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Documenting code
Search for answers
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
no, AI complicates a very simple task
Yes, I use AI agents at work daily
Yes, to a great extent
null
Vector databases for AI applications;MCP servers;Personalized agent creation
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Qdrant
null
LangGraph
null
Langfuse
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
problem solving, keeping things simple, understanding the core issues and solutions and how to navigate and align the AI tool itself.
10,462
8
30,713
30,714
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
null
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
20
Data scientist
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Transportation, or Supply Chain
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
10
6
United States of America
USD United States dollar
260,000
Yes
HTML/CSS;JavaScript;Python;SQL
Python
Python
GAMS GAMS
Yes
Databricks SQL;Microsoft SQL Server;PostgreSQL
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Pip
Kubernetes;Microsoft Azure;Pip;Poetry
Kubernetes;Microsoft Azure;Pip
NA NA
Yes
null
null
null
Dash,FICO Insight,C3.ai Dash, FICO Insight
Yes
Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
Visual Studio Code;Windsurf
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu
Azure Devops;GitHub;GitLab;Jira;Stack Overflow for Teams
GitHub;GitLab;Jira;Linear;Stack Overflow for Teams
GitHub;GitLab;Jira;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once per month or monthly
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data
Learning about a codebase;Documenting code;Predictive analytics;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, 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 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 reduced the time spent on specific development tasks.
null
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Translating real-world problems into a mathematical and/or data model that can then be turned into code
260,000
6
30,714
30,715
I used to be a developer by profession, but no longer am
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.);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 (l...
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);...
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
Cybersecurity or InfoSec professional
Just me - I am a freelancer, sole proprietor, etc.
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Easy-to-use API NA
Poor usability NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
United Arab Emirates
AED United Arab Emirates dirham
null
null
Ada
Ada
Ada
NA NA
null
BigQuery
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
More than 15 years, or since Stack Overflow started in 2008
Multiple times per day
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,715
30,716
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (20-29 hours per week)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
Remote
No
Work
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
30,716
30,717
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
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
12
Developer, embedded applications or devices
1,000 to 4,999 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,717
30,718
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, desktop or enterprise applications
20 to 99 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
Inefficient or time-costly 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
10
0
Canada
CAD Canadian dollar
100,000
Yes
Bash/Shell (all shells);C;C++;Fortran;HTML/CSS;Perl;PowerShell;Python;SQL
Bash/Shell (all shells);C;Python;Rust;Zig
Bash/Shell (all shells);C;Python
NA NA
No
null
null
null
NA NA
Yes
Ansible;APT;Cloudflare;Firebase;Google Cloud;Make;npm;Pacman;Pip;pnpm;Prometheus
Ansible;Cloudflare;Make;Pacman;Prometheus
Ansible;Cloudflare;Make;Pacman;Prometheus
dnf opentofu, dnf
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code;VSCodium
Neovim
Neovim
qt creator NA
null
null
null
null
c23
Fedora;NixOS
Ubuntu;Red Hat
Doxygen;GitHub;GitLab;Markdown File;Wikis
GitLab;Markdown File;Wikis
GitLab;Markdown File;Wikis
NA NA
Stack Overflow;Discord;Reddit;Hacker News;Bluesky;YouTube
Stack Overflow;Reddit;Hacker News;Bluesky;YouTube
Stack Overflow;Reddit;Hacker News;Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code;Predictive analytics
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data
null
null
I’ve become less confident in my own problem-solving;Other (write in):;It’s hard to understand how or why the code works
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have 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.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot
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
reading code. debugging. requirement gathering.
72,958
7
30,718
30,719
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Books / Physical media
30
Developer, front-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
40
20
Thailand
THB Thai baht
1,800,000
Yes
Bash/Shell (all shells);C#;Python;SQL
Bash/Shell (all shells);C#;Elixir;Python;SQL;Gleam
Bash/Shell (all shells);C#;Python;SQL
NA NA
Yes
Dynamodb;Microsoft SQL Server;MySQL
Dynamodb;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
Dynamodb;Microsoft SQL Server;MySQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;MSBuild;npm;NuGet;Pip
Amazon Web Services (AWS);Docker;Make;MSBuild;npm;NuGet;Pip
Amazon Web Services (AWS);Docker;Make;MSBuild;npm;NuGet;Pip
NA NA
Yes
ASP.NET Core;React
ASP.NET Core;React
ASP.NET Core;React
NA NA
Yes
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
Windows;Ubuntu
Windows;Ubuntu
Google Workspace;YouTrack
Google Workspace;YouTrack
Google Workspace;YouTrack
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
null
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Writing code;Generating content or synthetic data
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving Analytical and investigation problems Critical thinking
55,069
10
30,719
30,720
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
12
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)
10
DevOps engineer or professional
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
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Expert mentors NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Sri Lanka
USD United States dollar
null
Yes
C;C#;C++;JavaScript;PHP
Python;R;Ruby
null
NA NA
Yes
BigQuery;Cassandra;Cloud Firestore;DuckDB;Dynamodb;MongoDB;MySQL
Supabase;Cockroachdb;Amazon Redshift
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
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
null
5
30,720
30,721
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
None of the above
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
20
Developer, AI apps or physical AI
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
Connected to an open-source project NA
Ethical concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
4
Australia
AUD Australian dollar
100,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;Python;SQL
Bash/Shell (all shells);C#;Python;R;SQL
Bash/Shell (all shells);C#;Python;SQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Sublime Text;Vim
Android Studio;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Vim
Android Studio;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Vim
NA NA
null
null
null
null
null
Windows;Android;Fedora
Windows;Android;Debian;Fedora
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Coding challenges
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
Project planning;Documenting code;Deployment and monitoring
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Creating or maintaining documentation
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
Data and analytics
Agent/multi-agent orchestration
AI agents have accelerated my learning about new technologies or codebases.;Write in the most significant benefit if not listed above.
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 helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration withi...
null
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
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot;AgentGPT;Auto-GPT;Blackbox AI
null
When I want to compare different solutions
null
65,009
10
30,721
30,722
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);Attending school (full-time)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Stack Overflow or Stack Exchange
10
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Other (please specify): NOT OPEN SOURCE
null
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
6
3
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL
Assembly;Bash/Shell (all shells);C;C#;C++;Go;Lua;PHP;Python
Bash/Shell (all shells);C;C#;C++;Go;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Node.js;WordPress
ASP.NET;ASP.NET Core
ASP.NET;ASP.NET Core
NA NA
Yes
Nano;Vim;Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
Visual Studio Code;VSCodium
NA NA
.NET 8 or higher;Large Language Model;Google Gemini;Ollama
null
null
null
null
Android;Debian
Debian
GitHub
GitHub;GitLab
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Linux Forum, Open Software Foundation Linux Forum, Open Software Foundation
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
A few times per week
Chat (people);Coding challenges
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Very poor at handling complex tasks
Learning about a codebase;Search for answers;Generating content or synthetic data
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Learning new concepts or technologies
Writing code;Committing and reviewing code
Predictive analytics
Documenting code;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
I see people using AI to generate software source codes, and ending up seeing people better than me in coding even though I coded for more than 7 years. I am very sad about this because the joy of coding is debugging it and creating it. Since people now use AI to generate the complete code, they could not enjoy the cod...
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;IT operations;Cybersecurity
Language processing;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 accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
I think the most valuable skill is developing security tools. Since AI gives the most accurate answer to a prompt, it also involve security issues in developing secret applications such as secure communication protocols especially while using closed-source AI such as ChatGPT. I personally have experience in AI writing ...
null
8
30,722
30,723
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
30
Senior executive (C-suite, VP, etc.)
1,000 to 4,999 employees
People manager
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Easy-to-use API NA
Prohibitive pricing NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
5
8
United States of America
USD United States dollar
null
Yes
JavaScript;Perl;Python;Scala;TypeScript
Rust
null
NA NA
Yes
Dynamodb;PostgreSQL;Redis;Snowflake
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;npm;Webpack
Docker;Vite
Docker
NA NA
Yes
Node.js;React
null
null
NA NA
Yes
Cline and/or Roo;Cursor;IntelliJ IDEA;Visual Studio Code
Cline and/or Roo;Cursor;Jupyter Notebook/JupyterLab
Cline and/or Roo;Cursor
NA NA
Large Language Model;Amazon Bedrock;RAG
Ollama
null
null
null
MacOS
MacOS
GitHub;GitLab;Jira;Lucid (includes Lucidchart)
null
null
NA NA
Reddit;Bluesky;Substack;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code
null
Testing code;Committing and reviewing code;Deployment and monitoring
null
null
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
30,723
30,724
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
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
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
30,724
30,725
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Stack Overflow or Stack Exchange;Games or coding challenges
16
Data or business analyst
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
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Banking/Financial Services
null
No
I have strongly considered changing my career and/or the industry I work in
5
7
Indonesia
IDR Indonesian rupiah
null
Yes
C;C#;C++;HTML/CSS;Java;JavaScript;PHP;SQL;VBA;Visual Basic (.Net)
Python;R
null
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
.NET 8 or higher
null
null
null
Windows;Ubuntu;Android;iOS
Windows
GitHub;Google Workspace;Jira
GitHub;Google Workspace;Jira
GitHub;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
No, but I plan to soon
Very favorable
Highly trust
I don't use AI tools for complex tasks / I don't know
Project planning;Writing code;Predictive analytics;Learning new concepts or technologies
Debugging or fixing code
Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Documenting code;Testing code;Deployment and monitoring
Search for answers
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Decision intelligence
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions
Solving logic error
null
null
30,725
30,726
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts
15
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,726
30,727
I code primarily as a hobby
55-64 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
17
Developer, desktop or enterprise applications
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
Easy-to-use API NA
Poor usability NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
null
Yes
Delphi;HTML/CSS;JavaScript;PHP;SQL
Delphi;HTML/CSS;JavaScript
Delphi;HTML/CSS;JavaScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
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
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
null
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
logical thinking
null
null
30,727
30,728
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;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
35
Developer, full-stack
Less than 20 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
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
15
7
New Zealand
NZD New Zealand dollar
100,000
Yes
Bash/Shell (all shells);C++;HTML/CSS;Kotlin;SQL;TypeScript
Bash/Shell (all shells);C++;Kotlin;Python;Rust;TypeScript
Bash/Shell (all shells);C++;Kotlin;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite
Dynamodb;MySQL;Redis;SQLite;Valkey
Dynamodb;MySQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Firebase;Google Cloud;Gradle;npm;Terraform;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Firebase;Gradle;npm;Terraform;Vite
Amazon Web Services (AWS);Docker;Firebase;Gradle;npm;Terraform;Vite
NA NA
Yes
Angular;Node.js;React;Spring Boot
Angular;Node.js;React;Spring Boot
Angular;Node.js;React;Spring Boot
NA NA
Yes
Android Studio;IntelliJ IDEA;Rider;Visual Studio;WebStorm
Android Studio;IntelliJ IDEA;Rider;RustRover;WebStorm
Android Studio;IntelliJ IDEA;Rider;WebStorm
NA NA
Large Language Model;RAG;Ollama
Large Language Model;Ollama
Large Language Model;Ollama
null
null
Windows;Ubuntu;Android;Debian
Ubuntu;Android
Confluence;GitHub;Markdown File;Wikis;YouTrack
Confluence;GitHub;Markdown File;Wikis;YouTrack
Confluence;GitHub;Markdown File;Wikis;YouTrack
Slack NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Meta Llama (all models)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Search for answers
Project planning;Deployment and monitoring
Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;IT operations
null
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have 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 improved collaboration within my team.
null
null
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.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding the underlying computer science will always be valuable, no matter the tools available
60,235
8
30,728
30,729
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Attending school (part-time);Engaged in paid work (less than 10 hours per week)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Books / Physical media;School (i.e., University, College, etc)
21
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Inefficient or time-costly NA
Fintech
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
1
1
Brazil
BRL Brazilian real
35,000,000
Yes
Bash/Shell (all shells);Elixir;Go;Kotlin;Python
Rust
null
SQL NA
Yes
BigQuery;Databricks SQL;DuckDB;Dynamodb;MongoDB;PostgreSQL;Redis
MariaDB
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Pip;Poetry;Prometheus;Terraform
null
null
uv, pyenv NA
Yes
Django;FastAPI;Phoenix
null
null
NA NA
No
null
null
null
NA NA
Polars;Pydantic;Google Gemini;Ollama;uv
null
null
null
null
MacOS;Ubuntu
null
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Substack;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Use discussion or chat feature NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Other (write in):
Learning about a codebase;Documenting code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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
problem synthesis, communication, panoramic view of the problem, context understanding, breaking problem into smaller pieces
6,371,285
8
30,729
30,730
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)
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;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);Blogs or podcasts
12
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Easy-to-use API NA
Lack of AI or AI agents NA
Software Development
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
4
3
Indonesia
IDR Indonesian rupiah
50,000,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis
MariaDB;MongoDB;MySQL;PostgreSQL;Redis
MariaDB;MongoDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Google Cloud;npm;Pip;pnpm;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;npm;pnpm;Webpack
Amazon Web Services (AWS);Cloudflare;Composer;npm;pnpm;Webpack
NA NA
Yes
jQuery;Node.js;React;Vue.js;WordPress
jQuery;Node.js;React;Vue.js;WordPress
jQuery;Node.js;React;Vue.js;WordPress
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL)
Windows;MacOS;Ubuntu;Android
Clickup;GitHub;Google Colab;Trello
Clickup;GitHub;Google Colab
Clickup;GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;Discord;Reddit
Stack Overflow;Stack Exchange;Discord;Reddit
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
Sometimes, but I don't prefer coding with AI
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.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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;I don’t think I’ll ...
ALL!
3,064
6
30,730
30,731
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
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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
8
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,731
30,732
I am not primarily a developer, but I write code sometimes as part of my work/studies
Prefer not to say
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
3
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,732
30,733
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
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
15
Cybersecurity or InfoSec professional
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
6
4
United States of America
USD United States dollar
160,000
Yes
Bash/Shell (all shells);C;Go;Perl;Python;SQL
Bash/Shell (all shells);C;C++;Go;Java;JavaScript;Python;SQL
Bash/Shell (all shells);C;Go;Python;SQL
NA NA
Yes
PostgreSQL
Elasticsearch;MySQL;Neo4J;PostgreSQL
PostgreSQL
NA NA
Yes
APT;Digital Ocean;Docker;Homebrew;Make;Pip;Terraform;Yarn
APT;Digital Ocean;Docker;Homebrew;Make;Maven (build tool);Pip;Terraform;Yarn
APT;Digital Ocean;Docker;Homebrew;Make;Pip;Terraform;Yarn
NA NA
Yes
null
null
null
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;Linux (non-WSL);Red Hat
MacOS;Ubuntu;Linux (non-WSL);Red Hat
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
design, secure coding, architecture, knowledge in older technologies
160,000
7
30,733
30,734
I am a developer by profession
25-34 years old
Primary/elementary school
Employed
null
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
12
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reliability and low latency NA
Prohibitive pricing NA
Banking/Financial Services
Recognition from peers for your work NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
null
null
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL
C++;Go;Kotlin
null
NA NA
Yes
Dynamodb;H2;MySQL;Oracle;Redis
Cassandra;Cosmos DB;InfluxDB;MongoDB;PostgreSQL
null
NA NA
Yes
Amazon Web Services (AWS);Kubernetes;Maven (build tool);npm;Pacman;Webpack
Kubernetes;Podman;Prometheus;Vite
Kubernetes
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
Windows;Red Hat;Fedora
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
null
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
null
null
null
null
null
null
null
null
null
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,734
30,735
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
12
null
null
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
30,735
30,736
I used to be a developer by profession, but no longer am
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
No, I didn't spend time learning in the past year
null
30
Support engineer or analyst
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
null
Government
null
No
I have neither consider or transitioned into a new career or industry
2
null
Hong Kong (S.A.R.)
HKD Hong Kong dollar
null
Yes
JavaScript;PowerShell
JavaScript;PowerShell
JavaScript;PowerShell
NA NA
Yes
MariaDB;MySQL
MariaDB;MySQL
MariaDB;MySQL
NA NA
No
null
null
null
NA NA
Yes
Express;Node.js;React
Express;Node.js;React
Express;Node.js;React
NA NA
null
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Linux (non-WSL)
Windows;MacOS;Ubuntu;Linux (non-WSL)
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Perplexity Sonar models;X Grok models
Perplexity Sonar models;X Grok models
Perplexity Sonar models;X Grok models
Grok,Copilot Grok,Copilot
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (bot/AI)
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Predictive analytics
null
Writing code;Debugging or fixing code
Project planning;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Other (write in):
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
30,736
30,737
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
18
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
null
null
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
6
3
India
INR Indian rupee
1,200,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;Neo4J;PostgreSQL
Microsoft SQL Server;MySQL;Neo4J;PostgreSQL
Microsoft SQL Server;MySQL;Neo4J;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Pip
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
Yes
FastAPI;React
FastAPI;React
FastAPI;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model;Pydantic;RAG;LangGraph
Large Language Model;Pydantic;RAG;LangGraph;uv
Large Language Model;Pydantic;RAG;LangGraph
null
null
Windows;Android
Windows
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Use discussion or chat feature NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Creating or maintaining documentation
Project planning;Documenting code
Learning about a codebase;Deployment and monitoring
Testing code;Committing and reviewing code;Learning new concepts or technologies
Writing code;Predictive analytics;Search for answers;Generating content or synthetic data
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No, not yet and the disadvantage I see is the inability to participare in development takes the joy out of buildibg software, but if we want quick results it seems inevitable. Ita almost like reducing myself to a support personnel where AI takes role of developer.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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.;Write in the most significant challenge if not listed above:
null
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
SQL, ML, Cyber Security, Problem Solving skills, Designing software.
13,949
0
30,737
30,738
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;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
18
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
In-person
No
Work
Good brand and public image NA
null
Other:
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
null
null
China
CNY Chinese Yuan Renminbi
420,000
Yes
Bash/Shell (all shells);C;C++;Lisp;Python;Rust
Bash/Shell (all shells);Lisp;Rust
Bash/Shell (all shells);Lisp;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;VSCodium
Neovim;VSCodium
Neovim;VSCodium
emacs emacs
c++23
null
null
null
null
Windows;Arch;NixOS
Windows;Ubuntu;Arch
GitHub;Jira
null
null
NA NA
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Very poor at handling complex tasks
Writing code
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
null
Search for answers;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, to a great extent
Business process automation;Decision intelligence;Data and analytics;Marketing
null
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Programming language Technologies
58,500
7
30,738
30,739
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
3
Developer, back-end
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Good brand and public image NA
Security or privacy concerns NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
5
null
Indonesia
IDR Indonesian rupiah
150,000,000
Yes
Java
Go;JavaScript;Python;TypeScript
null
NA NA
Yes
MongoDB;PostgreSQL
Dynamodb;PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Supabase;Terraform
null
null
NA NA
Yes
Next.js;React;Spring Boot
NestJS
null
NA NA
Yes
Cursor;IntelliJ IDEA;Lovable.dev;Neovim;Vim;Visual Studio Code;Zed
Claude Code;Cursor
Cursor
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Google Workspace;Jira;Notion;Obsidian
null
null
NA NA
Stack Overflow
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);Meta Llama (all models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase
null
Deployment and monitoring
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Debugging or fixing code;Search for answers;Learning new concepts or technologies
I haven’t encountered any problems
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
null
9,192
6
30,739
30,740
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);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
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Games or coding challenges
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
4
3
Australia
AUD Australian dollar
80,000
Yes
Bash/Shell (all shells);C#;Dart;HTML/CSS;JavaScript;PowerShell;Swift;TypeScript
Bash/Shell (all shells);C#;Dart;Go;PowerShell;Rust;Swift;TypeScript
Bash/Shell (all shells);C#;Dart;PowerShell;Swift;TypeScript
NA NA
Yes
Microsoft SQL Server
PostgreSQL;Redis;SQLite
null
NA NA
Yes
Cloudflare;Homebrew;npm;Pacman;pnpm;Vite
Cargo;Cloudflare;Docker;Homebrew;Pacman;pnpm;Vite
Cloudflare;Homebrew;Pacman;pnpm;Vite
NA NA
Yes
Angular;ASP.NET Core;Svelte
ASP.NET Core;Svelte
ASP.NET Core;Svelte
NA NA
Yes
Cursor;Rider;Visual Studio Code;Zed
Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui
.NET 8 or higher;Tailwind CSS 4;Odoo;Shadcn/ui
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui
null
null
MacOS;Linux (non-WSL);Arch;Red Hat
Windows
Azure Devops;GitHub;Jira;Lucid (includes Lucidchart)
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Job board
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 monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies;Other (write in):
Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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
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
52,007
5
30,740
30,741
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
3
DevOps engineer or professional
10,000 or more 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
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
30,741
30,742
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Transitioning to retirement (gradually reducing work hours)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
40
Developer, desktop or enterprise applications
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Manufacturing
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
10
Philippines
PHP Philippine peso
null
Yes
Bash/Shell (all shells);C++;Dart;Kotlin;Python
C#;C++;Dart;Kotlin;Python;Rust
C++;Dart;Kotlin;Python
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
Windows;MacOS;Ubuntu
GitHub
GitHub
GitHub
NA NA
Reddit;GitHub (public projects, not private repos);YouTube;Medium
Reddit;GitHub (public projects, not private repos);YouTube;Medium
Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Bookmark posts to look at later I just browse for non toxic answers
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
null
Writing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
I don’t use AI tools regularly
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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.
The cost of using certain AI agent platforms is a barrier.
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 learn best practices;When I want to compare different solutions
Customer interaction, analysis
null
6
30,742
30,743
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)
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);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
20
Developer, game or graphics
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality 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
null
Yes
Ada;Bash/Shell (all shells);C#;C++;F#;Go;JavaScript;Lua;PowerShell;Python;Ruby;Rust;TypeScript
Ada;Bash/Shell (all shells);C++;Go;Lua;Python
Ada;Bash/Shell (all shells);C++;Go;Lua;Python
NA NA
null
null
null
null
NA NA
Yes
APT;Cargo;Chocolatey;Homebrew;Make;npm;NuGet;Pip;Yarn
APT;Homebrew;Pip
APT;Homebrew;Pip
FASTbuild,cmake FASTbuild
null
null
null
null
NA NA
Yes
IntelliJ IDEA;Neovim;Notepad++;RustRover;Vim;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Vim;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Vim;Visual Studio;Visual Studio Code;WebStorm
NA NA
c++23;Google Gemini;Ollama
c++23
c++23
null
null
Windows;MacOS;Debian
Windows
Doxygen;GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
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;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Predictive analytics;Search for answers
Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
null
7
30,743
30,744
I code primarily as a hobby
Prefer not to say
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above;Engaged in paid work (20-29 hours per week)
null
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
45
Data or business analyst
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
In-person
No
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
Banking/Financial Services
null
Yes
I have neither consider or transitioned into a new career or industry
2
2
Canada
CAD Canadian dollar
null
Yes
Python;R;SQL
Python;R;SQL
Python;R;SQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL)
Linux (non-WSL)
null
null
null
NA NA
Stack Overflow
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
null
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
Other (please specify):
null
null
null
30,744
30,745
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
1
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., Univer...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
2
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Security or privacy concerns NA
Transportation, or Supply Chain
Expert mentors NA
Yes
I have somewhat considered changing my career and/or the industry I work in
2
2
India
INR Indian rupee
300,000
Yes
JavaScript;Python
null
null
NA NA
Yes
Firebase Realtime Database;MongoDB;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Express;Spring Boot
Angular
null
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Ubuntu
Azure Devops
null
null
NA NA
Discord;Reddit;Dev.to;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
No, not really
About half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Learning new concepts or technologies
null
null
Deployment and monitoring;Predictive analytics
Project planning;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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 plat...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
3,487
8
30,745
30,746
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
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
Support engineer or analyst
1,000 to 4,999 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
Prohibitive pricing NA
Software Development
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
12
3
Malaysia
MYR Malaysian ringgit
24,000
Yes
C#;Dart;Go;Java;Lua;Python;Rust;Zig
C#;Go;Lua;Python;Rust;Zig
C#;Go;Lua;Python;Rust;Zig
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
APT;Bun;Cargo;Digital Ocean;Docker;Google Cloud;npm;NuGet;Pacman;Pip;Vercel;Vite;Yarn
APT;Cargo;Digital Ocean;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Pacman;Pip;Vite;Yarn
APT;Cargo;Digital Ocean;Docker;npm;NuGet;Pacman;Pip;Vite;Yarn
NA NA
Yes
ASP.NET;ASP.NET Core;Next.js;Node.js;React;Axum
ASP.NET Core;Next.js;Node.js;React;Spring Boot;Svelte;Vue.js;Axum
ASP.NET Core;Next.js;Node.js;React;Axum
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;Visual Studio
Android Studio;IntelliJ IDEA;Neovim;Rider;Zed
Android Studio;IntelliJ IDEA;Neovim
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Arch;Fedora
Windows;Windows Subsystem for Linux (WSL)
GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
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
Chat (people);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Writing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Problem solving and communication
5,655
8
30,746
30,747
I am a developer by profession
55-64 years old
null
Employed
None of the above
42
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
42
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
null
No
I have strongly considered changing my career and/or the industry I work in
75
123
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;TypeScript
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Mojo;Gleam
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;Express;Node.js;Vue.js
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
ASP.NET;Express;Node.js;Vue.js
NA NA
Yes
Notepad++;Vim;Visual Studio;Visual Studio Code
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Notepad++;Vim;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian
Windows;Android;Windows Subsystem for Linux (WSL);Debian
GitHub;Markdown File
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
Debugging AI-generated code is more time-consuming
Vibe coding is a complete and utter wank, which is appropriate since it sounds like programming for a sex toy
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
Other (please specify):
AI will never replace developers so this is a complete garbage question
null
null
30,747
30,748
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
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
30,748
30,749
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
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);Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
School
Connected to an open-source project NA
Ethical concerns NA
null
null
No
I have transitioned into a new career and/or industry voluntarily
4
4
Spain
EUR European Euro
null
Yes
Assembly;C;C++;GDScript;HTML/CSS;Java;JavaScript;PowerShell;Python;R;SQL;TypeScript
GDScript;HTML/CSS;JavaScript;Rust;TypeScript
GDScript;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
Cloudflare;Maven (build tool);npm;Pacman;pnpm;Vite
Cargo;Cloudflare;Pacman;pnpm;Vite
Cloudflare;Pacman;pnpm;Vite
NA NA
Yes
Express;Fastify;Next.js;Node.js;React
Fastify;Next.js;Node.js;React;Svelte
Fastify;Next.js;Node.js;React
NA NA
Yes
IntelliJ IDEA;Nano;Neovim;Visual Studio Code
Nano;Neovim;Visual Studio Code
Nano;Neovim;Visual Studio Code
NA NA
null
null
null
null
null
Arch
Arch
GitHub;Markdown File;Obsidian
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
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;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Search for answers
null
null
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
Not at all or minimally
null
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.
null
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.;Write in the most significant benefit if not listed above.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;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
Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
the ability to actually code
null
null
30,749
30,750
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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)
5
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
null
Computer Systems Design and Services
null
No
I have neither consider or transitioned into a new career or industry
3
3
Egypt
EGP Egyptian pound
null
No
null
null
null
NA NA
Yes
MariaDB;PostgreSQL
MariaDB;PostgreSQL
MariaDB;PostgreSQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio
Vim;Visual Studio
Vim;Visual Studio
CLION, deepseek, deepwiki CLION, deepseek, deepwiki
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
GitHub (public projects, not private repos);X
GitHub (public projects, not private repos);X
GitHub (public projects, not private repos);X
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models)
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
30,750
30,751
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
15
Data scientist
100 to 499 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
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
30,751
30,752
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,752
30,753
I am learning to code
Prefer not to say
Primary/elementary school
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, game or graphics
null
null
null
null
School
Easy-to-use API NA
Availability of better alternatives NA
null
null
I'm not sure
I have transitioned into a new career and/or industry voluntarily
50
4
United States of America
USD United States dollar
null
Yes
HTML/CSS;Java;JavaScript;MicroPython;Python
null
null
NA NA
No
null
null
null
NA NA
Yes
Google Cloud;IBM Cloud;Microsoft Azure;Ninja;Yandex Cloud
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Learning new concepts or technologies;Other (write in):
null
Debugging or fixing code
Documenting code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
it the best vibe it fun
Yes, I use AI agents at work daily
Yes, somewhat
Robotics
Multi-platform search enablement;MCP servers
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
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.;Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.
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.;Write in the most significant challenge if not listed above:
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.
ChromaDB
null
Vertex AI
null
Wiz
null
Microsoft Copilot;v0.dev
null
When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
very good
null
null
30,753
30,754
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
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
23
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Computer Systems Design and Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
3
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Dart;HTML/CSS;JavaScript;Kotlin;Python;Scala;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Dart;Go;Python;Rust;Zig;Mojo
Assembly;Bash/Shell (all shells);C;C++;Dart;Python
NA NA
Yes
Cloud Firestore;MongoDB;MySQL;PostgreSQL
Cloud Firestore;MongoDB;MySQL;PostgreSQL
Cloud Firestore;MongoDB;MySQL;PostgreSQL
NA NA
Yes
Cargo;Chocolatey;Docker;Firebase;Google Cloud;Gradle;Make;Microsoft Azure;npm;Pip;Poetry;Terraform
Cargo;Chocolatey;Docker;Firebase;Google Cloud;Gradle;Pip;Poetry;Terraform
Cargo;Chocolatey;Docker;Firebase;Google Cloud;Gradle;Pip;Poetry;Terraform
NA NA
Yes
null
null
null
Jaspr, Flutter Jaspr, Flutter
Yes
Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio Code
Claude Code;Notepad++;Vim;Visual Studio Code;Windsurf
Notepad++;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File;Microsoft Planner;Notion;Wikis
GitHub;Markdown File;Microsoft Planner;Notion;Wikis
GitHub;Markdown File;Microsoft Planner;Notion;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Long-form articles;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
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
null
null
null
AI solutions that are almost right, but not quite
Very little, only for specific parts, usually where I'm least familiar with an API or library
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
LangChain
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Auto-GPT;Tabnine;Perplexity
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
System design
null
9
30,754
30,755
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
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
16
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Security or privacy concerns NA
Government
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
2
null
Taiwan
TWD New Taiwan dollar
700,000
Yes
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;Go;PowerShell;Python;Ruby;Rust
Bash/Shell (all shells);C#;Go;PowerShell
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;SQLite
Cloud Firestore;Firebase Realtime Database;Neo4J;PostgreSQL;Redis;SQLite;Supabase
SQLite
NA NA
Yes
Cloudflare;Docker;npm
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Kubernetes;Microsoft Azure;Splunk;Supabase
Cloudflare;Docker
NA NA
Yes
ASP.NET;Express;NestJS;Next.js;Node.js;Vue.js
Angular;ASP.NET Core;Next.js;Node.js;React;Vue.js
Next.js;Node.js;Vue.js
NA NA
Yes
Claude Code;Cline and/or Roo;Sublime Text;Visual Studio;Visual Studio Code
Claude Code;Cline and/or Roo;Sublime Text;Visual Studio Code
Claude Code;Cline and/or Roo;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;iOS
Windows
Azure Devops;GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Predictive analytics
Generating content or synthetic data
Learning about a codebase;Writing code;Creating or maintaining documentation
Debugging or fixing code;Testing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Ask precise questions
23,720
4
30,755
30,756
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Engaged in paid work (less than 10 hours per week)
3
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification)
No, I didn't spend time learning in the past year
null
1
Project manager
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
AI integration or AI Agent capabilities NA
Lack of AI or AI agents NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
2
2
Nigeria
NGN Nigerian naira
10
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio
null
null
NO NO
null
null
null
FIGMA
FIGMA
Windows;ChromeOS
Windows
Asana;Google Workspace;Monday.com;Trello
null
null
NA NA
Reddit;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Less than one year
I have never participated in Q&A on Stack Overflow
Message Boards;Direct messaging of users
null
null
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
null
null
null
Creating or maintaining documentation
Learning new concepts or technologies
I haven’t encountered any problems
Yes, if "vibe coding" means building digital experiences that resonate emotionally and aesthetically with users, then it’s a valuable and creative part of professional development.
Yes, I use AI agents at work daily
Yes, to a great extent
Business process automation;Customer service support
Personalized agent creation
AI agents have reduced the time spent on specific development tasks.
null
null
Write in the most significant benefit if not listed above.
null
The cost of using certain AI agent platforms is a barrier.
Write in the most significant challenge if not listed above:
null
It takes significant time and effort to learn how to use AI agents effectively.
null
Fireproof;ChromaDB
null
Zapier
null
Honeycomb
null
ChatGPT
null
When I’m stuck and can’t explain the problem
3
null
null
30,756
30,757
I am a developer by profession
35-44 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
30,757
30,758
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
8
Developer, full-stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,758
30,759
I am learning to code
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
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
30,759
30,760
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)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
2
Developer, full-stack
null
null
null
null
Work
Other (please specify): NA
Ethical concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Nepal
INR Indian rupee
12
Yes
C;C++;HTML/CSS;JavaScript;PHP;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Rust;TypeScript
C;HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Cloud Firestore;MongoDB;PostgreSQL;Supabase
Cloud Firestore;Supabase
Cloud Firestore;Supabase
NA NA
null
Cloudflare;Docker;Firebase;npm;Supabase;Vercel;Vite;Yarn
Cloudflare;Docker;Firebase;npm;Supabase;Vercel;Vite;Yarn
Cloudflare;Docker;Firebase;npm;Supabase;Vercel;Vite;Yarn
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Bolt;Visual Studio Code;Xcode
Bolt;Visual Studio Code
Bolt;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
MacOS;Android
MacOS;Android
GitHub
GitHub
GitHub
NA NA
Discord;Reddit;YouTube
Discord;Reddit;YouTube
Discord;Reddit;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
I would say yes but I do go Hard code mode when I need to I use AI for better Productivity and Save my time.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
Multi-platform search enablement;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
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 improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
null
null
GitHub MCP Server
null
Llama Index;Zapier
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Perplexity;Bolt.new
Grok
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Problem Solving and Logic bulding
null
null
30,760
30,761
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)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
4
Data engineer
null
null
null
null
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
27
Yes
HTML/CSS;PowerShell;Python
C;C#;C++;Python;VBA
Python
SQL PySpark
Yes
Databricks SQL;MySQL;Redis;Snowflake
BigQuery;Cassandra;Elasticsearch;Amazon Redshift
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
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
30,761
30,762
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Books / Physical media;School (i.e., University, College, etc)
6
DevOps engineer or professional
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,762
30,763
I used to be a developer by profession, but no longer am
65 years or older
Associate degree (A.A., A.S., etc.)
Retired
Volunteering (regularly)
45
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);Stack Overflow or Stack Exchange
47
Retired
null
null
null
null
Personal Project
Easy-to-use API NA
Prohibitive pricing NA
null
null
null
null
null
3
United States of America
USD United States dollar
0
Yes
C#;SQL;VBA;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;SQL;Visual Basic (.Net)
C#;SQL;Visual Basic (.Net)
NA NA
Yes
MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
MICROSOFT EXCEL MICROSOFT EXCEL
Yes
NuGet
NuGet
NuGet
NA GITHUB
No
null
null
null
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows
null
null
null
null
NA NA
Stack Exchange;Reddit;YouTube
Stack Exchange;Reddit;YouTube
Stack Exchange;Reddit;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Less than one year
Less than once every 2 - 3 months
null
Answer a question NA
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Generating content or synthetic data;Creating or maintaining documentation
Testing code;Committing and reviewing code
null
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;Data and analytics
Multi-platform search enablement
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I need quick help troubleshooting
BUSINESS ANALYSIS
null
null
30,763
30,764
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Other (please specify):
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
16
Developer, embedded applications or devices
10,000 or more 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
Other (please specify): Requires network connectivity
Government
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
30,764
30,765
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
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;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
13
Engineering manager
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
15
Costa Rica
USD United States dollar
15,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Search for answers;Creating or maintaining documentation
Writing code;Testing code;Committing and reviewing code
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
15,000
8
30,765
30,766
I am learning to code
35-44 years old
Some college/university study without earning a degree
Not employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Attending school (part-time)
3
Yes, I am new to coding or currently a student
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
3
Financial analyst or engineer
null
null
null
null
Personal Project
Reliability and low latency Selfmade
Prohibitive pricing NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
20
10
United States of America
USD United States dollar
0
Yes
C++;HTML/CSS;Java;JavaScript;Zig;Mojo
Ada;Assembly;Bash/Shell (all shells);C;C#;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Gleam
null
vP26Hl51-NCB51L28-4aw5mk1 NA
Yes
Firebase Realtime Database;Microsoft Access;Microsoft SQL Server;MongoDB;Oracle;Supabase
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;H2;IBM DB2;InfluxDB;MariaDB;MySQL;Neo4J;PostgreSQL;Redis;Snowflake;SQLite;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
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
30,766
30,767
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);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
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
30,767
30,768
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)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,768
30,769
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Coding Bootcamp
7
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
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
30,769
30,770
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
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
No, I didn't spend time learning in the past year
null
4
Developer, QA or test
1,000 to 4,999 employees
Individual contributor
In-person
No
Personal Project
Customizable and manageable codebase NA
Inefficient or time-costly NA
Software Development
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Viet Nam
VND Vietnamese dong
200,000,000
Yes
JavaScript;Python;TypeScript
JavaScript;Python;TypeScript
JavaScript;Python;TypeScript
NA NA
null
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
Eclipse;IntelliJ IDEA;PyCharm;Visual Studio Code
Claude Code;Cursor;IntelliJ IDEA;Visual Studio Code;WebStorm;Windsurf
IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
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;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very poor at handling complex tasks
Learning about a codebase;Project planning;Debugging or fixing code
null
Testing code;Search for answers
Writing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
Documenting code;Predictive analytics;Creating or maintaining documentation
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
no
7,642
null
30,770
30,771
I am learning to code
25-34 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
2
Yes, I am new to coding or currently a student
Coding Bootcamp
No, I didn't spend time learning in the past year
null
2
Developer, front-end
null
null
null
null
School
Easy-to-use API NA
Lack of AI or AI agents NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
2
2
Ghana
GHS Ghanaian cedi
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Less than once per month or monthly
Less than one year
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,771
30,772
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
23
AI/ML 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
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Government
Innovation through solving challenging and complex problems NA
No
I have strongly considered changing my career and/or the industry I work in
6
6
Taiwan
TWD New Taiwan dollar
900,000
Yes
C++;Go;HTML/CSS;JavaScript;PowerShell;Python;Rust
C++;F#;Go;Python
C++;Go;Python
Haskell Haskell
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
FastAPI;Flask;React
FastAPI
FastAPI
Warp, Jin Warp, Jin
Yes
Visual Studio Code;Xcode
Visual Studio Code;Xcode
Visual Studio Code;Xcode
NA NA
Large Language Model;RAG;Google Gemini;Ollama
c++23;Large Language Model;SwiftData;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
Windows;MacOS;Ubuntu;iPadOS
MacOS;Ubuntu
GitHub;Obsidian
Obsidian
Obsidian
NA NA
Stack Overflow;Discord
Discord
Discord
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
NA NA
No
A few times per week
Between 3 and 5 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
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Debugging or fixing code;Committing and reviewing code
Testing code
null
Documenting 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;It’s hard to understand how or why the code works
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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 agen...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
The ability of debugging and judging the correctness of AI generate code
30,498
3
30,772
30,773
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
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
30,773
30,774
I am learning to code
55-64 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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
4
Student
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
School
AI integration or AI Agent capabilities NA
Prohibitive pricing NA
Higher Education
null
Yes
I have transitioned into a new career and/or industry involuntarily
2
3
Colombia
COP Colombian peso
1,600,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
391
null
30,774
30,775
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
3
Developer, front-end
Less than 20 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
4
India
INR Indian rupee
1,000,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;React
Express;Next.js;Node.js;React
Next.js;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
No
null
null
null
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
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
Neither trust nor distrust
Very well at handling complex tasks
Project planning;Learning new concepts or technologies
Testing code
null
Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation
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 spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Ollama
null
null
null
ChatGPT;Claude Code;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something
Basic reasoning, logic and communication skills
11,624
8
30,775
30,776
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
18
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;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);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Games or coding challenges;Books / Physical media
22
Academic researcher
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Higher Education
Recognition from leadership for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Pakistan
USD United States dollar
12,000
Yes
Assembly;C;C++;Go;HTML/CSS;Java;JavaScript;Lua;MATLAB;Python;Scala;SQL
Assembly;C;C++;Go;HTML/CSS;Java;JavaScript;Lua;MATLAB;Python;Scala;SQL
Assembly;C;C++;Go;HTML/CSS;Java;JavaScript;Lua;MATLAB;Python;Scala;SQL
no no
Yes
MariaDB;MongoDB;MySQL;PostgreSQL
MariaDB;MongoDB;MySQL;PostgreSQL
MariaDB;MongoDB;MySQL;PostgreSQL
GridDb GridDb
Yes
Amazon Web Services (AWS);Composer;Docker;Firebase;Google Cloud;Gradle;Maven (build tool);Microsoft Azure;Netlify;npm;Pacman;Pip;Vercel;Yarn
Amazon Web Services (AWS);Composer;Docker;Firebase;Google Cloud;Gradle;Maven (build tool);Microsoft Azure;Netlify;npm;Pacman;Pip;Vercel;Yarn
Amazon Web Services (AWS);Composer;Docker;Firebase;Google Cloud;Gradle;Maven (build tool);Microsoft Azure;Netlify;npm;Pacman;Pip;Vercel;Yarn
no no
Yes
Django;Express;Flask;Laravel;Node.js;React;WordPress
Django;Express;Flask;Laravel;React;WordPress
Django;Express;Flask;Laravel;React;WordPress
no no
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Visual Studio Code
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Visual Studio Code
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Visual Studio Code
no no
hostinger;Google Gemini
hostinger;Google Gemini
hostinger;Google Gemini
GridDb
GridDb
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;GitLab;Google Colab;Jira;Trello
Azure Devops;GitHub;GitLab;Google Colab;Jira;Trello
Azure Devops;GitHub;GitLab;Google Colab;Jira;Trello
no no
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
no no
No
null
null
null
NA NA
Yes
Multiple times per day
Less than one year
Less than once every 2 - 3 months
Message Boards;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Use discussion or chat feature NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Search for answers;Generating content or synthetic data
Learning about a codebase;Writing code;Testing code
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
No ,vibe coding is not part of my professional development work.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Cyber Security, AI and Data Science
12,000
8
30,776
30,777
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
7
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
30,777
30,778
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly)
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);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
Online Courses or Certification (includes all media types)
9
Student
null
null
null
null
Personal Project
Other (please specify): Documentation
Other (please specify): Misleading docs
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
7
3
Dominican Republic
DOP Dominican peso
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;TypeScript
Bash/Shell (all shells);Elixir;Erlang;HTML/CSS;Kotlin;Lisp;Rust;TypeScript;Zig;Mojo
Bash/Shell (all shells);HTML/CSS;Rust;TypeScript
Llamalab Automate, GLSL NA
No
null
null
null
NA NA
Yes
APT;Cargo;npm;pnpm;Vite
APT;Cargo;Vite
APT;Cargo;Vite
NA Nix
Yes
Node.js;React
Deno
null
NA NA
null
null
null
null
Helix Helix
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Android;Debian;Linux (non-WSL)
Debian;Linux (non-WSL)
GitHub;Google Workspace;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
NA Matrix
No
null
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Bookmark posts to look at later NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
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;Committing and reviewing code;Search for answers
Documenting code;Testing code;Deployment and monitoring;Creating or maintaining documentation
Project planning;Predictive analytics;Learning new concepts or technologies
Generating content or synthetic data
null
I don’t use AI tools regularly
No yet. I might consider it. But I've seen some colleagues and OSS contributors doing it
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I need help fixing complex or unfamiliar code
If AI becomes AGI, then AGI can totally replace a human brain. If it's not AGI, then, creativity, problem-solving, and rigorous logical verification, would still be valuable skills
null
null
30,778
30,779
I am a developer by profession
45-54 years old
Other (please specify):
Retired
None of the above
null
Yes, I am new to coding or currently a student
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
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
30,779
30,780
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
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
null
8
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
Security or privacy concerns NA
Retail and Consumer Services
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
New Zealand
NZD New Zealand dollar
110,000
Yes
C#;HTML/CSS;JavaScript;SQL
Go;Python;TypeScript
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Microsoft Azure
Amazon Web Services (AWS)
null
NA NA
Yes
Blazor
Node.js;React
null
NA NA
Yes
Claude Code;Cursor;Neovim;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;GitHub;Jira
null
null
NA NA
Stack Overflow;Reddit;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot 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
null
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
66,259
8
30,780
30,781
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours)
45
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
10
Developer, full-stack
null
null
null
No
Personal Project
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
5
Russian Federation
RUB Russian ruble
null
Yes
HTML/CSS;JavaScript
HTML/CSS;JavaScript
HTML/CSS;JavaScript
Google Apps Script Google Apps Script
No
null
null
null
NA NA
Yes
Google Cloud;npm
Google Cloud;npm
Google Cloud;npm
NA NA
Yes
Node.js
Node.js
Node.js
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
imagen,vertex
imagen,vertex
Windows;iPadOS
Windows;iPadOS
null
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
null
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Search for answers;Creating or maintaining documentation
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.
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’m stuck and can’t explain the problem
Thinking outside the box.
null
7
30,781
30,782
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
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
9
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
Customizable and manageable codebase NA
Ethical concerns NA
Fintech
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
New Zealand
NZD New Zealand dollar
121,000
Yes
C#;TypeScript
HTML/CSS;JavaScript
null
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS)
Digital Ocean;npm;Yarn
null
NA fly.io
Yes
ASP.NET
ASP.NET Core;Node.js;React
null
NA NA
Yes
Rider;Visual Studio Code
Rider;Visual Studio Code;WebStorm
Rider;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
Windows;MacOS
Jira;Miro;Notion;Obsidian
Jira;Miro;Obsidian
Jira;Miro;Obsidian
NA NA
Stack Overflow
Stack Overflow;Stack Exchange
Stack Overflow
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Good, but not great 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
Testing code
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
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;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
72,885
4
30,782
30,783
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
12
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
16
DevOps engineer or professional
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Media & Advertising Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
12
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
62,761
Yes
Bash/Shell (all shells);Python;TypeScript
Bash/Shell (all shells);Python
Bash/Shell (all shells);Python
NA NA
Yes
Dynamodb
Dynamodb
Dynamodb
NA NA
Yes
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker
Amazon Web Services (AWS);Docker
NA NA
Yes
Angular;Node.js
null
null
NA NA
Yes
Nano;Visual Studio Code
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu
Confluence;GitHub;Jira
Confluence;GitHub;Jira;Obsidian
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;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
Less than once every 2 - 3 months
Message Boards;Long-form articles;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
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
Learning about a codebase;Documenting code;Debugging or fixing code;Committing and reviewing code
Deployment and monitoring;Predictive analytics
Project planning;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Testing code
Search for answers
AI solutions that are almost right, but not quite
Yes for brainstorming ideas and avoiding trawling through API documentation etc
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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 ...
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
The ability to communicate on a human-to-human level with people whose jobs can't be performed by AI
85,444
2
30,783
30,784
I am a developer by profession
25-34 years old
Other (please specify):
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
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
17
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reliability and low latency NA
Poor usability NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
12
Sri Lanka
LKR Sri Lankan rupee
70,000
Yes
C;Dart;Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
Assembly;C#;C++
null
NA NA
Yes
Cloud Firestore;Elasticsearch;Firebase Realtime Database;MariaDB;MySQL;PostgreSQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Microsoft Azure;Netlify;npm;Pacman;pnpm;Vercel;Vite
null
null
NA NA
Yes
Astro;Django;Express;Flask;jQuery;Laravel;Next.js;Node.js;React;WordPress
null
null
NA NA
Yes
Android Studio;Claude Code;Cursor;Eclipse;IntelliJ IDEA;Nano;Notepad++;Sublime Text;Visual Studio;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;hostinger;Google Gemini;Shadcn/ui
null
null
null
null
Windows;Android;Fedora;Pop!_OS
Windows;Fedora
Asana;Clickup;GitHub;GitLab;Markdown File;Notion;Obsidian
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Daily or almost daily
Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts 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;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite
Not really.
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
Language processing;Personalized agent creation
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 improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;v0.dev;Cody
null
When I want to compare different solutions;When I have ethical or security concerns about code
Who develop AIs? and only strong minds will stay as it should be. now a day there are many coders are really not software engineers but call themselves SE because they got a degree.
233
5
30,784
30,785
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
30,785
30,786
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
35
Other (please specify):
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
Other:
null
No
I have transitioned into a new career and/or industry voluntarily
3
3
Australia
AUD Australian dollar
30,000
Yes
C#;C++;HTML/CSS;Java;JavaScript;PHP;SQL
null
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft Access;Redis;Supabase
null
null
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Homebrew;Supabase
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
Windows;MacOS;Debian
GitHub;Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Other (write in):
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Generating content or synthetic data
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
vibe coding is stupid adn degrades the profession
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.;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.;Write in the most significant challenge if not listed above:
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 want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
provenance: the ability to identify code that comes from humans as opposed to from ai tools.
19,503
null
30,786
30,787
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
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training
6
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
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
30,787
30,788
I am a developer by profession
25-34 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
30,788
30,789
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)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Other (please specify):
20
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Poor usability NA
Energy
Expert mentors NA
No
I have strongly considered changing my career and/or the industry I work in
5
2
Australia
AUD Australian dollar
115,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C;C#;C++;HTML/CSS;PowerShell;Prolog;Python;SQL
C#;HTML/CSS;PowerShell;SQL
NA NA
Yes
Microsoft SQL Server;SQLite
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Chocolatey;Docker;MSBuild;npm;NuGet;Splunk
Chocolatey;Docker;Make;NuGet
Chocolatey;Docker;NuGet
Cloud Foundry NA
Yes
Angular;ASP.NET;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Rider;Vim;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;iOS
Windows
Azure Devops;Confluence;Jira;Markdown File
Azure Devops;GitHub;GitLab;Jira;Markdown File
Azure Devops;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord
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)
Comment on Q&A posts NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor 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;Generating content or synthetic data
Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;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 want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
All of them. We will still need to be able to understand everything that's happening, even if it's not us doing it.
74,761
5
30,789
30,790
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 (part-time);Engaged in paid work (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Student
I don’t know
Individual contributor
Remote
No
School
Robust and complete API NA
Ethical concerns NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
0
5
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python
Bash/Shell (all shells);C#;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;Swift
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python
React.js React.js
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
null
null
null
null
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
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code;Generating content or synthetic data;Creating or maintaining documentation
Documenting code
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
NO! Definetely not lol!
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
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
Full-stack development, most complex coding tasks.
null
null
30,790
30,791
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.)
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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 ...
20
Engineering manager
Less than 20 employees
People manager
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
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
2
2
India
INR Indian rupee
4,000,000
Yes
HTML/CSS;JavaScript;Python;Rust;TypeScript
Kotlin;Lisp;Rust;Zig
Rust
NA NA
Yes
Elasticsearch;Firebase Realtime Database;MariaDB;MongoDB;PostgreSQL;Redis
Elasticsearch;MariaDB;MongoDB;Neo4J;PostgreSQL;Redis;SQLite;Cockroachdb;Amazon Redshift
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);APT;Bun;Cargo;Chocolatey;Docker;Firebase;Gradle;npm;Pip;Vite;Webpack
Ansible;Bun;Cargo;Kubernetes;pnpm;Yarn
Bun;Cargo
NA NA
Yes
Angular;AngularJS;Express;NestJS;Node.js;Ruby on Rails;Svelte;WordPress
Angular;Deno;Fastify
Angular
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;RustRover;Vim;Visual Studio Code;WebStorm;Zed
null
null
NA NA
Ollama
Large Language Model;Google Gemini;Ollama
Ollama
null
null
Ubuntu
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;iPadOS;ChromeOS
Confluence;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning
Deployment and monitoring
Documenting code;Testing code
AI solutions that are almost right, but not quite
"Vibe coding" is partially a part of my development work. I am using it as a exploratory tool and have not yet migrated to using it wholesale.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Critical analysis of competing solutions, code, solutions to complex and complicated software problems. I think these will still have a human oversight with assistance from AI tools.
46,496
8
30,791
30,792
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
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other (please specify):
9
Data or business analyst
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
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
30,792
30,793
I am a developer by profession
Prefer not to say
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
30,793
30,794
I am a developer by profession
25-34 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
30,794
30,795
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
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 online resources (e.g. standard search, forum, online community);Blogs or podcasts
22
Developer, mobile
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Security or privacy concerns NA
Banking/Financial Services
Other (please specify): Work life balance
I'm not sure
I have neither consider or transitioned into a new career or industry
10
null
Australia
AUD Australian dollar
180,000
Yes
Bash/Shell (all shells);Swift
Swift
Swift
NA NA
No
null
null
null
NA NA
Yes
Datadog;Firebase;Homebrew
Homebrew
Homebrew
CocoaPods NA
No
null
null
null
NA NA
Yes
Android Studio;Vim;Visual Studio Code;Xcode
Claude Code;Cursor;Vim;Visual Studio Code;Xcode
Vim;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS;iOS
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Trello
GitHub;Markdown File;Trello
GitHub;Markdown File;Trello
Figma NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code
Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Negotiating with stakeholders. Deciphering requirements from analysts and product owners who don't really know what they want. Fixing obscure bugs in legacy codebases. Fixing issues with the code that AI generates.
117,017
8
30,795
30,796
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Student
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
4
Australia
AUD Australian dollar
0
Yes
Bash/Shell (all shells);C;C#;C++;GDScript;Go;MATLAB;Python;Ruby;SQL
Assembly;Bash/Shell (all shells);C;C#;C++;GDScript;MATLAB;Python;SQL
Bash/Shell (all shells);C;C#;C++;GDScript;MATLAB;Python;SQL
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
null
Make
null
null
NA NA
null
ASP.NET Core;Ruby on Rails
null
null
NA NA
Yes
Vim;Visual Studio;Visual Studio Code
Vim;Visual Studio
Vim;Visual Studio
NA NA
.NET 8 or higher
null
null
null
null
Windows;Fedora
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;YouTube
Stack Overflow;Discord;Reddit;YouTube
Stack Overflow;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Infrequently, less than once per year
null
Other (write in): Read answers to existing questions to solve a problem I've encountered
Neutral
Less than half of the time
Yes, I use AI tools monthly or infrequently
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;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):;It’s hard to understand how or why the code works
Absolutely not. I don't think it's an efficient or ethical practice.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant c...
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
Being able to read, understand, and write code. Relying on AI for everything will lead to 'black-box' codebases where the human/s responsible for it don't know what anything does, making maintaining it impossible without just using AI tools. If the AI makes a mistake and cannot fix it, that branch is condemned, and tri...
null
null
30,796
30,797
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
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
30,797
30,798
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
null
null
null
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
30,798
30,799
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
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)
13
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
2
4
Chile
CLP Chilean peso
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
Less than once per month or monthly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Coding challenges
Read and/or vote on comments for a Question or Answer I am interested in 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
6
30,799
30,800
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
29
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
C
Ada
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu;iOS
Windows
Doxygen;GitLab;Jira
Doxygen;GitLab;Jira
Doxygen;GitLab;Jira
NA NA
Reddit;Hacker News;Slack (public channels, not work);LinkedIn
Reddit;Hacker News;Slack (public channels, not work);LinkedIn
Reddit;Hacker News;Slack (public channels, not work);LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
null
Ask a question NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code
null
Search for answers
I don’t use AI tools regularly
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
High level architecture and understanding customer needs
null
7