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29,500
29,501
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
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Coding Bootcamp
10
Developer, front-end
500 to 999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
France
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
On a daily basis yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
29,501
29,502
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
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
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Blogs or podcasts
14
Developer, front-end
500 to 999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
4
4
Greece
EUR European Euro
51,312
Yes
JavaScript;TypeScript
JavaScript;TypeScript
JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew
Amazon Web Services (AWS);Docker;Homebrew
Amazon Web Services (AWS);Docker;Homebrew
NA NA
Yes
NestJS;Next.js;Node.js;React
NestJS;Next.js;Node.js;React
NestJS;Next.js;Node.js;React
NA NA
Yes
Trae;Visual Studio;WebStorm
Cursor;Visual Studio
Visual Studio
NA NA
Shadcn/ui
Tailwind CSS 4;hostinger;Shadcn/ui
Shadcn/ui
null
null
Windows;Android
MacOS;Android
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
Confluence;GitHub;Jira;Lucid (includes Lucidchart)
NA NA
Stack Overflow;Slack (public channels, not work)
Stack Overflow;Slack (public channels, not work)
Stack Overflow;Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Generating content or synthetic data
null
Documenting code;Testing code
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have helped me automate repetitive 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.
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
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
GitHub MCP Server
null
Ollama
null
Sentry;Snyk;Grafana + Prometheus
null
Claude Code;GitHub Copilot
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
soft skills, problem solving capabilities
59,529
9
29,502
29,503
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 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
29,503
29,504
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)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
20
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Software Development
Recognition from leadership for your work NA
No
I have transitioned into a new career and/or industry voluntarily
5
6
Turkey
USD United States dollar
72,000
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
72,000
10
29,504
29,505
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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
AI CodeGen tools or AI-enabled apps;Coding Bootcamp
8
Developer, desktop or enterprise applications
20 to 99 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
null
null
Software Development
Working with new technologies and tools NA
Yes
I have transitioned into a new career and/or industry voluntarily
1
1
Ukraine
USD United States dollar
60,000
Yes
Bash/Shell (all shells);C#;SQL
C++
null
NA NA
Yes
DuckDB;Elasticsearch;Clickhouse
null
null
NA NA
Yes
Ansible;Docker;MSBuild;NuGet;Terraform
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Cursor
null
NA NA
.NET 8 or higher
Ollama
null
null
null
Windows
MacOS
Asana
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);LinkedIn
null
null
NA NA
Yes
Microsoft Phi-4 models;Mistral AI models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Job board;Chat (bot/AI)
Bookmark posts to look at later NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics
null
Writing code
Learning about a codebase;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code;Creating or maintaining documentation
I haven’t encountered any problems
yes
Yes, I use AI agents at work daily
Yes, somewhat
Business process automation;Marketing;Robotics;Cybersecurity
MCP servers
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
Redis;GitHub MCP Server
null
Llama Index;Ollama;Zapier;Amazon Bedrock Agents
null
Galileo;New Relic;Grafana + Prometheus
null
Microsoft Copilot
null
When I’m stuck and can’t explain the problem
soft skills
60,000
9
29,505
29,506
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
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;Colleague or on-the-job training;Stack Overflow or Stack Exchange
11
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
France
EUR European Euro
80,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis
Elasticsearch;MySQL;Redis
Elasticsearch;MySQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Kubernetes;npm;Yarn
Amazon Web Services (AWS);Composer;Docker;npm;Yarn
Amazon Web Services (AWS);Composer;Docker;npm;Yarn
NA NA
Yes
jQuery;Laravel;Next.js;Symfony;WordPress
jQuery;Laravel;Next.js;Symfony;WordPress
jQuery;Laravel;Next.js;Symfony;WordPress
NA NA
Yes
IntelliJ IDEA;PhpStorm;Visual Studio Code
IntelliJ IDEA;PhpStorm
IntelliJ IDEA;PhpStorm
NA NA
Tailwind CSS 4;hostinger
Tailwind CSS 4;hostinger
Tailwind CSS 4;hostinger
null
null
Windows;Android
Ubuntu
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Notion;Obsidian;Redmine;Trello
Confluence;GitHub;Jira;Obsidian;Trello
Confluence;GitHub;Jira;Obsidian;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;Medium
NA NA
Yes
Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Predictive analytics
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No because I think vibe coding is just trusting blindly the AI response but when I get code from an AI I always read it and try to understand it so it's just a way to generate it but if it's missing something or I want to update it of course I can
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
To understand the customers problems and propose a solution that goes even further than what they were expecting
92,812
10
29,506
29,507
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
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);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification)
6
Support engineer or analyst
100 to 499 employees
null
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
29,507
29,508
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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)
12
Architect, software or solutions
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
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
29,508
29,509
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges;School (i.e., Unive...
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)
8
Student
1,000 to 4,999 employees
Individual contributor
In-person
No
Personal Project
Easy-to-use API NA
Lack of or sub-par API NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
8
5
United States of America
USD United States dollar
14,000
Yes
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Kotlin;MATLAB;Python;SQL;Swift;TypeScript
C;C#;C++;HTML/CSS;Java;Kotlin;SQL;Swift
C;HTML/CSS;Java;Kotlin;SQL;Swift
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
Bun;Docker;Homebrew;Vite
Bun;Gradle;Homebrew
Bun;Homebrew
SwiftPM SwiftPM
Yes
Astro;React
Astro
Astro
NA NA
Yes
IntelliJ IDEA;Neovim;PyCharm;Visual Studio Code;WebStorm;Xcode;Zed
null
null
NA NA
Large Language Model;SwiftData;Ollama
Large Language Model;visionOS
Large Language Model
null
null
MacOS;iOS
MacOS;iOS
GitHub;Notion
GitHub
GitHub
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code
null
Learning about a codebase;Generating content or synthetic data
null
No. AI is a tool I use, but, for the foreseeable future, it will never be close to the driver's seat.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Communication, foundational understandings of technology, debugging
14,000
null
29,509
29,510
I used to be a developer by profession, but no longer am
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Developer, full-stack
null
null
null
null
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
1
2
Turkey
TRY Turkish lira
null
Yes
C;HTML/CSS;Java;JavaScript;Kotlin;PHP;Rust;SQL;TypeScript;Zig
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;Rust;SQL;TypeScript;Zig;Mojo
C;HTML/CSS;Java;JavaScript;Kotlin;Rust;SQL;TypeScript;Zig
NA NA
Yes
Cassandra;Elasticsearch;H2;MariaDB;MongoDB;MySQL;Oracle;PostgreSQL
Dynamodb;Elasticsearch;InfluxDB;MongoDB;MySQL;PostgreSQL;Redis;Snowflake
Elasticsearch;MongoDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Chocolatey;Datadog;Docker;Gradle;Heroku;Kubernetes;Make;Maven (build tool);Microsoft Azure;New Relic;npm;Podman;Prometheus;Vite;Webpack
Amazon Web Services (AWS);Ansible;Cargo;Chocolatey;Datadog;Docker;Gradle;Kubernetes;Make;Maven (build tool);Microsoft Azure;New Relic;npm;pnpm;Podman;Prometheus;Splunk;Terraform;Vite
Amazon Web Services (AWS);Ansible;Cargo;Chocolatey;Datadog;Docker;Gradle;Kubernetes;Make;Maven (build tool);Microsoft Azure;New Relic;npm;Podman;Prometheus;Vite
NA NA
Yes
Angular;Node.js;Spring Boot
Angular;Spring Boot;Svelte;Axum
Angular;Spring Boot
NA NA
Yes
Eclipse;IntelliJ IDEA;Nano;Neovim;PhpStorm;PyCharm;RustRover;Sublime Text;Visual Studio;Visual Studio Code;WebStorm
Cursor;IntelliJ IDEA;Nano;Neovim;PhpStorm;PyCharm;RustRover;Visual Studio;Visual Studio Code;WebStorm
IntelliJ IDEA;Nano;Neovim;PhpStorm;PyCharm;RustRover;Visual Studio;Visual Studio Code;WebStorm
NA NA
c++23;Tailwind CSS 4
c++23;Tailwind CSS 4
c++23;Tailwind CSS 4
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch;Fedora
Windows;Ubuntu;Linux (non-WSL);Arch;Fedora
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
null
Upvote/Downvote Q&A posts NA
Neutral
Less than half of the time
No, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
Debugging or fixing code;Search for answers
Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Documenting code
null
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;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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
null
29,510
29,511
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
8
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,511
29,512
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
28
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
26
Developer, full-stack
null
null
null
null
Work
Reputation for quality NA
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
29,512
29,513
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Architect, software or solutions
100 to 499 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Poor usability 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
2
India
INR Indian rupee
null
Yes
C#;JavaScript;PowerShell;SQL;TypeScript
C#;MicroPython;PowerShell;Python;R;SQL;TypeScript
C#;PowerShell;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL
BigQuery;Cassandra;Elasticsearch;Microsoft SQL Server;MySQL;SQLite
Microsoft SQL Server;MySQL
Couchbase Couchbase
Yes
Ansible;Microsoft Azure;MSBuild;npm;NuGet;Prometheus
Amazon Web Services (AWS);Ansible;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;NuGet;Prometheus
Ansible;Microsoft Azure;MSBuild;NuGet;Prometheus
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;jQuery;Vue.js
Angular;ASP.NET Core;Blazor;FastAPI;Flask;jQuery;Node.js;Vue.js
Angular;ASP.NET Core;jQuery;Vue.js
NA NA
Yes
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher;Large Language Model;RAG;Google Gemini
.NET 8 or higher
null
null
Windows;Ubuntu
Windows;MacOS;Ubuntu
Azure Devops;GitHub
Azure Devops;Confluence;GitHub;GitLab;Google Colab;Google Workspace
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once every 2 - 3 months
Videos;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
I don’t use AI tools regularly
No
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I need quick help troubleshooting
Mentoring, Complex problem solving, working in legacy projects
null
8
29,513
29,514
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
27
Developer, back-end
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
6
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
94,400
Yes
Python
Python
Python
NA NA
Yes
null
null
null
Airtable NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Pip;Poetry
Amazon Web Services (AWS);Docker;Poetry;Terraform
Amazon Web Services (AWS);Docker;Poetry
NA NA
Yes
Django;FastAPI;WordPress
FastAPI
FastAPI
reflex.dev reflex.dev
Yes
PyCharm
PyCharm
PyCharm
NA NA
Pydantic
Odoo;Pydantic;RAG;uv
Pydantic
null
null
MacOS;Ubuntu;iOS;iPadOS
MacOS
Airtable;Azure Devops;Confluence;GitHub;Google Workspace;Jira;Markdown File;Notion
Airtable;Confluence;GitHub;Jira;Markdown File
Airtable;Confluence;GitHub;Jira;Markdown File
plantuml plantuml
Discord;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
GitHub (public projects, not private repos);YouTube;Twitch
GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code
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
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Marketing
Language processing
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.
AI agents have accelerated my learning about new technologies or codebases.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
LangChain
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
over-alignment, ethics and critical thinking
128,518
5
29,514
29,515
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
29,515
29,516
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Volunteering (regularly)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Stack Overflow or Stack Exchange
25
Developer, back-end
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Customizable and manageable codebase NA
Lack of or sub-par API NA
Internet, Telecomm or Information Services
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
7
12
Germany
EUR European Euro
40,800
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Ruby;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;SQLite
MongoDB;PostgreSQL;SQLite
SQLite
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel;Node.js;Symfony;WordPress
Astro;FastAPI;Node.js;Ruby on Rails;Symfony;Vue.js
Node.js;Symfony
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Android;Linux (non-WSL);Arch
Windows;Ubuntu;Android;Debian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA Codeberg
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per month or weekly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
AI currently is maybe useful for smaller tasks and boilerplate stuff. But i wouldn't trust it with critical code
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
creative thinking,
47,334
7
29,516
29,517
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
6
Developer, front-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
School
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
2
2
Czech Republic
CZK Czech koruna
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;npm;Pip;Vite
Docker;npm;Pip;Vite
Docker;npm;Pip;Vite
NA NA
Yes
Flask;Node.js;Svelte
Flask;Node.js;Svelte
Flask;Node.js;Svelte
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Debugging or fixing code
Learning about a codebase
null
null
Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Deep analysis of code
null
null
29,517
29,518
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
27
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
29,518
29,519
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
3
null
null
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
29,519
29,520
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.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;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);Blogs or podcasts;Stack Overflow or Stack Exchange
32
Architect, software or solutions
100 to 499 employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Security or privacy concerns NA
Healthcare
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
6
Australia
AUD Australian dollar
200,000
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Rust;SQL;TypeScript
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Rust;SQL;TypeScript
NA NA
Yes
PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;Redis;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Chocolatey;Docker;Homebrew;Kubernetes;Make;Maven (build tool);Ninja;npm;Pip;pnpm;Prometheus;Terraform;Webpack;Yarn
Docker;Homebrew;Kubernetes;Make;Pip;pnpm;Prometheus;Terraform;Webpack;Yarn
Docker;Homebrew;Kubernetes;Make;Pip;pnpm;Prometheus;Terraform;Webpack;Yarn
uv,cmake uv,opentofu
Yes
React
React
React
actix-web actix-web
Yes
Claude Code;Cursor;RustRover;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Ubuntu;Linux (non-WSL)
Windows;MacOS;Ubuntu;Debian
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Medium
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
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
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Other (write in): Read answers
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Testing code;Search for answers
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Learning about a codebase
Documenting code
AI solutions that are almost right, but not quite;Other (write in):
Absolutely not suitable for any serious project.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
null
Writing high quality software. Understanding real world requirements.
130,019
10
29,520
29,521
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
42
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Healthcare
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
12
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
57,500
Yes
C#;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server;MySQL;PostgreSQL
NA NA
Yes
Docker;Microsoft Azure;New Relic;npm;NuGet;Webpack;Yarn
Docker;Microsoft Azure;New Relic
Docker;Microsoft Azure;New Relic
NA NA
Yes
ASP.NET Core;FastAPI;Node.js;React
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js;React
NA NA
Yes
Notepad++;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code
Notepad++;PyCharm;Rider;RustRover;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model
null
null
Android;Arch;ChromeOS
Windows
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
Azure Devops;Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Twitch;LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles
Other (write in): Find answer to a problem
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies;Other (write in):
Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation
Generating content or synthetic data
null
I don’t use AI tools regularly;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Business process automation
Vector databases for AI applications;Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
pgvector
null
LangChain
null
New Relic
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Problem solving
78,281
7
29,521
29,522
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly)
null
Yes, I am new to coding or currently a student
Books / Physical media;Stack Overflow or Stack Exchange;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
2
Academic researcher
null
null
null
null
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
1
1
Kenya
KES Kenyan shilling
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Other (write in):
null
null
Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
Yes, I use AI agents at work daily
Yes, to a great extent
IT operations
Language processing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,522
29,523
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
16
Architect, software or solutions
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
10
null
Switzerland
CHF Swiss franc
145,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
Go;TypeScript
null
NA NA
Yes
Dynamodb;Elasticsearch;MariaDB;MySQL;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Microsoft Azure;npm;Pip;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
null
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
A few times per week
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
similar like today but more focus on the surroundings
179,790
null
29,523
29,524
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Blogs or podcasts
10
Developer, back-end
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Connected to an open-source project NA
Security or privacy concerns NA
Retail and Consumer Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,524
29,525
I used to be a developer by profession, but no longer am
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-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
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
29,525
29,526
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.)
25
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
29,526
29,527
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, desktop or enterprise applications
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
5
3
Portugal
EUR European Euro
20,000
Yes
C++;GDScript;Python;SQL
Rust
null
NA Zig
Yes
MySQL;Oracle
null
null
NA NA
Yes
Composer;Docker;Ninja
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Neovim;Zed
null
NA NA
null
null
null
null
null
Arch
Windows;Android
Confluence;Doxygen;GitHub;GitLab;Jira;Markdown File;Trello
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code
null
I don’t use AI tools regularly
No; not by a long shot
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
The skill to truly understand the root cause of a bug/problem
23,203
6
29,527
29,528
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (20-29 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
2
Student
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Good brand and public image NA
Security or privacy concerns NA
Higher Education
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;Python
null
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
null
null
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
Infrequently, less than once per year
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,528
29,529
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
null
null
null
null
null
null
Other (please specify):
I don’t know
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
29,529
29,530
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Data engineer
I don’t know
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
Expert mentors NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
7
4
Romania
RON Romanian leu
null
Yes
C++;HTML/CSS;Python;SQL
null
null
NA NA
Yes
Dynamodb;Elasticsearch;MongoDB;MySQL;Oracle;SQLite
null
null
NA NA
Yes
Docker;Heroku;Pip
null
null
NA NA
Yes
Flask;Node.js;React
null
null
NA NA
Yes
Notepad++;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows
GitHub;Google Colab;Obsidian
Doxygen
null
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges
Answer a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Debugging or fixing code
Project planning;Committing and reviewing code
Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Generating content or synthetic data
Writing code;Documenting code;Search for answers
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics;Cybersecurity
null
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
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 accelerated my learning about new technologies or codebases.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
software architecture
null
9
29,530
29,531
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;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);Stack Overflow or Stack Exchange
45
Data engineer
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Banking/Financial Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
4
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;MicroPython;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;MicroPython;PHP;PowerShell;Python;Rust;SQL;Swift;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;MicroPython;PHP;PowerShell;Python;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Snowflake
MariaDB;Microsoft SQL Server;MongoDB;MySQL;Snowflake
MariaDB;Microsoft SQL Server;MySQL;Snowflake
NA NA
Yes
Amazon Web Services (AWS)
Docker
null
NA NA
Yes
Blazor;WordPress
Node.js;React;Symfony;Vue.js;WordPress
WordPress
NA NA
Yes
Jupyter Notebook/JupyterLab;PhpStorm;PyCharm;Visual Studio;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Project planning;Committing and reviewing code
Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
null
null
9
29,531
29,532
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
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
11
AI/ML engineer
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
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
2
2
India
INR Indian rupee
4,000,000
Yes
C++;Go;JavaScript;Python;Rust;SQL;TypeScript
Ada
null
NA NA
Yes
BigQuery;Cloud Firestore;Cosmos DB;MongoDB;MySQL
Snowflake
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Kubernetes;Netlify;npm
Docker;Google Cloud;Kubernetes;npm
Docker;Google Cloud;Kubernetes;npm
NA NA
Yes
AngularJS;Next.js;Node.js;React
Node.js
Node.js
NA NA
Yes
Cursor;Visual Studio Code;Xcode
Claude Code;Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
Google Gemini
RAG;Google Gemini;LangGraph
Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;iOS;iPadOS
MacOS;Ubuntu
GitHub;Google Colab;Google Workspace;Notion
GitHub;Google Colab;Notion
GitHub;Google Colab;Notion
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube;LinkedIn;Medium
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Coding challenges;Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Project planning;Debugging or fixing code
Generating content or synthetic data
Writing code;Committing and reviewing code
Documenting code;Testing code;Deployment and monitoring;Predictive analytics
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
yes
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering;Data and analytics;Customer service support;Marketing
Language processing;Agent/multi-agent orchestration;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 the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
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.;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
Redis;GitHub MCP Server
null
Vertex AI;AutoGen (Microsoft);Ollama;LangChain;Amazon Bedrock Agents;LangGraph
null
LangSmith
null
ChatGPT;Claude Code;Google Gemini;Perplexity;Blackbox AI
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
46,496
7
29,532
29,533
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
50
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;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, full-stack
null
null
null
null
Work
Robust and complete API NA
Security or privacy concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
6
France
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;C++;OCaml;Python
C;C#;C++;Python
C;C#;C++;Python
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Neovim;PyCharm;Rider;Visual Studio Code
Claude Code;Neovim;PyCharm;Rider;Visual Studio Code
Claude Code;Neovim;PyCharm;Rider;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL);NixOS
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
null
Neutral
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Documenting code;Creating or maintaining documentation
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Writing code
Debugging or fixing code
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Absolutely not. As a CS student I am forced to write my own thing and i think it's better for everyone.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering;Data and analytics
null
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;Write in the most significant benefit if not listed above.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
Fireproof;ChromaDB
null
Llama Index
null
Honeycomb
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
Debuging and optimization. Although AI agent make good structure and basic code, when it comes to opitimization it's a whole other story. Generally AI is great to make the first step, then when you have to go into the detail such as Optimization and debugging it's quiet struggling even sometimes forgetting about basic ...
null
null
29,533
29,534
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
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
26
Developer, back-end
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
29,534
29,535
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
5
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
5
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
South Africa
ZAR South African rand
null
Yes
C#;Kotlin;SQL;Swift
C#;Kotlin;SQL;Swift
C#;Kotlin;SQL;Swift
NA NA
Yes
MariaDB;MySQL
MariaDB;Microsoft SQL Server;MySQL
MariaDB;MySQL
NA NA
Yes
NuGet
NuGet
NuGet
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Visual Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio;Visual Studio Code;Xcode
Android Studio;Visual Studio;Visual Studio Code;Xcode
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Trello
Trello
Trello
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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 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. The current state of the misnamed "AI" tools - they are not in fact intelligent - is not dependable for producing reliable products that stand the test of time.
null
8
29,535
29,536
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 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;Videos (not associated with specific online course or certification);Blogs or podcasts
11
Senior executive (C-suite, VP, etc.)
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
29,536
29,537
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
7
Architect, software or solutions
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
4
Pakistan
USD United States dollar
80,000
Yes
Bash/Shell (all shells);Go;Java;Python;Ruby;SQL
Bash/Shell (all shells);Erlang;Go;Python;Ruby;SQL
Bash/Shell (all shells);Go;Python;Ruby;SQL
NA NA
Yes
Cassandra;Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite
Cassandra;Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite
Cassandra;Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Kubernetes;Microsoft Azure;npm;Pip;Podman;Prometheus;Supabase;Vercel;Webpack
Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Kubernetes;Microsoft Azure;npm;Pip;Podman;Prometheus;Supabase;Vercel;Webpack
Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Kubernetes;Microsoft Azure;npm;Pip;Podman;Prometheus;Supabase;Vercel;Webpack
NA NA
Yes
Angular;Django;Express;FastAPI;Next.js;Node.js;React;Spring Boot;Vue.js
null
null
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Visual Studio Code;Windsurf
Cursor;Visual Studio Code
NA NA
Ollama
Ollama
Ollama
null
null
MacOS;Ubuntu;iOS;Debian
MacOS;Ubuntu;iOS;Debian
Asana;GitHub;Jira
Asana;GitHub;Jira
Asana;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI Reasoning models;X Grok models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Very well at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data
null
Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Project planning;Documenting code;Testing code;Predictive analytics;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
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
Vector databases for AI applications
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
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.
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.
Integrating AI agents with my existing tools and workflows can be difficult.
null
Redis;GitHub MCP Server;ChromaDB;supabase;Pinecone
null
CrewAI;Ollama;LangChain
null
Sentry;Snyk
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Auto-GPT;Tabnine;Replit;Bolt.new;Blackbox AI
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
Management
80,000
8
29,537
29,538
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
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
9
Developer, back-end
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Other:
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
20
4
Croatia
EUR European Euro
null
Yes
Go;Python;TypeScript
null
null
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite;Valkey
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Make;Pip;Prometheus
null
null
NA NA
No
null
null
null
NA NA
Yes
Aider;PyCharm
null
null
NA NA
Large Language Model;Google Gemini
Ollama
null
null
null
Windows;Android
MacOS;Android
Confluence;GitHub;Jira;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Very poor at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
9
29,538
29,539
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
15
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
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
29,539
29,540
I am a developer by profession
45-54 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
29,540
29,541
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
14
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
19
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
5
Netherlands
EUR European Euro
115,000
Yes
HTML/CSS;JavaScript;TypeScript
Go;HTML/CSS;JavaScript;TypeScript;Zig
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis
BigQuery;Cassandra;PostgreSQL;Redis;Supabase
PostgreSQL;Redis
NA NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;npm;Terraform
Bun;Docker;Google Cloud;Kubernetes;npm;Prometheus;Supabase;Terraform;Vercel
Docker;Google Cloud;Kubernetes;npm;Terraform
NA NA
Yes
Express;Next.js;Node.js;React
Deno;Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Shadcn/ui
null
null
MacOS
MacOS
GitHub;Google Workspace;Linear;Lucid (includes Lucidchart)
GitHub;Google Workspace;Linear;Lucid (includes Lucidchart);Stack Overflow for Teams
GitHub;Google Workspace;Linear;Lucid (includes Lucidchart)
NA NA
Stack Overflow;GitHub (public projects, not private repos);X;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);X
Stack Overflow;GitHub (public projects, not private repos);X
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
A few times per week
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Writing code;Generating content or synthetic data
Documenting code;Testing code;Search for answers
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
Vector databases for AI applications
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have 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.
null
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices
critical thinking product quality: not just "ship asap", but "ship good products"
133,417
7
29,541
29,542
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
20
5
Czech Republic
CZK Czech koruna
2,956,000
Yes
Bash/Shell (all shells);Go;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);Go;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);Go;Kotlin;Python;SQL;TypeScript
Haskell Haskell
Yes
BigQuery;Elasticsearch;PostgreSQL;Redis;SQLite
PostgreSQL;Redis
PostgreSQL;Redis
OpenSearch OpenSearch
Yes
Amazon Web Services (AWS);Google Cloud;Gradle;Homebrew;Kubernetes;Make;npm
Amazon Web Services (AWS);Google Cloud;Gradle;Homebrew;Kubernetes;Make
Amazon Web Services (AWS);Google Cloud;Gradle;Homebrew;Kubernetes;Make
NA NA
Yes
Django;Express;FastAPI;NestJS;Next.js;Node.js
FastAPI;NestJS;Next.js;Node.js;Spring Boot
FastAPI;NestJS;Next.js;Node.js
Servant NA
null
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Pydantic
null
null
null
null
MacOS;iOS
MacOS;iOS
GitHub;GitLab;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Search for answers
Project planning;Committing and reviewing code;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
null
no
Yes, I use AI agents at work daily
Not at all or minimally
Business process automation
null
AI agents have increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
Write in the most significant benefit if not listed above.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
Google Gemini;Glean (Enterprise Agents)
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
architecture, high-level understanding of code and how it connects to product/real-world solutions
138,357
9
29,542
29,543
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Engaged in paid work (20-29 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
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
29,543
29,544
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
18
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Fintech
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
90,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
Go
null
NA NA
Yes
PostgreSQL
Elasticsearch;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Bun;Datadog;Docker;npm;Vercel
Cloudflare;Vite
null
pulumi NA
Yes
Fastify;Next.js;Node.js;React
Deno
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
RAG
null
null
null
Windows;Android
MacOS
GitHub;Google Workspace;Linear;Markdown File;Notion
null
null
NA NA
Stack Overflow;Substack
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No definitely not. I will use AI for focused pieces of code for specific problems.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Building with long term in mind, good engineering practices, e.g. extensible, clean, not overly optimised. Engineering is a team sport after all
122,527
8
29,544
29,545
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
null
Engineering manager
5,000 to 9,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
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
29,545
29,546
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
5
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
29,546
29,547
I used to be a developer by profession, but no longer am
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
45
Founder, technology or otherwise
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
Connected to an open-source project Expressiveness, Ergonomy and performance. I hate gluecode and verbosity - i.e. Java :)
Availability of better alternatives NA
Other:
null
No
I have transitioned into a new career and/or industry voluntarily
5
10
Bulgaria
EUR European Euro
null
Yes
JavaScript;Python;SQL
JavaScript;Python;SQL
JavaScript;Python;SQL
Yaml, Rest NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;MongoDB;PostgreSQL
BigQuery;Cassandra;DuckDB;Firebase Realtime Database;MariaDB;MongoDB;PostgreSQL;Supabase;Clickhouse
Firebase Realtime Database;MariaDB;MongoDB;PostgreSQL
Kafka Kafka
Yes
Ansible;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Prometheus;Terraform
Ansible;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Prometheus;Terraform
Ansible;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Prometheus;Terraform
pve pve
Yes
Django;Next.js;Node.js
Django;Next.js;Node.js
Django;Next.js;Node.js
Flutter Web NA
Yes
Android Studio;Claude Code;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Firebase Studio Firebase Studio
Large Language Model;RAG;Google Gemini;LangGraph
Large Language Model;RAG;Google Gemini;LangGraph
Large Language Model;RAG;Google Gemini;LangGraph
null
null
MacOS;Ubuntu;Android;iOS;iPadOS
MacOS;Ubuntu;iOS
Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Trello;Wikis
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Trello;Wikis
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Trello;Wikis
NA NA
Stack Overflow;Stack Exchange;Dev.to;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI Reasoning models
Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models
NA Any non-US
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Committing and reviewing code
Testing code;Deployment and monitoring;Learning new concepts or technologies
null
Predictive analytics
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;Other (write in):
I try to make it work but with varying success. It can be a real timesaver when you have a lot of Glue Code - i.e. k8s, Java but AI is behind the curve, and does *not* think, so you are hostage to the quality of the LLM learning process and any maliciously injections into the LLM model. In short can be a booster if you...
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics;Marketing
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Other specific task (write in):
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
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.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
pgvector
kafka
LangChain;LangGraph
kafka
Grafana + Prometheus
kafka
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Architectural thinking, Computational thinking, Client/Project management, Technical Acumen and knowledge:The ability to understand and reason about IT solutions how/when to integrate, how/when to code, why,what,how. The ability to understand diverse technologies, keep an open mind, never stop being curious, never stop...
null
null
29,547
29,548
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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 ...
5
Developer, front-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
5
5
Viet Nam
VND Vietnamese dong
10,000,000
Yes
Ada;Assembly;Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;Java;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
null
TypeScript TypeScript
Yes
Elasticsearch;MySQL
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
null
Elasticsearch Elasticsearch
Yes
Cloudflare;Composer;Docker;Firebase;Google Cloud;npm
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Datadog;Digital Ocean;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase;Terraform;Vercel;Vite;Webpack;Yandex Cloud;Yarn
null
Cloudflare Cloudflare
Yes
jQuery;Node.js;WordPress
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;Laravel;NestJS;Next.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;Axum
null
WordPress WordPress
Yes
Jupyter Notebook/JupyterLab;Notepad++;Sublime Text;Visual Studio Code
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Lovable.dev;Nano;Neovim;PhpStorm;PyCharm;Rider;RustRover;Trae;Vim;Visual Studio;VSCodium;WebStorm;Windsurf;Xcode;Zed
null
Visual Studio Code Visual Studio Code
Google Gemini
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
null
Google Gemini
Google Gemini
Windows;Android;Windows Subsystem for Linux (WSL);iOS
Windows;MacOS;Ubuntu;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
GitHub;GitLab;Google Workspace
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;Google Colab;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
null
GitHub GitHub
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X
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
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X
x x
Yes
null
null
null
X Grok models X Grok models
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I haven’t encountered any problems
Yes
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;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
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.;I have concerns about the se...
null
null
null
GitHub MCP Server
github
Vertex AI
null
Vectra AI
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
382
null
29,548
29,549
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
13
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,549
29,550
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.);Engaged in paid work (less than 10 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;St...
11
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Software Development
Working with new technologies and tools NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
null
null
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;SQL;TypeScript
JavaScript;Python;Rust;SQL;TypeScript
JavaScript;SQL;TypeScript
NA NA
Yes
Dynamodb;MongoDB;MySQL;Neo4J;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Heroku;Kubernetes;Microsoft Azure;Netlify;npm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;npm;pnpm;Prometheus;Terraform
Amazon Web Services (AWS);Docker;npm
NA NA
Yes
Angular;Express;FastAPI;Fastify;NestJS;Next.js;Node.js;React
Express;NestJS;Next.js;Node.js;React
Express;NestJS;Next.js;Node.js;React
NA NA
Yes
Bolt;Claude Code;Cline and/or Roo;Cursor;Lovable.dev;Sublime Text;Visual Studio Code
Cursor;Lovable.dev;Visual Studio Code
Cursor;Lovable.dev;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;RAG;Google Gemini;Ollama;LangGraph
Tailwind CSS 4;Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS
Ubuntu
Azure Devops;Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Miro;Stack Overflow for Teams;Trello
Confluence;GitHub;Jira;Miro;Stack Overflow for Teams
Confluence;GitHub;Jira;Miro;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;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);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Multiple times per day
Videos;Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring
Writing code;Debugging or fixing code;Testing code;Predictive analytics;Generating content or synthetic data
null
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
null
No, and I don't 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.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
Problem solving , HLD/LLD , project plannings , sprint plannings etc
null
9
29,550
29,551
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Not employed
None of the above;Engaged in paid work (20-29 hours per week)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,551
29,552
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
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
29,552
29,553
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
15
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
16
Developer, desktop or enterprise applications
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Easy-to-use API NA
Inefficient or time-costly NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
3
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
58,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;MSBuild;NuGet
null
null
AWS Lambda NA
Yes
ASP.NET;jQuery;WordPress
null
null
NA NA
Yes
Notepad++;Visual Studio
Claude Code;Cursor;Lovable.dev;Windsurf
null
Notepad++, Codex NA
null
null
null
null
null
Windows;Android
Windows
Confluence
null
null
Salesforce, Bugzilla NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
Claude NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Videos;Chat (bot/AI);Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies;Other (write in):
Project planning;Testing code;Deployment and monitoring
Learning about a codebase;Documenting code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
null
Other (write in):
Ask ideas for snippets, but they're not always appropriate for the use case and have to be customised anyway.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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):
Understanding how to validate source, code review and recognising when the code is excessively complicated. Learning how to refactor AI generated code for the use case especially when the solution is verbose.
78,962
8
29,553
29,554
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,554
29,555
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e.,...
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)
6
Developer, desktop or enterprise applications
1,000 to 4,999 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
29,555
29,556
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
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
1
Developer, full-stack
20 to 99 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
29,556
29,557
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.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
16
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,557
29,558
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., 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);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;School (i.e., Universit...
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Student
null
null
null
null
School
Good brand and public image NA
null
null
null
Yes
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
29,558
29,559
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.)
14
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
29,559
29,560
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
No, I didn't spend time learning in the past year
null
15
Architect, software or solutions
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
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
29,560
29,561
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
null
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
29,561
29,562
I am a developer by profession
55-64 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 (20-29 hours per week)
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
40
Developer, back-end
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Poor usability NA
Fintech
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
7
4
Australia
AUD Australian dollar
120,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;R;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;TypeScript
Mongdb Mongodb
Yes
MariaDB;MongoDB;PostgreSQL
MariaDB;MongoDB;PostgreSQL
MariaDB;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Heroku;npm;Yarn
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Microsoft Azure;npm;Yarn
Amazon Web Services (AWS);Digital Ocean;npm;Yarn
NA NA
Yes
Express;jQuery;Next.js;Node.js;React;WordPress
Express;Fastify;Node.js
Express;Node.js
NA NA
Yes
Notepad++;Visual Studio
Cursor;Visual Studio
Visual Studio
NA NA
RAG
Tailwind CSS 4;RAG;Google Gemini;Shadcn/ui;LangGraph
RAG
null
null
Windows;Ubuntu
Windows;Ubuntu
GitHub;Jira;Miro;Trello
GitHub;Miro
GitHub;Miro
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Debugging or fixing code;Deployment and monitoring;Search for answers;Generating content or synthetic data
null
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
good programmer is a lazy programmer. if vibe coding can help with the boring parts - bring it on
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Decision intelligence
Vector databases for AI applications;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
Redis;Neo4j
null
Llama Index;Ollama;LangChain;Zapier;LangGraph
null
Snyk
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Business logic and planning
78,011
7
29,562
29,563
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
15
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
26
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
5
Switzerland
CHF Swiss franc
78,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL
null
null
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
Yes
Microsoft Azure;MSBuild;NuGet
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Node.js
null
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unsure
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Writing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
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
96,714
3
29,563
29,564
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
null
null
4
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
null
null
Software Development
null
I'm not sure
null
null
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,564
29,565
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
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);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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, front-end
null
null
null
null
Work
Easy-to-use API literally anything else
Ethical concerns NA
null
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
5
Japan
JPY Japanese yen
7,500,000
Yes
HTML/CSS;JavaScript;Python;TypeScript
JavaScript;Python;TypeScript
JavaScript;Python;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;Next.js;React
Next.js
Next.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Asana;GitHub;GitLab;Wikis
GitHub;GitLab;Wikis
GitHub;GitLab;Wikis
Backlog NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn
Stack Exchange
Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
Nope
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoS...
null
null
null
null
null
null
null
null
null
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.
51,816
7
29,565
29,566
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
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
15
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Government
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
France
EUR European Euro
43,000
Yes
HTML/CSS;Java;Python;TypeScript
HTML/CSS;Java;Python
HTML/CSS;Java;Python
NA NA
Yes
H2
PostgreSQL
null
NA NA
No
null
null
null
NA NA
Yes
Angular
FastAPI
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
Confluence;GitLab
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky
Stack Overflow;Stack Exchange;Discord;Reddit
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Understanding user needs rather than simply code
49,886
7
29,566
29,567
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);AI CodeGen tools or AI-enabled apps;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
Costs are manageable NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
6
Serbia
RSD Serbian dinar
null
Yes
C#;C++;Python
C#;C++;Python
C#;C++;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;c++23
.NET 8 or higher;c++23
.NET 8 or higher;c++23
null
null
Windows;Android
Windows
GitHub
GitHub
GitHub
Notion Notion
Reddit;YouTube
Reddit;YouTube
Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
Less than once every 2 - 3 months
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code
Project planning
Documenting code;Creating or maintaining documentation
Testing code;Committing and reviewing code
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Other (write in):
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
idk
null
null
29,567
29,568
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)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools 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, back-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Software Development
null
Yes
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++;Go;HTML/CSS;Java;JavaScript;MATLAB;Python;SQL;TypeScript;Visual Basic (.Net)
C;C#;C++;Java;JavaScript;Kotlin;MATLAB;Python;R;Ruby;Rust;SQL;TypeScript
C;C#;C++;Java;JavaScript;MATLAB;Python;SQL;TypeScript
NA flutter
Yes
Microsoft Access;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite
Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
Microsoft SQL Server;MySQL;Oracle;PostgreSQL;SQLite
NA NA
Yes
Digital Ocean;Firebase;Google Cloud;Microsoft Azure;npm;NuGet;Pip
Digital Ocean;Firebase;Google Cloud
Digital Ocean;Firebase;Google Cloud
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;FastAPI;Flask;NestJS;Node.js;React;Vue.js;WordPress
Angular;ASP.NET Core;FastAPI;Flask;NestJS;Node.js;React;Spring Boot;WordPress
Angular;ASP.NET Core;FastAPI;Flask;NestJS;Node.js;React;WordPress
NA NA
Yes
Android Studio;PyCharm;Visual Studio;Visual Studio Code
Android Studio;PyCharm;Visual Studio;Visual Studio Code
Android Studio;PyCharm;Visual Studio;Visual Studio Code
NA NA
Google Gemini;Ollama
Google Gemini;Ollama
Google Gemini;Ollama
null
null
Windows;Ubuntu;Debian
Windows
GitHub;GitLab;Jira
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;Discord;Medium
Stack Overflow;Discord;Medium
Stack Overflow;Discord;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Videos;Coding challenges;Chat (bot/AI)
null
Neutral
More than half the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
Documenting code;Search for answers
I don’t use AI tools regularly
null
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Business process automation;IT operations;Marketing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
29,568
29,569
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
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
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;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
15
Architect, software or solutions
500 to 999 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Good brand and public image NA
Security or privacy concerns NA
Manufacturing
null
No
I have somewhat considered changing my career and/or the industry I work in
15
null
Germany
EUR European Euro
100,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;PowerShell;SQL;TypeScript
NA NA
Yes
Elasticsearch;InfluxDB;Microsoft SQL Server;MongoDB;Oracle
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
Yes
Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Yarn
Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Podman;Yarn
Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Yarn
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Spring Boot
ASP.NET Core;Blazor
ASP.NET Core
NA NA
Yes
Vim;Visual Studio;Visual Studio Code
Rider;Vim;Visual Studio;Visual Studio Code
Vim;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS
Azure Devops;Confluence;GitHub;Jira;Miro
Azure Devops;Confluence;GitHub;Miro
Azure Devops;Confluence;GitHub;Miro
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Direct messaging of users
Ask a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring
Documenting code;Predictive analytics
Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
No, since we also aim for maintainability which does not meet my quality standards yet
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Other Industry purpose (write in):
MCP servers
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have 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
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
GitHub MCP Server
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
116,015
null
29,569
29,570
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
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
29,570
29,571
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
13
Founder, technology or otherwise
null
null
null
null
Work
Costs are manageable NA
Availability of better alternatives NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
5
2
Italy
EUR European Euro
24,000
Yes
JavaScript;PHP;Python
JavaScript;PHP;Python
JavaScript;PHP;Python
NA NA
Yes
MariaDB;PostgreSQL
MariaDB;PostgreSQL
MariaDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Composer;Homebrew;npm;Terraform;Webpack
Amazon Web Services (AWS);Composer;Homebrew;npm;Terraform;Webpack
Amazon Web Services (AWS);Composer;Homebrew;npm;Terraform;Webpack
NA NA
Yes
Node.js;WordPress
Node.js;WordPress
Node.js;WordPress
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
MacOS;iOS
MacOS;Ubuntu;Android;iOS
GitHub;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Answer a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Generating content or synthetic data
Predictive analytics
Documenting code;Testing code;Deployment and monitoring
Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
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
null
27,844
null
29,571
29,572
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system)
4
Developer, mobile
20 to 99 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
29,572
29,573
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
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
8
Developer, back-end
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Costs are manageable NA
Outdated or obsolete technology or features NA
Computer Systems Design and Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Bosnia and Herzegovina
BAM Bosnia and Herzegovina convertible mark
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code
Testing code;Learning new concepts or technologies
null
Generating content or synthetic data
Other (write in):
I don't thinks so, i can use AI a lot, but i never feel like the AI is writing my whole projects
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
29,573
29,574
I used to be a developer by profession, but no longer am
65 years or older
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
3
Student
Less than 20 employees
null
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Lack of or sub-par API NA
Fintech
null
No
I have strongly considered changing my career and/or the industry I work in
9
6
Germany
EUR European Euro
15
null
Ada;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;TypeScript
Ada;Ruby;TypeScript
0 0
null
Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MongoDB;MySQL;SQLite
BigQuery;MariaDB;Microsoft Access;Microsoft SQL Server;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
null
NA NA
null
Amazon Web Services (AWS)
Ansible
null
NA NA
Yes
null
null
null
NA 689.99
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
Yes
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
Chat (people);Chat (bot/AI)
Ask a question NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;Predictive analytics
Deployment and monitoring
null
Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Other (write in):
It’s hard to understand how or why the code works
Hallo
Yes, I use AI agents at work daily
Yes, somewhat
Customer service support
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;Write in the most significant benefit if not listed above.
AI agents have reduced the time spent on specific development tasks.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
Redis;Fireproof
0
Vertex AI;Agno;Llama Index
null
Sentry;Galileo;Adversarial Robustness Toolbox (ART);Protect AI
null
ChatGPT;GitHub Copilot;Google Gemini;AgentGPT;Auto-GPT;Perplexity;Bolt.new;Amazon Codewhisperer
null
When I want to learn best practices;When I’m stuck and can’t explain the problem
1
17
null
29,574
29,575
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
18
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
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
29,575
29,576
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
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
17
Academic researcher
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Poor usability NA
Healthcare
null
No
I have strongly considered changing my career and/or the industry I work in
8
4
Germany
EUR European Euro
70,000
Yes
HTML/CSS;JavaScript;Python;Rust
null
null
NA NA
Yes
MariaDB;PostgreSQL;SQLite
null
null
NA NA
Yes
APT;Cargo;Docker;Make;npm;Pacman;Pip;Poetry
null
null
uv NA
Yes
FastAPI;Node.js;Vue.js
null
null
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Polars;Pydantic;uv
null
null
null
null
MacOS;Arch
Arch
Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
null
null
https://bbs.archlinux.org/ NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
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;Learning new concepts or technologies
Learning about a codebase;Creating or maintaining documentation
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec ...
null
null
null
null
null
null
null
null
null
null
null
null
81,210
null
29,576
29,577
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
null
null
null
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
29,577
29,578
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,578
29,579
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
23
DevOps engineer or professional
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
You like your manager NA
No
I have transitioned into a new career and/or industry involuntarily
1
1
Australia
AUD Australian dollar
180,000
Yes
Bash/Shell (all shells);C++;Rust;Scala
null
null
Nix, Daml, Haskell NA
Yes
PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Prometheus;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Continue NA
RAG
null
null
null
null
NixOS
NixOS
GitLab
null
null
Basecamp, Gitea NA
Stack Overflow;Discord;GitHub (public projects, not private repos);YouTube
null
null
Mastodon, Lobsters NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Videos
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
Definitely not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
Writing maintainable code, coming up with better architecture
117,017
8
29,579
29,580
I code primarily as a hobby
18-24 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Student
Attending school (full-time)
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
29,580
29,581
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podc...
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
29,581
29,582
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
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
5
Developer, front-end
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Developing specialized expertise NA
No
I have strongly considered changing my career and/or the industry I work in
1
1
Nigeria
NGN Nigerian naira
2,040,000
Yes
HTML/CSS;JavaScript;PHP
Swift;TypeScript
null
NA NA
Yes
MySQL
MongoDB;SQLite
null
NA NA
Yes
Amazon Web Services (AWS)
null
null
NA NA
Yes
Laravel;Node.js;React
null
null
NA NA
Yes
Visual Studio
null
null
NA NA
Google Gemini
null
null
null
null
Windows
null
null
null
null
NA NA
Stack Overflow;Reddit;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code
Deployment and monitoring;Predictive analytics
null
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
yes, vibe coding is very much part
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence
Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
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.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
1,317
5
29,582
29,583
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts
5
Developer, full-stack
null
null
null
No
null
null
null
Software Development
Solving real-world problems NA
Yes
null
null
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Chat (bot/AI)
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Committing and reviewing code
null
Testing code;Deployment and monitoring
null
Project planning;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Vector databases for AI applications
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
29,583
29,584
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)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Poor usability NA
Software Development
Control over the level of quality in projects NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Bangladesh
BDT Bangladeshi taka
600,000
Yes
HTML/CSS;JavaScript;PHP
HTML/CSS;JavaScript;PHP
HTML/CSS;JavaScript;PHP
NA NA
Yes
MySQL;SQLite
MySQL;SQLite
MySQL;SQLite
NA NA
Yes
Cloudflare;Digital Ocean
Cloudflare;Digital Ocean;Docker;Google Cloud;Vercel
Cloudflare;Digital Ocean
NA NA
Yes
Laravel;React;Vue.js;WordPress
Laravel;Node.js;Nuxt.js;React;Svelte;Vue.js;WordPress
Laravel;React;Vue.js;WordPress
NA NA
Yes
PhpStorm;Visual Studio Code;WebStorm
Claude Code;PhpStorm;Visual Studio Code;WebStorm
PhpStorm;Visual Studio Code;WebStorm
NA NA
Tailwind CSS 4;hostinger
Tailwind CSS 4;hostinger
Tailwind CSS 4;hostinger
null
null
Windows;MacOS;Android
Windows;MacOS;Android
null
null
null
NA NA
null
null
null
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
No
A few times per month or weekly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Message Boards
Browse content related to Q&A posts I recently viewed NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
Yes, I use AI agents at work daily
Yes, somewhat
null
Language processing
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
ChatGPT;Claude Code;Google Gemini
null
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Critical Thinking
4,909
8
29,584
29,585
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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);Blogs or podcasts
12
Developer, embedded applications or devices
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Good brand and public image NA
Ethical concerns NA
Software Development
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
2
Germany
EUR European Euro
62,400
Yes
C;C++;Go;JavaScript;Rust
C;Rust;Zig;Mojo;Gleam
C;Rust
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Docker
APT;Cargo;Docker
APT;Cargo;Docker
NA NA
No
null
null
null
NA NA
Yes
Cursor;RustRover;Windsurf
Aider;RustRover
RustRover
NA NA
Large Language Model;Google Gemini;Ollama
c++23
null
null
null
Windows;Ubuntu
Ubuntu
GitHub;GitLab;YouTrack
GitLab;YouTrack
GitLab;YouTrack
NA NA
Stack Overflow;Reddit;YouTube
Reddit;YouTube
Reddit;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Mistral AI models;Perplexity Sonar models
DeepSeek (R- Reasoning models);Meta Llama (all models);Mistral AI models;Perplexity Sonar models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Documenting code;Debugging or fixing code;Predictive analytics;Generating content or synthetic data
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):;It’s hard to understand how or why the code works
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
72,393
10
29,585
29,586
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
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
12
DevOps engineer or professional
500 to 999 employees
Individual contributor
Remote
No
null
null
null
Fintech
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Croatia
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,586
29,587
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
12
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
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
29,587
29,588
I used to be a developer by profession, but no longer am
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
7
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
14
Other (please specify):
100 to 499 employees
Individual contributor
In-person
No
Work
Other (please specify): Easy and quick to set up, easy to maintain, easy to explain
Other (please specify): AI
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
8
4
Spain
EUR European Euro
42,000
Yes
Java
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;iOS
Windows;Ubuntu;iOS
GitHub;Google Workspace
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
null
null
Twitter NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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 ab...
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;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
48,726
null
29,588
29,589
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
25
DevOps engineer or professional
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
null
Software Development
null
Yes
I have strongly considered changing my career and/or the industry I work in
30
30
Spain
EUR European Euro
42,000
Yes
Assembly;Bash/Shell (all shells);C;C#;Delphi;HTML/CSS;JavaScript;Python;Ruby;SQL
null
null
NA NA
Yes
Elasticsearch;InfluxDB;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
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
I’ve become less confident in my own problem-solving
No, I prefer programming traditional way.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Other (please specify):
Humanity
48,726
1
29,589
29,590
I am a developer by profession
35-44 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
29,590
29,591
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
10
DevOps engineer or professional
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Retail and Consumer Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
6
5
Netherlands
EUR European Euro
27,600
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;PHP;Rust;TypeScript
Bash/Shell (all shells);HTML/CSS;PHP;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite;Valkey
PostgreSQL;SQLite;Valkey
PostgreSQL;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);APT;Bun;Composer;Datadog;Digital Ocean;Docker;Google Cloud;Heroku;Homebrew;Kubernetes;npm;Pip;pnpm;Prometheus;Yarn
Amazon Web Services (AWS);Composer;Digital Ocean;Docker;Kubernetes;Prometheus;Yarn
Amazon Web Services (AWS);Composer;Digital Ocean;Docker;Kubernetes;Prometheus;Yarn
Pulumi Pulumi
Yes
Symfony;WordPress
Symfony
Symfony
NA NA
Yes
Nano;Visual Studio Code
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu
MacOS;Ubuntu
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
GitHub;Jira;Obsidian
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Writing code;Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Understanding how systems talk to each other and managing huge complex (human made) code bases
32,020
7
29,591
29,592
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
7
Developer, back-end
Less than 20 employees
null
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
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
29,592
29,593
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
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
29,593
29,594
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
42
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Germany
EUR European Euro
null
Yes
C;C#;C++;HTML/CSS;JavaScript;Perl;PHP;PowerShell
null
null
PL/SQL NA
Yes
MariaDB;MongoDB;Oracle
null
null
NA NA
Yes
Kubernetes;Make
null
null
NA NA
Yes
ASP.NET Core;Blazor;jQuery;Node.js
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;Debian
null
GitLab;Wikis
null
null
NA NA
Stack Overflow;YouTube
null
null
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Comment on Q&A posts NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Generating content or synthetic data
null
Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
not now
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;Data and analytics
null
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 improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
creative problem solving
null
5
29,594
29,595
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (10-19 hours per week)
19
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Books / Physical media
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
29,595
29,596
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)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
22
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Reputation for quality NA
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
29,596
29,597
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Books / Physical media
9
Academic researcher
I don’t know
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Poor usability NA
Healthcare
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
5
3
Germany
EUR European Euro
null
Yes
Python
Python
Python
NA NA
No
null
null
null
NA NA
Yes
Pip
Pip
Pip
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Google Gemini;Ollama
Polars;Ollama;uv
Ollama
null
null
Fedora
MacOS;Fedora
GitHub;Notion
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Twitch
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Generating content or synthetic data
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
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
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.
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 have ethical or security concerns about code
null
null
10
29,597
29,598
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Games or coding challenges;Schoo...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Games or coding challenges
20
Academic researcher
1,000 to 4,999 employees
People manager
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
29,598
29,599
I am a developer by profession
18-24 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
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
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)
8
DevOps engineer or professional
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
Ethical concerns NA
Internet, Telecomm or Information Services
null
No
I have somewhat considered changing my career and/or the industry I work in
9
12
Hungary
HUF Hungarian forint
13,000,000
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
Yes
Infrequently, less than once per year
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Ask a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
37,591
7
29,599
29,600
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Not employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
28
Developer, full-stack
null
null
null
null
Work
Easy-to-use API Low learning curve
Security or privacy concerns NA
null
Competitive pay and benefits Low stress environment
I'm not sure
I have strongly considered changing my career and/or the industry I work in
3
2
Netherlands
EUR European Euro
58,500
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
Go;HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
APT;Composer;Docker;Google Cloud;npm;Vite;Webpack;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Composer;Docker;Google Cloud;Kubernetes;npm;Terraform;Vite
APT;Composer;Docker;Google Cloud;npm;Vite
NA NA
Yes
jQuery;Laravel;Symfony;Vue.js
Drupal;jQuery;Laravel;React;Svelte;Symfony;Vue.js
jQuery;Laravel;Symfony;Vue.js
NA NA
Yes
Claude Code;Nano;PhpStorm;Sublime Text;Visual Studio Code;VSCodium
Android Studio;Nano;PhpStorm;Visual Studio Code;VSCodium
Nano;PhpStorm;Visual Studio Code;VSCodium
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Ubuntu;Android
Windows;MacOS
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn
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
Infrequently, less than once per year
Chat (people);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning new concepts or technologies
Committing and reviewing code;Predictive analytics
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not yet, but I have experimented with it
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Architectural skills, people skills, CI/CD.
67,869
3