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21,201
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
29
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)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
32
Architect, software or solutions
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Control over the level of quality in projects NA
Yes
I have somewhat considered changing my career and/or the industry I work in
7
3
United States of America
USD United States dollar
120,000
Yes
C;C#;C++;HTML/CSS;JavaScript
C#;C++
C#;C++
NA NA
Yes
Cosmos DB;Elasticsearch;Microsoft SQL Server;PostgreSQL;SQLite
Elasticsearch;Microsoft SQL Server
Elasticsearch;Microsoft SQL Server
Azure AI Cognitive Search, Lucene Azure AI Cognitive Search
Yes
Cloudflare;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet
Microsoft Azure;MSBuild;NuGet
Microsoft Azure;MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
Ultraedit Ultraedit
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;iOS;Debian;iPadOS
Windows;iOS;Debian
Azure Devops;GitHub;Wikis
Azure Devops;Wikis
Azure Devops;Wikis
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Coding challenges
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;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Predictive analytics;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No. It is a waste of time and only leads to poorly understood solutions.
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 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
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
Software architecture, understanding how systems actually work and being able to diagnose complex issues
120,000
5
21,201
21,202
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
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);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
10
Architect, software or solutions
10,000 or more employees
Individual contributor
null
No
Work
null
null
Software Development
null
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
Germany
EUR European Euro
80,000
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Neutral
About half of the time
No, but I plan to soon
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
92,812
null
21,202
21,203
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
11
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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
16
Developer, full-stack
20 to 99 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
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
10
10
Portugal
EUR European Euro
28,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lisp;Lua;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);C;Go;HTML/CSS;JavaScript;Lisp;Lua;Python;Rust;SQL;TypeScript;Zig
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Lisp;Lua;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;InfluxDB;MariaDB;PostgreSQL;Redis;SQLite;Pocketbase
Cassandra;DuckDB;Elasticsearch;InfluxDB;MariaDB;PostgreSQL;Redis;Snowflake;SQLite;Clickhouse;Cockroachdb;Pocketbase
Elasticsearch;InfluxDB;MariaDB;PostgreSQL;Redis;SQLite;Pocketbase
NA ScyllaDB
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Datadog;Docker;Make;npm;Pip;Prometheus;Webpack
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Docker;Make;pnpm;Podman;Poetry;Prometheus;Vite
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Docker;Make;Prometheus
NA NA
Yes
Express;Flask;Node.js;React;Svelte;Vue.js;WordPress
Deno;Express;FastAPI;Fastify;Node.js;React;Svelte;Vue.js;WordPress
Express;Node.js;React;Svelte;Vue.js;WordPress
NA NA
Yes
Cline and/or Roo;Cursor;Eclipse;Jupyter Notebook/JupyterLab;Neovim;Notepad++;Vim
Jupyter Notebook/JupyterLab;Neovim;Notepad++;Vim
Jupyter Notebook/JupyterLab;Neovim;Notepad++;Vim
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama;uv
Tailwind CSS 4;Large Language Model
null
null
Android;Debian;NixOS
Windows;Debian
Confluence;GitHub;Jira;Markdown File;Obsidian
Confluence;GitHub;Jira;Markdown File;Obsidian
Confluence;GitHub;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
No, not at all
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Documenting code;Testing code;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming
Not for now.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Debugging
32,484
8
21,203
21,204
I am learning to code
45-54 years old
null
Not employed
Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
6
Other (please specify):
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features Penerapan program yang berbelit-belit sehingga pada satu titik kearah financial Yang seharusnya layak saya dapatkan secara gratis mengingat kontribusi yang telah saya investasikan pada organisasi/perusahaan terkait.
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Malaysia
IDR Indonesian rupiah
null
Yes
JavaScript;Kotlin;PHP;PowerShell;Python;Rust;SQL;TypeScript;Visual Basic (.Net)
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;Ruby;Rust;SQL;TypeScript;Visual Basic (.Net)
JavaScript;Kotlin;PHP;PowerShell;Python;Rust;SQL;TypeScript;Visual Basic (.Net)
NA NA
Yes
BigQuery;Firebase Realtime Database;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL
BigQuery;Cloud Firestore;Databricks SQL;Elasticsearch;Firebase Realtime Database;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Amazon Redshift;Pocketbase
BigQuery;Firebase Realtime Database;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL
NA NA
Yes
Docker;Firebase;Google Cloud;Gradle;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Yarn
Amazon Web Services (AWS);Cargo;Cloudflare;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;Ninja;npm;NuGet;Pip;pnpm;Splunk;Terraform;Vercel;Webpack;Yandex Cloud;Yarn
Docker;Firebase;Google Cloud;Gradle;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Yarn
NA NA
null
AngularJS;ASP.NET;ASP.NET Core;Django;jQuery;Laravel;NestJS;Next.js;Node.js;WordPress
AngularJS;ASP.NET;ASP.NET Core;jQuery;Laravel;Next.js;Node.js;Nuxt.js;Phoenix;Ruby on Rails;Vue.js;WordPress
AngularJS;ASP.NET;ASP.NET Core;jQuery;Laravel;Next.js;Node.js;WordPress
NA NA
Yes
Android Studio;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PhpStorm;Rider;Visual Studio;Visual Studio Code
Android Studio;Claude Code;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PhpStorm;Rider;RustRover;Visual Studio;Visual Studio Code;WebStorm;Windsurf;Xcode
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PhpStorm;Rider;Visual Studio;Visual Studio Code
NA NA
Odoo;Google Gemini
.NET 8 or higher;c++23;hostinger;Odoo;Amazon Bedrock;Microsoft Fabric;Google Gemini;LangGraph;visionOS
Odoo;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;ChromeOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;Red Hat;ChromeOS
Asana;Azure Devops;GitHub;GitLab;Google Colab;Google Workspace;Microsoft Planner;Wikis
Asana;Azure Devops;GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Microsoft Planner;Stack Overflow for Teams;Trello;Wikis
Asana;Azure Devops;GitHub;GitLab;Google Colab;Google Workspace;Microsoft Planner;Wikis
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Company-sponsored forums
NA NA
null
Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Amazon Titan models;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Amazon Titan models;Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Search for answers
Documenting code;Predictive analytics;Creating or maintaining documentation;Other (write in):
Debugging or fixing code;Testing code
null
AI solutions that are almost right, but not quite
Ya
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;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
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.;Write in the most significant bene...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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...
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
null
GitHub MCP Server;ChromaDB;Weaviate
null
AutoGen (Microsoft);Zapier;Amazon Bedrock Agents
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Auto-GPT
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...
Sikap dan integritas
null
null
21,204
21,205
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.);Volunteering (regularly)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Other (please specify):
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;Other (please specify):;Books / Physic...
35
Other (please specify):
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API Excellent user support
Ethical concerns NA
Software Development
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
15
33
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Dart;Go;HTML/CSS;Java;JavaScript;Python;Ruby;SQL;Swift;TypeScript
null
null
NA NA
Yes
Elasticsearch;MariaDB;MySQL;Neo4J;PostgreSQL;Redis;SQLite;Cockroachdb
null
null
NA NA
Yes
Bun;Docker;Homebrew;IBM Cloud;Make;npm;Pip;pnpm;Podman;Vite;Yarn
null
null
NA NA
Yes
Astro;Express;Next.js;Node.js;Nuxt.js;React;Vue.js
null
null
NA NA
Yes
Cursor;Visual Studio Code;VSCodium;Xcode
null
null
NA NA
Large Language Model;RAG;Google Gemini;Ollama;LangGraph;uv
Large Language Model;RAG;Ollama;LangGraph;uv
Large Language Model;RAG;Ollama;LangGraph;uv
null
null
MacOS;iOS;Debian;Linux (non-WSL);iPadOS
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);Red Hat
Airtable;Asana;Confluence;GitHub;GitLab;Google Colab;Jira;Markdown File;Miro;Monday.com;Obsidian;Wikis
Airtable;GitHub;GitLab;Google Colab;Markdown File;Obsidian;Wikis
Airtable;GitHub;GitLab;Google Colab;Markdown File;Obsidian;Wikis
NA NA
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
GitHub (public projects, not private repos);Slack (public channels, not work)
mastodon NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Meta Llama (all models);Mistral AI models
null
null
Llava NA
No
Less than once every 2 - 3 months
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Coding challenges;Direct messaging of users
Directly open a Q&A post via search, documentation or a peer Only 1 as this question does not allow removal for 2 to 9
No, not at all
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Generating content or synthetic data
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Creating or maintaining documentation
null
Deployment and monitoring;Predictive analytics
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 weekly
No, but my development work has significantly changed due to non-AI factors
IT operations;Data and analytics;Customer service support
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
AI agents have helped me automate repetitive tasks.
null
AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.
Neo4j;GitHub MCP Server;ChromaDB;Milvus
null
CrewAI;IBM watsonx.ai;Llama Index;Ollama;LangChain;LangGraph
null
Adversarial Robustness Toolbox (ART)
null
Google Gemini
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Critical thinking and adaptive problem solving
null
5
21,205
21,206
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 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)
15
Data engineer
10,000 or more employees
Individual contributor
In-person
No
null
null
null
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
2
United States of America
USD United States dollar
290,000
Yes
Bash/Shell (all shells);JavaScript;Kotlin;Python;Scala;SQL
null
null
NA NA
Yes
MySQL;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle
null
null
NA NA
Yes
React
null
null
NA NA
Yes
Cline and/or Roo;IntelliJ IDEA;Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS;Linux (non-WSL)
null
Jira
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Chat (bot/AI)
null
No, not really
About half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Writing code;Committing and reviewing code
Documenting code;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation
MCP servers
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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.;The cost of using certain AI agent platforms is a barrier.
null
null
null
Amazon Bedrock Agents
null
null
Cline
Roo code (Roo-Cline);Amazon Codewhisperer
null
When I want to learn best practices;When I’m stuck and can’t explain the problem
People management, project management, problem describe and solving, system design, coding best practices
290,000
7
21,206
21,207
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
35
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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
40
AI/ML engineer
null
null
null
No
Work
Costs are manageable NA
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
5
0
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C++;Python
Rust
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
c++23
Large Language Model
null
null
null
Android;Linux (non-WSL)
Linux (non-WSL)
GitHub;Markdown File
null
null
NA NA
Hacker News;X;YouTube
Hacker News;X;YouTube
Hacker News;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);X Grok models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Predictive analytics
Learning about a codebase;Testing code;Deployment and monitoring
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No vibe coding but lots of collaborative AI coding
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Robotics
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.;AI agents...
AI agents have increased my productivity.
null
null
The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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...
null
null
null
null
null
null
null
null
null
When I want to learn best practices
Same skills as now except their power will be amplified.
null
8
21,207
21,208
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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);Stack Overflow or Stack Exchange
26
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Availability of better alternatives NA
Government
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
4
United States of America
USD United States dollar
193,701
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
Bash/Shell (all shells);Elixir;Go;HTML/CSS;Python;Swift;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Python;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL
Dynamodb;Elasticsearch;PostgreSQL
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Gradle;Homebrew;Make;Maven (build tool);Microsoft Azure;New Relic;npm;Pip;Terraform;Vite
Amazon Web Services (AWS);APT;Docker;Homebrew;New Relic;Splunk;Terraform;Vite
Amazon Web Services (AWS);APT;Docker;Homebrew;New Relic;Terraform;Vite
uv uv
Yes
Node.js;React
Drupal;React
React
NA NA
Yes
IntelliJ IDEA;PyCharm;Vim;WebStorm
IntelliJ IDEA;PyCharm;Vim;WebStorm;Xcode
IntelliJ IDEA;PyCharm;Vim;WebStorm
GoLand, Fleet GoLand, Fleet
Large Language Model;uv
Large Language Model;Amazon Bedrock;Ollama;uv
Large Language Model;uv
null
null
MacOS;iOS
MacOS;Ubuntu;iOS
Confluence;GitHub;Google Workspace;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian
GitHub;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian
GitHub;Lucid (includes Lucidchart);Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);Twitch;LinkedIn
Mastodon Mastodon
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Documenting code
null
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
A little bit. I've done it here and there, and have been impressed with the results. I do go back through what it generates and modify it.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
MCP servers
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;Write in the most significant benefit if not listed above.
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.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;Write in the most significant challenge if not listed above:
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
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
The "soft" skills will remain valuable. Also developing AI technologies themselves.
193,701
6
21,208
21,209
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
Volunteering (regularly)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Support engineer or analyst
10,000 or more 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 transitioned into a new career and/or industry voluntarily
10
5
Brazil
BRL Brazilian real
null
Yes
Perl;Python
null
null
NA NA
No
null
null
null
NA NA
Yes
Docker;Google Cloud
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Debian
Debian
GitLab;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;X;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
IT operations
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
AI agents have increased my productivity.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
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’m stuck and can’t explain the problem
Organization, Capacity of create a logical stream of thinking through the code and Capacity of understand the intentions on a code of other developer
null
null
21,209
21,210
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
36
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
45
Developer, front-end
500 to 999 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
20
5
United States of America
USD United States dollar
180,000
Yes
C#;F#;JavaScript;PowerShell;SQL;TypeScript
C#;PowerShell;Python;SQL;TypeScript
C#;PowerShell;SQL;TypeScript
NA NA
Yes
Cosmos DB;Microsoft SQL Server
Cassandra;Cosmos DB;Databricks SQL;Microsoft SQL Server;Redis
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Chocolatey;Docker;Microsoft Azure;MSBuild;NuGet
Docker;Microsoft Azure;MSBuild;NuGet
Docker;Microsoft Azure;MSBuild;NuGet
Winget Winget
Yes
Angular;ASP.NET;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Warp AI Terminal Warp AI Terminal
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Daily or almost daily
Videos;Chat (bot/AI)
Answer a question See my upvote status on Profile.
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Testing code;Creating or maintaining documentation
Other (write in):
Generating content or synthetic data
AI solutions that are almost right, but not quite;Other (write in):
No, I use AI to implement piecemeal molecular units that I integrate into a project[s]. I don't vibe code.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Cybersecurity;Other Industry purpose (write in):
Agent/multi-agent orchestration
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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.;Write in the most significant ben...
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.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
Warp Integrated AI Terminal
When I don’t trust AI’s answers;When I want to fully understand something;When I need quick help troubleshooting
Understanding development language patterns, paradigms, and similarities is crucial for applying future languages in projects. I took this course as a college course back in the 1980s, and I am still using it.
180,000
8
21,210
21,211
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
8
Student
null
null
null
null
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
5
3
Iceland
ISK Icelandic krona
null
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Lisp;Python;R;Rust;SQL
Bash/Shell (all shells);C;C++;HTML/CSS;Lisp;R;Rust;SQL
Bash/Shell (all shells);C;C++;HTML/CSS;Lisp;R;Rust;SQL
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
APT;Cargo;Make;npm;Pip
APT;Cargo;Make
APT;Cargo;Make
GNU Guix GNU Guix
No
null
null
null
NA NA
Yes
null
null
null
GNU Emacs GNU Emacs
c++23
c++23
c++23
null
null
Linux (non-WSL)
Linux (non-WSL)
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
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, and if I have anything to say about it it never will be.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
null
null
21,211
21,212
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
21
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Videos (not associated with specific online course or certification)
24
Developer, full-stack
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
2
Mexico
MXN Mexican peso
1,100,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;PHP;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;PHP;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;PHP;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Bun;Cloudflare;Composer;Digital Ocean;Docker;Microsoft Azure;npm;pnpm;Vite
Bun;Composer;Docker;Google Cloud;npm;pnpm;Terraform;Vite
Bun;Composer;Docker;npm;pnpm;Vite
NA NA
Yes
Express;Next.js;Node.js;React;Vue.js
Laravel;Node.js;Nuxt.js;React;Svelte;Vue.js
Node.js;React;Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
MacOS
Azure Devops;GitHub;Google Workspace;Jira;Miro
GitHub;Google Workspace;Jira;Miro
GitHub;Google Workspace;Jira;Miro
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
Documenting code;Search for answers
Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
It’s not
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
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
Programming skills that you learn by experience not by book. The ability to take quick decisions based on urgency or impact. Great understanding of programming concepts. Good code reviewing
57,903
10
21,212
21,213
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community)
No, I didn't spend time learning in the past year
null
2
Developer, front-end
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
21,213
21,214
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
17
Founder, technology or otherwise
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Security or privacy concerns 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
3
5
India
INR Indian rupee
null
Yes
HTML/CSS;JavaScript;PHP;SQL
Go;HTML/CSS;JavaScript;Kotlin;PHP;Python;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MySQL
Firebase Realtime Database;MariaDB;MySQL;SQLite
MariaDB;MySQL
NA NA
Yes
Google Cloud
Firebase;Google Cloud;Microsoft Azure;Netlify;npm;NuGet
Google Cloud
NA NA
Yes
jQuery;WordPress
jQuery;WordPress
jQuery;WordPress
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows;Android
Google Workspace
GitHub;Google Colab;Google Workspace
Google Workspace
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Logic games/puzzles;Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
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 want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
null
null
10
21,214
21,215
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Stack Overflow or Stack Exchange
3
Academic researcher
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Healthcare
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
21,215
21,216
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges;School (i.e., University, Colle...
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);Online Courses or Certification (includes all media types);Games or coding challenges
3
Developer, front-end
null
null
null
null
Personal Project
Good brand and public image NA
Poor usability NA
null
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Belgium
EUR European Euro
null
Yes
Assembly;Bash/Shell (all shells);C;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;TypeScript
Assembly;Bash/Shell (all shells);C;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Next.js;React
Next.js;React
Next.js;React
NA NA
null
Nano;Neovim;Notepad++;PyCharm;Trae;Vim;Visual Studio Code
Nano;Neovim;Vim;Visual Studio;Visual Studio Code
Nano;Neovim;Vim;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Fedora
Fedora
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models;X Grok models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;Perplexity Sonar models
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
null
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data
Predictive analytics
Creating or maintaining documentation
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
It’s hard to understand how or why the code works
A little bit but I don't let AI do all the work tho
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
null
null
null
null
21,216
21,217
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
20
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);Colleague or on-the-job training;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
21,217
21,218
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
Academic researcher
null
null
null
null
null
null
null
null
null
null
null
null
null
Germany
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
21,218
21,219
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Volunteering (regularly);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
13
Student
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Security or privacy concerns Use of AI
Other:
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
2
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
120
Yes
Bash/Shell (all shells);C;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;Python;Rust;TypeScript
HTML/CSS;Kotlin;Python;Rust;TypeScript
HTML/CSS;Kotlin;Python;Rust;TypeScript
NA NA
Yes
MariaDB;MySQL;Redis;SQLite
MariaDB;SQLite
MariaDB;SQLite
NA NA
Yes
Cargo;Cloudflare;Docker;Gradle;npm;Pip;pnpm;Vite
Cargo;Pip;pnpm;Vite
Cargo;Pip;pnpm;Vite
NA NA
Yes
Astro;Deno;Svelte
Astro;Svelte
Astro;Svelte
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;Visual Studio Code;VSCodium;Zed
Neovim;VSCodium
Neovim;VSCodium
NA NA
Google Gemini;Ollama
null
null
null
null
Android;Fedora
Fedora
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube
NA NA
Yes
Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;X Grok models
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Coding challenges;Direct messaging of users
Read and/or vote on comments for a Question or Answer I am interested in NA
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
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I 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
Writing code
163
0
21,219
21,220
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.)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
15
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Ethical concerns NA
Energy
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
0
Canada
CAD Canadian dollar
100,000
Yes
C#;Groovy;HTML/CSS;JavaScript;Python;SQL
HTML/CSS;JavaScript;Python;SQL
HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Elasticsearch;Microsoft SQL Server;Snowflake
Elasticsearch;Microsoft SQL Server;Snowflake
Elasticsearch;Microsoft SQL Server;Snowflake
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;npm
Amazon Web Services (AWS);Docker;Google Cloud;Microsoft Azure;npm
Amazon Web Services (AWS);Docker;Microsoft Azure;npm
NA NA
Yes
Angular;React
Angular;Django;React
Angular;React
NA NA
Yes
Visual Studio;Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Android
Windows;Linux (non-WSL)
Azure Devops;Stack Overflow for Teams
Azure Devops;Stack Overflow for Teams
Azure Devops;Stack Overflow for Teams
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);Bluesky;Kaggle;YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
null
null
Project planning
Learning about a codebase;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
I haven’t encountered any problems
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
Managing project that include multiple technologies. Managing AI's.
72,958
5
21,220
21,221
I code primarily as a hobby
18-24 years old
Primary/elementary school
Student
Volunteering (regularly);Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Developer, back-end
null
null
null
null
Personal Project
Robust and complete API NA
Outdated or obsolete technology or features NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
null
Yes
HTML/CSS;JavaScript;PHP;Python;Rust;TypeScript
Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;JavaScript;Kotlin;Rust;SQL;TypeScript;Zig
HTML/CSS;JavaScript;Rust;TypeScript
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;PostgreSQL
Cassandra;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MongoDB;PostgreSQL
NA NA
No
null
null
null
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
Cursor;IntelliJ IDEA;Notepad++;Visual Studio Code
RustRover;Visual Studio Code;WebStorm
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu;Debian
GitHub;Markdown File;Redmine;Wikis
Azure Devops;GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);Perplexity Sonar models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Project planning;Writing code;Deployment and monitoring;Learning new concepts or technologies
Documenting code;Predictive analytics;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
null
21,221
21,222
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
9
Developer, mobile
100 to 499 employees
People manager
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Healthcare
Opportunities to mentor and lead junior-level coworkers NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Poland
PLN Polish zloty
216,000
Yes
Bash/Shell (all shells);Dart;Kotlin;Python
Bash/Shell (all shells);Kotlin;Python;Rust
Bash/Shell (all shells);Kotlin;Python
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
Firebase;Gradle;Homebrew
Docker;Firebase;Gradle;Homebrew
Firebase;Gradle;Homebrew
fastlane fastlane
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio Code;Xcode
Android Studio;IntelliJ IDEA;Visual Studio Code
Android Studio;IntelliJ IDEA;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android
MacOS;Android;iOS
Confluence;Jira;Markdown File
Jira;Markdown File
Jira;Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Medium
Stack Overflow;GitHub (public projects, not private repos);Medium
NA NA
null
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
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
No, but I plan to soon
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Predictive analytics
Writing code;Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data
Testing code;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
It is not. It is useless with writing bigger chunks of code. It can help new technologies or writing test cases nothing more
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Thinking about architecture, how everything is connected, how to create great user experience
58,946
5
21,222
21,223
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
23
DevOps engineer or professional
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Poor usability NA
Energy
Recognition from leadership for your work NA
No
I have strongly considered changing my career and/or the industry I work in
11
4
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);Go;PowerShell;Python
Bash/Shell (all shells);Go;PowerShell;Python
HCL, Terraform HCL, Terraform
Yes
Dynamodb;PostgreSQL;Redis
Dynamodb;Elasticsearch;PostgreSQL;Redis;Amazon Redshift
Dynamodb;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Ansible;Chocolatey;Datadog;Docker;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Terraform
Amazon Web Services (AWS);Ansible;Chocolatey;Datadog;Docker;Microsoft Azure;Podman;Terraform
Amazon Web Services (AWS);Ansible;Chocolatey;Datadog;Docker;Microsoft Azure;Terraform
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File;Wikis
Azure Devops;GitHub;GitLab;Markdown File;Stack Overflow for Teams;Wikis
Azure Devops;GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;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
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering;Data and analytics
Multi-platform search enablement
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
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
null
null
2
21,223
21,224
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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)
38
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Media & Advertising Services
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
6
6
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
142,000
Yes
Go;Python
Go;Python;Zig
Go;Python
Roc Roc
Yes
DuckDB;PostgreSQL;Redis;SQLite
DuckDB;PostgreSQL;Redis;SQLite
DuckDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;npm;Pip;Podman;Prometheus
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;Podman;Prometheus
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;Podman;Prometheus
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code;Zed
Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
Ollama
Ollama
Ollama
null
null
MacOS;iOS;iPadOS;Fedora
MacOS;Fedora
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
NA NA
Yes
Anthropic: Claude Sonnet;Mistral AI models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
No
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Logic games/puzzles
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Language processing;Agent/multi-agent orchestration
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
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
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
Ollama
null
null
null
Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
193,321
9
21,224
21,225
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (part-time);Engaged in paid work (10-19 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
2
Engineering manager
Less than 20 employees
null
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Lack of or sub-par API NA
Other:
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
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
21,225
21,226
I used to be a developer by profession, but no longer am
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
12
Architect, software or solutions
10,000 or more employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
15
15
Germany
EUR European Euro
null
Yes
Java;JavaScript;PowerShell;Python;TypeScript
Java;JavaScript;PowerShell;Python;TypeScript
Java;JavaScript;PowerShell;Python;TypeScript
NA NA
Yes
Cloud Firestore;Dynamodb;MongoDB
Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;Oracle;Redis
Dynamodb;MongoDB
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Podman;Yarn
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Podman;Yarn
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm;Podman;Yarn
NA NA
Yes
React
Angular;React;Spring Boot
React
NA NA
Yes
Android Studio;Cline and/or Roo;Cursor;Sublime Text;Visual Studio Code
Android Studio;Claude Code;Cline and/or Roo;Sublime Text;Visual Studio Code
Android Studio;Cline and/or Roo;Sublime Text;Visual Studio Code
NA NA
Large Language Model;Google Gemini;Ollama
Large Language Model;Amazon Bedrock;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
null
null
MacOS;Android;iOS
MacOS;Ubuntu;Android;iOS
GitLab
Azure Devops;GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;X;YouTube
Stack Overflow;Stack Exchange;X;YouTube
Stack Overflow;Stack Exchange;X;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Message Boards
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Project planning;Committing and reviewing code;Deployment and monitoring
Testing code
null
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
yes.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs
null
null
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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 ...
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.;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.
null
Redis;Qdrant
null
CrewAI;Ollama;OpenRouter
null
Grafana + Prometheus
null
ChatGPT;Claude Code;Google Gemini;Roo code (Roo-Cline);Perplexity
null
I don’t think I’ll need help from people anymore
null
null
null
21,226
21,227
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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
35
Engineering manager
10,000 or more employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Fintech
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
15
10
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Python;Ruby;Rust;Scala;SQL;TypeScript
Bash/Shell (all shells);C#;Elixir;Erlang;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lua;Python;Rust;SQL;Swift;TypeScript
Bash/Shell (all shells);C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
NA NA
Yes
Cloud Firestore;Dynamodb;Firebase Realtime Database;H2;Microsoft SQL Server;MongoDB;MySQL;Oracle;Redis;SQLite;Valkey
BigQuery;Cassandra;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;Redis;Snowflake;SQLite;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
Dynamodb;Firebase Realtime Database;H2;Microsoft SQL Server;MongoDB;MySQL;Oracle;Redis;SQLite;Valkey
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Maven (build tool);MSBuild;npm;NuGet;Prometheus;Splunk;Terraform;Vite
Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Maven (build tool);Netlify;New Relic;npm;NuGet;Prometheus;Splunk;Terraform;Vite
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Maven (build tool);npm;NuGet;Prometheus;Splunk;Terraform;Vite
NA NA
Yes
ASP.NET Core;Django;Express;FastAPI;Flask;Laravel;Next.js;Node.js;React;Spring Boot;Vue.js
Angular;AngularJS;Express;FastAPI;Flask;Next.js;Node.js;React;Spring Boot;Vue.js
Express;FastAPI;Flask;Next.js;Node.js;React;Spring Boot;Vue.js
NA NA
Yes
Eclipse;IntelliJ IDEA;Notepad++;Rider;Sublime Text;Visual Studio;Visual Studio Code
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
IntelliJ IDEA;Sublime Text;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;Large Language Model;Amazon Bedrock;RAG;Microsoft Fabric;Google Gemini;Ollama;LangGraph;visionOS
Tailwind CSS 4
null
null
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL);Arch;iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL)
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;YouTrack
Confluence;GitHub;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;YouTrack
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;YouTrack
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Company-sponsored forums
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasonin...
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Chat (people);Message Boards;Long-form articles;Videos;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
Learning about a codebase;Testing code;Predictive analytics
Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes, it is. Because if the "Prompt Engineering" is kind of an engineering, we need to give to the "Vibe Coding" to be a part of professional development work. At the end of the day it is all about helping humans to thrive using this tooling (computers).
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
Language processing
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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...
Emotional intelligence, Ethics and Ethical understanding/application, Security and Privacy, Sustainability in all works.
null
9
21,227
21,228
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp;Games or coding challenges;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
3
Student
null
null
null
null
School
Reputation for quality NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
4
Colombia
COP Colombian peso
null
Yes
HTML/CSS;JavaScript;Python
C;C#;C++;PHP;PowerShell;SQL
null
NA NA
No
null
null
null
NA NA
Yes
Google Cloud
Amazon Web Services (AWS)
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
Windows
GitHub;GitLab;Google Colab
null
null
NA NA
Stack Overflow;Discord;Reddit;X;YouTube;Twitch;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
No
Infrequently, less than once per year
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
No, not at all
About half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Committing and reviewing code;Creating or maintaining documentation
Project planning
Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
Language processing
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time 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
null
Fireproof;LanceDB;Weaviate
null
AutoGen (Microsoft);IBM watsonx.ai;Martian
null
Honeycomb;Metero;arize;helicone
null
ChatGPT;AgentGPT;Auto-GPT
null
When I want to learn best practices;When I need help fixing complex or unfamiliar code
null
null
null
21,228
21,229
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
3
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
12
5
Singapore
SGD Singapore dollar
74,400
Yes
HTML/CSS;Java;JavaScript;TypeScript
C;Zig
null
NA NA
Yes
H2;PostgreSQL
InfluxDB;Neo4J
null
NA NA
Yes
Docker;Homebrew;Maven (build tool);npm;pnpm
null
null
NA NA
Yes
NestJS;Next.js;React;Spring Boot
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
MacOS
Confluence;GitHub;GitLab;Jira;Miro
null
null
NA NA
Stack Overflow;YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
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
Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
null
I don’t use AI tools regularly
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
AI agents have improved the quality of my code.
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 ...
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Problem solving
58,115
9
21,229
21,230
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
45
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);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
45
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
null
null
null
Other:
Working with new technologies and tools NA
No
I have neither consider or transitioned into a new career or industry
5
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
45,000
Yes
C#;Groovy;HTML/CSS;JavaScript;PowerShell;Python;SQL
C#;Groovy;HTML/CSS;JavaScript;PowerShell;Python;SQL
C#;Groovy;HTML/CSS;JavaScript;PowerShell;Python;SQL
NA NA
Yes
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
Cosmos DB;Microsoft SQL Server
NA NA
Yes
Microsoft Azure;MSBuild;NuGet;Terraform
Docker;Microsoft Azure;MSBuild;NuGet;Terraform
Microsoft Azure;MSBuild;NuGet;Terraform
NA NA
Yes
Angular
Angular
Angular
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
GitLab;Jira
GitHub;Jira
Jira
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Testing code;Deployment and monitoring
null
null
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
Yes, this is becoming my preferred way to work for supporting scripts. I would certainly consider using it for application coding too.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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
null
null
null
null
null
ChatGPT;GitHub Copilot
null
I don’t think I’ll need help from people anymore
null
61,264
10
21,230
21,231
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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);AI CodeGen tools or AI-enabled apps;Coding Bootcamp
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
10
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
21,231
21,232
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
30
Data scientist
20 to 99 employees
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
You like your manager NA
No
I have transitioned into a new career and/or industry voluntarily
5
5
United States of America
USD United States dollar
90,000
Yes
Python;TypeScript
Python;TypeScript
Python;TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL;SQLite;Supabase
MongoDB;PostgreSQL;SQLite;Supabase
MongoDB;PostgreSQL;SQLite;Supabase
gel gel
Yes
Cloudflare;Docker;Supabase
Cloudflare;Docker;Supabase
Cloudflare;Docker;Supabase
NA NA
No
null
null
null
NA NA
Yes
Vim;Visual Studio Code
Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
Large Language Model;Pydantic;RAG;Google Gemini
Large Language Model;Pydantic;RAG;Google Gemini
Large Language Model;Pydantic;RAG;Google Gemini
null
null
NixOS
NixOS
Clickup;GitHub;Linear
GitHub
GitHub
Zoho Zoho
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;LinkedIn
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);X Grok models
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Documenting code;Committing and reviewing code
null
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code
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
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;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.
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
Algorithmic thinking
90,000
10
21,232
21,233
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
10
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);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
17
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Ethical concerns NA
Fintech
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
20
15
Georgia
GEL Georgian lari
14,000
Yes
JavaScript;Python
Python
Python
NA NA
Yes
BigQuery;MySQL;PostgreSQL;Redis
null
null
ScyllaDB NA
Yes
Amazon Web Services (AWS);APT;Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;Pip;Poetry
Amazon Web Services (AWS);APT;Digital Ocean;Docker;Google Cloud;Pip;Poetry
Amazon Web Services (AWS);APT;Digital Ocean;Docker;Google Cloud;Pip;Poetry
NA NA
Yes
FastAPI;Flask;Vue.js
Django;FastAPI;Flask;Vue.js
FastAPI;Flask;Vue.js
NA NA
Yes
Cursor;PyCharm;VSCodium;Zed
Cursor;PyCharm;VSCodium;Zed
Cursor;PyCharm;VSCodium;Zed
NA NA
Pydantic;Google Gemini;Ollama
Pydantic;Ollama;uv
Pydantic;Ollama
null
null
Linux (non-WSL)
MacOS;Linux (non-WSL)
GitHub;GitLab;Jira;Markdown File;Miro;Obsidian
GitHub;GitLab;Markdown File;Miro;Obsidian
GitHub;GitLab;Markdown File;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Job board;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Testing code;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Learning about a codebase;Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
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 accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
Ollama
null
null
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
5,147
8
21,233
21,234
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
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
21,234
21,235
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
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
14
Data scientist
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
21,235
21,236
I am a developer by profession
35-44 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
21,236
21,237
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Blogs or podcasts;Other (please specify):
No, I didn't spend time learning in the past year
null
20
DevOps engineer or professional
null
null
null
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
null
5
Germany
EUR European Euro
null
Yes
Rust
Rust
Rust
NA NA
No
null
null
null
NA NA
Yes
Ansible;Cargo;Poetry
Ansible;Cargo
Ansible;Cargo
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Arch
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
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.;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.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
null
creativity
null
null
21,237
21,238
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
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
3
Developer, full-stack
null
null
null
No
Work
Easy-to-use API NA
Poor usability NA
Software Development
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Mexico
MXN Mexican peso
192,000
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 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10,107
9
21,238
21,239
I used to be a developer by profession, but no longer am
45-54 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
8
Project manager
500 to 999 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Media & Advertising Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
12
Germany
EUR European Euro
3,730
Yes
Bash/Shell (all shells);C++
Python
null
NA NA
Yes
null
null
null
Metakit NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Nano
null
null
NA NA
null
null
null
null
null
Linux (non-WSL)
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question 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
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
4,327
null
21,239
21,240
I am learning to code
18-24 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
null
null
Yes, I am new to coding or currently a student
Stack Overflow or Stack Exchange
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
21,240
21,241
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
26
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Poor usability NA
Insurance
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
3
5
United States of America
USD United States dollar
225,000
Yes
Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL;TypeScript
svelte, angular NA
Yes
Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis;Snowflake
Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis
Dynamodb;Elasticsearch;MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Ansible;Composer;Datadog;Digital Ocean;Docker;Homebrew;Kubernetes;New Relic;npm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Composer;Datadog;Digital Ocean;Docker;Homebrew;New Relic;npm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Composer;Datadog;Digital Ocean;Docker;Homebrew;New Relic;npm;Vercel;Vite;Webpack;Yarn
NA NA
Yes
Angular;AngularJS;Express;Fastify;NestJS;Next.js;Node.js;React;Svelte
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android;iOS;Debian;Red Hat
MacOS
Confluence;GitHub;GitLab;Jira;Markdown File;Miro;Notion
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Deployment and monitoring;Search for answers;Creating or maintaining documentation
Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Business process automation;Data and analytics
Integration with external agents and APIs;Personalized agent creation
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 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 accelerated my learning about new technologies or codebases.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
writing specialized or complex code, software performance, usability, accessibility
225,000
9
21,241
21,242
I code primarily as a hobby
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;School (i.e...
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);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
2
Founder, technology or otherwise
Less than 20 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United States of America
USD United States dollar
275,000
Yes
HTML/CSS;Python
HTML/CSS;Python
HTML/CSS;Python
NA NA
Yes
SQLite
PostgreSQL;SQLite
SQLite
NA NA
Yes
Homebrew;Pip;Vercel
Cloudflare;Docker;Heroku;Homebrew;Pip;Poetry;Railway;Vercel
Homebrew;Pip;Vercel
PythonAnywhere PythonAnywhere
Yes
Django
Django
Django
HTMX HTMX
Yes
Bolt;PyCharm
Cursor;PyCharm;Visual Studio;Visual Studio Code;VSCodium;Windsurf
PyCharm
Cody Cody
null
null
null
HTMX
HTMX
MacOS;Ubuntu;Android;iOS;Debian
MacOS;iOS
GitHub;Google Workspace
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (bot/AI);Other (write in):
Ask a question NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
null
null
Learning about a codebase;Writing code;Documenting code;Testing code;Search for answers
Other (write in):
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics;Marketing
null
null
null
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Cody,
null
null
null
null
ChatGPT;Replit;v0.dev;Bolt.new;Cody
null
When I don’t trust AI’s answers;When I want to learn best practices
Ability to do good code review. Ability to plan out and think about architecture. More product and design: what is actually valuable to customers, how to provide feedback on design, ux, etc.
275,000
null
21,242
21,243
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
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);Videos (not associated with specific online course or certification)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
11
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing 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
8
8
Guatemala
GTQ Guatemalan quetzal
96,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
NodeJS NA
Yes
Dynamodb;Elasticsearch;MongoDB;MySQL
Dynamodb;Elasticsearch;MongoDB;MySQL
Dynamodb;Elasticsearch;MongoDB;MySQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;npm;Pip
Amazon Web Services (AWS);Digital Ocean;npm;Pip
Amazon Web Services (AWS);Digital Ocean;npm;Pip
Fly.io NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio;WebStorm
Notepad++;WebStorm
Notepad++;WebStorm
NA NA
null
null
null
null
null
Windows;iOS
Windows;Ubuntu;Debian
Coda;GitHub;Obsidian;YouTrack
GitHub;Obsidian;YouTrack
GitHub;Obsidian;YouTrack
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Documenting code;Testing code;Predictive analytics
Learning about a codebase;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No, I handle most of the coding and only use LLM for small parts
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
Logic, architecture
12,492
6
21,243
21,244
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media
17
Data engineer
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Poor usability NA
Other:
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
2
Ukraine
UAH Ukrainian hryvnia
2,700,000
Yes
Bash/Shell (all shells);Java;Python;SQL
Bash/Shell (all shells);Go;Java;MicroPython;Python;Rust;SQL
Bash/Shell (all shells);Java;Python;SQL
NA NA
Yes
PostgreSQL;Snowflake;SQLite
PostgreSQL;Snowflake
PostgreSQL;Snowflake
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Pip;Poetry
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud
NA NA
Yes
FastAPI;Flask
FastAPI
FastAPI
NA NA
Yes
IntelliJ IDEA;Sublime Text
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Sublime Text
IntelliJ IDEA;Sublime Text
NA NA
Large Language Model;Pydantic;Google Gemini;Ollama
Large Language Model;Pydantic;Google Gemini;Ollama
Large Language Model;Pydantic;Google Gemini;Ollama
null
null
Windows;MacOS;iOS;iPadOS
MacOS;Ubuntu
Clickup;GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
evernote evernote
Stack Overflow;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (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
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Project planning;Deployment and monitoring
Generating content or synthetic data
Testing code;Predictive analytics
Documenting code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me 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 accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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
Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
system thinking
64,709
7
21,244
21,245
I used to be a developer by profession, but no longer am
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
None of the above
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Books / Physical media
35
Retired
null
null
null
null
Personal Project
Robust and complete API NA
Availability of better alternatives NA
null
null
null
null
null
5
Canada
CAD Canadian dollar
null
Yes
C#;C++;JavaScript;Python;TypeScript
null
null
NA NA
Yes
MariaDB;SQLite
null
null
NA NA
Yes
Docker;Google Cloud
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
GitHub
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Videos
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
null
null
null
21,245
21,246
I am a developer by profession
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, 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);Books / Physical media
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
40
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality Quality documentation
Availability of better alternatives Susteinability
Manufacturing
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
15
10
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;C++;Java;Lisp;MATLAB;Python;Rust
Bash/Shell (all shells);Java;Lisp;Python;Rust
Bash/Shell (all shells);Java;Lisp;Python;Rust
Scheme, TLA+, Coq
Yes
InfluxDB;MySQL;SQLite
InfluxDB;MySQL;SQLite
InfluxDB;MySQL;SQLite
NA NA
Yes
Cargo;Make;Pacman;Pip
Cargo;Make;Pacman;Pip
Cargo;Make;Pacman;Pip
Guix Package Manager Guix Package Manager, Guix System
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Debian;Linux (non-WSL);Arch
Ubuntu
GitLab;Jira;Markdown File;Wikis
GitLab;Markdown File;Wikis
GitLab;Markdown File;Wikis
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Other (write in):
Other (write in): The interesting part is the reasoning, not the answer
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
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.;Write in the most significant challenge if not listed above:
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
Other (please specify):
logical thinking, capability to communicate about and truly understand requirements, and true creativity which solves real problems
null
8
21,246
21,247
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
29
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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
39
Developer, full-stack
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
12
4
United States of America
USD United States dollar
250,000
Yes
C#;HTML/CSS;JavaScript;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;MySQL;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Microsoft Azure;MSBuild;npm;NuGet
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor
null
null
NA NA
Yes
Cursor;Lovable.dev;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
Azure Devops;Confluence;GitHub;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Trello
null
null
NA NA
Stack Overflow;X;YouTube
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
About half of the time
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Generating content or synthetic data
Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Testing code;Committing and reviewing code
Learning about a codebase;Creating or maintaining documentation
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no, I actually write code
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Marketing
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have 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 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.
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 need quick help troubleshooting
Gardening, Animal Husbandry, Marksmanship, Combat Tactics, Field Medicine
250,000
3
21,247
21,248
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Transitioning to retirement (gradually reducing work hours)
47
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
50
Developer, desktop or enterprise applications
null
null
null
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
3
1
United States of America
USD United States dollar
220,000
Yes
C#;Fortran;Lua;PowerShell;Python;SQL;TypeScript
C#;PowerShell;Rust;SQL;TypeScript
C#;PowerShell;SQL;TypeScript
NA NA
null
Microsoft Access;Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
Yes
Blazor
Blazor;FastAPI
Blazor
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Generating content or synthetic data
Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
Testing code
null
I don’t use AI tools regularly
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Language processing
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Problem solving. Seeing a real world problem and being able to synthesize the steps to solve it effectively, ethically and fiscally reseponsible.
220,000
9
21,248
21,249
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
2
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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;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)
2
Other (please specify):
null
null
null
No
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
15
5
Ukraine
UAH Ukrainian hryvnia
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;Ruby;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
NA NA
Yes
MongoDB;MySQL;Oracle;PostgreSQL;SQLite
MongoDB;MySQL;Oracle;PostgreSQL;SQLite
MongoDB;MySQL;Oracle;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Heroku;IBM Cloud;Pip
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;Kubernetes;Microsoft Azure;Netlify;Pip;Splunk
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Heroku;Pip
NA NA
Yes
Angular;AngularJS;Next.js;Node.js;WordPress
Angular;AngularJS;FastAPI;jQuery;Next.js;Node.js;React;Ruby on Rails;Spring Boot;Vue.js;WordPress
Angular;AngularJS;Next.js;Node.js;WordPress
NA NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio Code
Android Studio;Notepad++;Sublime Text;Visual Studio Code
Android Studio;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Debian
Windows;Android;Windows Subsystem for Linux (WSL);Debian
GitHub;Google Workspace;Jira
Azure Devops;GitHub;GitLab;Markdown File;Obsidian
GitHub
NA NA
Stack Overflow;Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Project planning;Documenting code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Code review
null
null
21,249
21,250
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
12
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);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
15
Developer, mobile
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
21,250
21,251
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
17
AI/ML engineer
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
Robust and complete API NA
Prohibitive pricing NA
Other:
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
3
United States of America
USD United States dollar
151,000
Yes
Bash/Shell (all shells);Elixir;Java;JavaScript;Python;SQL
Rust
null
NA NA
Yes
MySQL;PostgreSQL;SQLite;Supabase
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Make;npm;Pip;Poetry;Yarn
null
null
uv NA
No
null
null
null
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
null
null
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;LangGraph;uv
null
null
null
null
MacOS
null
GitHub;Jira;Miro;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
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
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Committing and reviewing code;Predictive analytics
Documenting 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
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have accelerated my learning about new technologies or codebases.
null
I have concerns about the security and privacy of data when using AI agents.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
supabase;pgvector;mem0
null
Llama Index;LangChain;LangGraph
null
Sentry;LangSmith;Langfuse
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 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
Requirements verification and interface with design processes
151,000
8
21,251
21,252
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types)
10
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
21,252
21,253
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Attending school (part-time)
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)
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
21,253
21,254
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
5
Project manager
null
null
null
No
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Fintech
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
20
Kazakhstan
KZT Kazakhstani tenge
10,000,000
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
IntelliJ IDEA;Notepad++
NA NA
c++23;Google Gemini
c++23;Large Language Model;Amazon Bedrock;Google Gemini
c++23;Google Gemini
null
null
Windows;Android
Windows;Android;Red Hat
GitHub;Google Workspace
Azure Devops;GitHub;Jira;Trello
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Chat (bot/AI)
Answer a question NA
No, not really
About half of the time
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Other (write in):
null
Writing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
null
I don’t use AI tools regularly;It’s hard to understand how or why the code works
no.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;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 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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
deep learning. meaning, thinking
19,307
null
21,254
21,255
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;School (i.e., Univer...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
14
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
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Other (please specify): Fully Remote
No
I have somewhat considered changing my career and/or the industry I work in
13
14
United States of America
USD United States dollar
125,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;Rust;Swift;TypeScript
Bash/Shell (all shells);C#;GDScript;HTML/CSS;Rust;Swift;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Rust;Swift;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Homebrew;Microsoft Azure;npm;NuGet;Pip;pnpm;Vite;Webpack
Cargo;Homebrew;npm;NuGet;Vite
Cargo;Homebrew;npm;NuGet;Vite
github actions github actions
Yes
ASP.NET Core;Express;Node.js;React
Node.js;React;Vue.js
Node.js;React
NA NA
Yes
Nano;Neovim;Vim;Visual Studio;Visual Studio Code;Xcode
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Ollama
Large Language Model;Ollama;visionOS
Large Language Model;Ollama
null
null
MacOS;Ubuntu;Android;iOS;iPadOS
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Jira;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
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
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Message Boards;Coding challenges;Logic games/puzzles;Direct messaging of users;Job board;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Predictive analytics
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No, every time I try it, I never get anything close to what I actually want, and it takes more time to dink around with the AI anyway ¯\_(ツ)_/¯
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering
Language processing;Integration with external agents and APIs
null
AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
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
Ollama
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 want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Problem solving will always be important. Also being able to design and having a good work ethic
125,000
6
21,255
21,256
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);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;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;School (i.e., University, College, etc)
4
Student
null
null
null
null
School
Robust and complete API NA
Prohibitive pricing NA
null
Developing specialized expertise NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
Portugal
EUR European Euro
null
Yes
C;C#;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;SQL;TypeScript
C;C#;C++;Java;Python;Rust;SQL
C;C#;C++;Java;Python;SQL
NA NA
Yes
Dynamodb;MongoDB;MySQL;PostgreSQL;Supabase
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Composer;Docker;Gradle;Make;Maven (build tool);NuGet;Pacman;Pip;Supabase;Yarn
Chocolatey;Composer;Docker;Gradle;Make;Maven (build tool);NuGet;Pacman;Pip;Yarn
Chocolatey;Composer;Docker;Gradle;Make;Maven (build tool);NuGet;Pacman;Pip;Yarn
NA NA
Yes
Angular;Node.js;Spring Boot
Angular;Node.js;Spring Boot
Angular;Node.js;Spring Boot
NA NA
Yes
Android Studio;Claude Code;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code
Android Studio;Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code
Android Studio;Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Vim;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;Arch
Windows;Arch
GitHub;Google Workspace;Miro;Obsidian;Trello
GitHub;Google Workspace;Miro;Obsidian;Trello
GitHub;Google Workspace;Miro;Obsidian;Trello
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Direct messaging of users;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
About half of the time
Yes, I use AI tools daily
Unfavorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Deployment and monitoring
Committing and reviewing code;Predictive analytics
null
Search for answers
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
In a part, yes, but not fully. In my professional work, I only use it for basic stuff, I don't trust the AI to handle more complex environments. When it comes to writing actual codebases with complex logic, I think AI-based code does not meet all the requirements needed.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics;Cybersecurity
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
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 compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
I believe that the business model in code will be a skill that humans still will do better, also, there is a need to program the AI models, so we need developers to do that. And an AI is not always 100% correct, we still need to have the capacity to review code before its usage.
null
7
21,256
21,257
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);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
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
40
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Other (please specify): FOSS Software
Ethical concerns Commercial software
Government
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
20
20
Brazil
BRL Brazilian real
250,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Rust;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;SQL
NA NA
Yes
MySQL;PostgreSQL;Redis;SQLite
MySQL;PostgreSQL;Redis;SQLite;Valkey
MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;npm;Yarn
Amazon Web Services (AWS);APT;Docker;Yarn
Amazon Web Services (AWS);APT;Docker;Yarn
NA NA
Yes
Angular;Express;NestJS;Node.js;React
Angular;Express;NestJS;Node.js;React;Vue.js
Angular;Express;NestJS;Node.js;React
NA NA
Yes
Eclipse;Vim
Eclipse;Neovim;Vim;Zed
Eclipse;Vim
NA NA
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
Tailwind CSS 4;Large Language Model
null
null
Linux (non-WSL)
Linux (non-WSL)
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Writing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Testing code
Learning about a codebase
Debugging or fixing code;Search for answers
I haven’t encountered any problems
no
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
Other (please specify):;I don’t think I’ll need help from people anymore
knowledge
45,509
9
21,257
21,258
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
7
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Availability of better alternatives NA
Banking/Financial 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
21,258
21,259
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
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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)
20
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Other:
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
105,000
Yes
Bash/Shell (all shells);C;C#;Groovy;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
C;C#;Python;Rust;TypeScript
C;C#;Python;TypeScript
NA NA
Yes
InfluxDB;MariaDB;PostgreSQL;Redis;SQLite
Elasticsearch;MongoDB;Supabase
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Chocolatey;Datadog;Docker;Gradle;Homebrew;Kubernetes;Make;MSBuild;npm;NuGet;Pacman;Pip;Poetry;Vite;Yarn
Amazon Web Services (AWS);Ansible;Cargo;Chocolatey;Datadog;Docker;Homebrew;Kubernetes;npm;Pacman;Pip;Prometheus;Supabase;Terraform;Vite;Yarn
Amazon Web Services (AWS);Ansible;Cargo;Chocolatey;Datadog;Docker;Homebrew;Kubernetes;npm;Pacman;Pip;Vite;Yarn
uv NA
Yes
Django;FastAPI;Flask;Next.js;Node.js;React
FastAPI;Next.js;React
FastAPI;Next.js;React
NA NA
Yes
Claude Code;Cursor;Visual Studio;Visual Studio Code
Claude Code;Cursor;Visual Studio Code;Windsurf
Claude Code;Cursor;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;Shadcn/ui;uv
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;Shadcn/ui;uv
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini;Shadcn/ui;uv
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;iPadOS
MacOS;Windows Subsystem for Linux (WSL);iOS
GitHub;Markdown File;Obsidian
Confluence;GitLab;Jira
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose 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 10 and 15 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code
null
Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Predictive analytics;Search for answers
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Other (write in):
Yes, it is
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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 a...
null
null
null
null
null
null
null
GitHub Copilot;Microsoft Copilot
null
When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Reviewing of the generated code and verify that the overall software architecture stays maintainable
121,815
7
21,259
21,260
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)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
20
Developer, front-end
5,000 to 9,999 employees
People manager
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Prohibitive pricing NA
Healthcare
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
null
Germany
EUR European Euro
100,000
No
null
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
Tailwind CSS 4
null
null
null
Spring Boot
Windows
null
GitLab
null
null
NA NA
Reddit;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
null
null
null
null
null
null
null
null
No, and I don't plan to
Favorable
Highly distrust
Very well at handling complex tasks
null
null
Learning new concepts or technologies
Generating content or synthetic data
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
116,015
4
21,260
21,261
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.);Engaged in paid work (20-29 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
41
Developer, desktop or enterprise applications
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
180,000
Yes
C;C#;C++;HTML/CSS;JavaScript;Perl;PHP;PowerShell;Python;R
null
null
NA NA
No
null
null
null
NA NA
Yes
Microsoft Azure;NuGet
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
Azure Devops
null
null
NA NA
Stack Overflow;Stack Exchange
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (bot/AI)
null
Neutral
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
180,000
7
21,261
21,262
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
16
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);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
10
Engineering manager
20 to 99 employees
People manager
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
4
2
United States of America
USD United States dollar
172,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby
Bash/Shell (all shells);JavaScript;Ruby;TypeScript
Bash/Shell (all shells);JavaScript;Ruby
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Docker;Homebrew;Kubernetes
Docker
Docker
NA NA
Yes
Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Visual Studio Code;Zed
Zed
Zed
NA NA
Amazon Bedrock
null
null
null
null
MacOS;iOS
MacOS;iOS
GitHub;Markdown File
null
null
NA NA
Discord;Reddit;Hacker News;Bluesky;LinkedIn
Discord;Reddit;Hacker News;LinkedIn
Discord;Reddit;Hacker News;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
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
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
null
Project planning;Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
I would say that I have tried "vibe" coding and it doesn't work very well. In fact, I'd say that it often wastes time. I'm more effective with targeted solutions that I copy and integrate into existing or handwritten code.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
All the skills that are important now. We will just be able to get better answers sooner. To be a good senior/architect you need to know how to do things manually so that you can check that AI is doing its' job well.
172,000
null
21,262
21,263
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)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
20
Developer, mobile
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
Costs are manageable NA
Availability of better alternatives NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
25
United States of America
USD United States dollar
60,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript
Lua;Rust
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Astro;Django;Drupal;jQuery;Laravel;Node.js
Express;Fastify;Svelte
null
NA NA
Yes
Android Studio;Eclipse;Visual Studio;Visual Studio Code;Xcode
Neovim;Vim;Zed
null
NA NA
Tailwind CSS 4
Google Gemini;Shadcn/ui;Ollama;visionOS
null
null
null
Windows
MacOS
Confluence;GitHub;Google Colab;Jira
Stack Overflow for Teams
null
NA NA
Reddit;YouTube
Stack Overflow
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
X Grok models
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Job board
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Debugging or fixing code;Generating content or synthetic data
Project planning
Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation
null
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
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 monthly or infrequently
Yes, somewhat
Software engineering
Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have 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 collaboration within my team.;Write in the most significant benefit if not listed above.
AI agents have helped me solve complex problems more effectively.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;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.
Neo4j;GitHub MCP Server;ChromaDB;supabase
null
IBM watsonx.ai;Llama Index;Amazon Bedrock Agents
null
Sentry;Metero;Grafana + Prometheus;Protect AI
null
GitHub Copilot;AgentGPT;Auto-GPT;Glean (Enterprise Agents)
null
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
Communication, architecture and systems design, problem identification
60,000
8
21,263
21,264
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
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;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
13
Academic researcher
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives Use of AI/AI Agents
Software Development
null
No
I have neither consider or transitioned into a new career or industry
7
3
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;HTML/CSS;Java;Python
Bash/Shell (all shells);C;COBOL;Go;HTML/CSS;Java
Bash/Shell (all shells);C;HTML/CSS;Java
NA NA
Yes
MySQL
Cassandra;MySQL
MySQL
NA NA
Yes
APT;Gradle;Make;Maven (build tool);Pip
APT;Docker;Make
APT;Make
Hostinger Hostinger
No
null
null
null
NA NA
Yes
IntelliJ IDEA;VSCodium
IntelliJ IDEA;VSCodium
IntelliJ IDEA;VSCodium
Emacs Emacs
null
null
null
null
null
Ubuntu;Android;Debian
Ubuntu;Debian
Doxygen;GitHub;Jira;Markdown File
Doxygen;GitHub;Jira;Markdown File
Doxygen;GitHub;Jira;Markdown File
Slack, Discord NA
Discord;YouTube
Discord;YouTube
Discord;YouTube
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
null
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;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming;Other (write in):
I despise the concept of vibe coding and would raise serious concerns with my superiors if any of my colleagues started vibe coding
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I 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
Assuming AI becomes more competent than it is now and rises to the skill of a current year average junior developer, I expect long term planning to remain the most relevant skill. Being able to plan out how exactly a new feature or project is supposed to work and how it should be integrated into a larger whole will be ...
null
8
21,264
21,265
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
39
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
39
Developer, back-end
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
6
null
United States of America
USD United States dollar
220,000
Yes
Bash/Shell (all shells);C;C++;Java;Python;Rust;SQL
Bash/Shell (all shells);C;C++;Go;Java;Python;Rust;SQL
Bash/Shell (all shells);C;C++;Java;Python;Rust;SQL
NA NA
Yes
PostgreSQL;Clickhouse
PostgreSQL;Clickhouse
PostgreSQL;Clickhouse
Kinetica Kinetica
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu;Linux (non-WSL)
GitHub;Jira
GitHub;Jira
GitHub;Jira
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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 fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Optimizing, Debugging, Simplifying
220,000
8
21,265
21,266
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
15
AI/ML engineer
10,000 or more employees
Individual contributor
In-person
No
Work
null
null
Computer Systems Design and 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
21,266
21,267
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;Games or coding challenges;School (i.e., University, College, et...
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
12
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Ethical concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
null
Yes
Bash/Shell (all shells);HTML/CSS;Lisp;MicroPython;Python;R
Bash/Shell (all shells);Lisp;Rust
Bash/Shell (all shells);Lisp
Elm, Scheme, Idris, LaTeX, awk Haskell, Idris
No
null
null
null
NA NA
Yes
Make
null
null
NA GNU Guix
Yes
null
null
null
Elm Elm
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);Arch
Linux (non-WSL);Arch
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Markdown File
git, e-mail, Source Hut git, e-mail, Source Hut, Codeberg
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube
null
null
the Fediverse the Fediverse, various Git forges, mailing lists
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
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Testing code;Search for answers;Generating content or synthetic data
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
logical reasoning, making long-term architectural decisions, designing interfaces, being highly opinionated,
null
null
21,267
21,268
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
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);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, full-stack
null
null
null
null
Personal Project
Easy-to-use API NA
Poor usability NA
null
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
4
4
Czech Republic
CZK Czech koruna
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Lua;PHP;Python;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Rust;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;Oracle;SQLite
MariaDB;SQLite
MariaDB;SQLite
NA NA
No
null
null
null
NA NA
Yes
Django;Express;Node.js;React;Svelte;Vue.js
Express;Next.js;Node.js;React;Svelte
Express;Node.js;React;Svelte
NA NA
Yes
Neovim;Visual Studio Code
Neovim
Neovim
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Arch
Arch
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code
null
null
AI solutions that are almost right, but not quite;I haven’t encountered any problems
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
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
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
null
9
21,268
21,269
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
Yes, I learned how to use AI-enabled tools 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)
30
Developer, full-stack
5,000 to 9,999 employees
null
null
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
21,269
21,270
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am new to coding or currently a student
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...
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
2
Developer, full-stack
500 to 999 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Security or privacy concerns NA
Insurance
You like your manager NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
0
United States of America
USD United States dollar
125,000
Yes
HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
Dynamodb;Oracle
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;New Relic;npm
null
null
NA NA
Yes
Angular;AngularJS
null
null
NA NA
Yes
IntelliJ IDEA
null
null
NA NA
null
null
null
null
null
MacOS
Windows
Azure Devops;Confluence;GitLab;Jira
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
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
For automated tests
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
System architecture
125,000
8
21,270
21,271
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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);Books / Physical media
5
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
5
2
United States of America
USD United States dollar
150,000
Yes
Go;JavaScript;Lua;Python;TypeScript
Go;TypeScript
Go;TypeScript
NA NA
Yes
MySQL;SQLite
MySQL;Redis;SQLite
MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;Microsoft Azure;npm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Make;Vite
Amazon Web Services (AWS);Make;Vite
Pulumi NA
Yes
Node.js;React
Node.js;React;Svelte
Node.js;React
HTMX HTMX
Yes
Aider;Cursor;Neovim
Aider;Claude Code;Neovim
Aider;Neovim
NA I would give 10 votes to neovim if I could
.NET 8 or higher;Ollama;uv
RAG;Shadcn/ui;uv
uv
null
null
MacOS
MacOS
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Markdown File;Obsidian
GitHub;Google Workspace;Linear;Markdown File;Obsidian
GitHub;Google Workspace;Markdown File;Obsidian
NA NA
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch
Stack Overflow;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Message Boards;Long-form articles;Coding challenges;Job board
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Learning about a codebase;Search for answers;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Writing code;Documenting code;Debugging or fixing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
No - I often "walk my way" into a solution, so my confidence in the final solution is predicated on my confidence in the previous step, and so on backward to my first incremental change. If I get a batch of code at a time from an untrustworthy source, I don't have that chain of confidence.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
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.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Writing software that solves unique problems in an efficient way will require a developer, since AI tools will only provide solutions as good at the content they are trained on - which is to say, the average.
150,000
10
21,271
21,272
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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);Blogs or podcasts
9
Developer, back-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
9
3
Canada
CAD Canadian dollar
90,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
null
null
NA Nim
Yes
Dynamodb;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Homebrew;Make;npm;Pip;Terraform;Vite
null
null
NA NA
Yes
React
null
null
NA NA
Yes
Cursor;Visual Studio Code
null
null
Github Copilot NA
Large Language Model;Google Gemini;Ollama
Shadcn/ui
null
null
null
Windows
MacOS
Confluence;GitHub;Jira;Markdown File
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
null
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers
Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Learning new concepts or technologies
Project planning
Writing code;Documenting code;Creating or maintaining documentation
Other (write in):
No
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Decision intelligence
Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
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
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Roo code (Roo-Cline);Replit;v0.dev;Perplexity;Bolt.new;Lovable.dev
Cursor Agent
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
65,663
7
21,272
21,273
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.)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
29
Project manager
20 to 99 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Other (please specify): Addresses a problem
Availability of better alternatives NA
Other:
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
120,000
Yes
C;C++;JavaScript
C++;Python
C++
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows Subsystem for Linux (WSL)
null
null
null
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
Any nontrivial development where accuracy or security is a concern
120,000
7
21,273
21,274
I am a developer by profession
65 years or older
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Not employed
None of the above
40
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
40
Other (please specify):
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
21,274
21,275
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
7
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
16
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Government
null
No
I have somewhat considered changing my career and/or the industry I work in
2
5
Germany
EUR European Euro
60,000
Yes
Bash/Shell (all shells);C#;Java;JavaScript;PowerShell;SQL;TypeScript
Bash/Shell (all shells);Java;Kotlin;SQL;TypeScript
Bash/Shell (all shells);Java;SQL;TypeScript
NA NA
Yes
Elasticsearch;H2;InfluxDB;MariaDB;Microsoft SQL Server;PostgreSQL
Elasticsearch;MariaDB;PostgreSQL
Elasticsearch;MariaDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Chocolatey;Docker;Gradle;Kubernetes;Maven (build tool);MSBuild;npm;NuGet;Terraform;Webpack
APT;Chocolatey;Docker;Kubernetes;Maven (build tool);Terraform
APT;Chocolatey;Docker;Kubernetes;Maven (build tool);Terraform
NA NA
Yes
Angular;Node.js;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;Rider;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Google Gemini;Ollama
Ollama
Ollama
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Obsidian;Redmine;Trello;YouTrack
GitLab;Miro;Obsidian
GitLab;Miro;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord
Stack Overflow;Discord
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 Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Highly distrust
Bad at handling complex tasks
Search for answers
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Generating content or synthetic data
null
Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Yes.
69,609
7
21,275
21,276
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
Volunteering (regularly)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
15
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Energy
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
15
7
Spain
EUR European Euro
34,000
Yes
C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
C#;HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
InfluxDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
InfluxDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
InfluxDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Microsoft Azure;npm;NuGet
Amazon Web Services (AWS);Docker;Make;Microsoft Azure;npm;NuGet;Prometheus
Amazon Web Services (AWS);Docker;Microsoft Azure;npm;NuGet
NA NA
Yes
Angular;ASP.NET Core;Astro;React;Vue.js;WordPress
Angular;ASP.NET Core;Astro;Vue.js;WordPress
Angular;ASP.NET Core;Astro;Vue.js;WordPress
NA NA
Yes
Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Debian;ChromeOS
Windows;Debian
Azure Devops;GitHub;Google Workspace;Jira
Azure Devops;GitHub;Google Workspace;Jira
Azure Devops;GitHub;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Videos;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Generating content or synthetic data
Testing code;Deployment and monitoring
Committing and reviewing code;Predictive analytics
Writing code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite
No, for personal proyects maybe.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;IT operations;Data and analytics
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 solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
make
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Google Gemini
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 quick help troubleshooting
Know the business context and be able to make the best decisions for the customer's needs
39,445
7
21,276
21,277
I am a developer by profession
55-64 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Engaged in paid work (20-29 hours per week)
36
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
37
Project manager
Less than 20 employees
Individual contributor
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
21,277
21,278
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.)
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
27
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
5
10
Russian Federation
RUB Russian ruble
1,050,000
Yes
Java;SQL
Java;Kotlin;SQL
Java;SQL
pl/sql NA
Yes
Oracle
Oracle;PostgreSQL
Oracle
NA NA
Yes
Maven (build tool)
Docker;Kubernetes;Maven (build tool)
Maven (build tool)
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Vim
IntelliJ IDEA;Vim
IntelliJ IDEA;Vim
pl/sql developer NA
null
null
null
null
null
Windows;Android
Windows;Linux (non-WSL)
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube
habr.com habr.com
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Answer a question sandboxes, live code answers
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Documenting code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Search for answers
I don’t use AI tools regularly
no
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
Write in the most significant challenge if not listed above:
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
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
creativeness, predictive reliability, understanding of buiseness
13,397
3
21,278
21,279
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.)
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
27
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
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
null
United States of America
USD United States dollar
190,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
Dynamodb;Firebase Realtime Database;MariaDB;MySQL;PostgreSQL;Redis;Supabase
Firebase Realtime Database;MariaDB;PostgreSQL;Redis;Supabase
Firebase Realtime Database;MariaDB;PostgreSQL;Redis;Supabase
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cloudflare;Docker;Firebase;Homebrew;Supabase;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Docker;Firebase;Homebrew;Supabase;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Docker;Firebase;Homebrew;Supabase;Vercel;Vite;Webpack;Yarn
NA NA
Yes
Drupal;Express;jQuery;Laravel;Next.js;Node.js;React;Symfony
Express;Next.js;Node.js;React;Symfony
Express;Next.js;Node.js;React;Symfony
NA NA
Yes
Vim;Visual Studio Code
Claude Code;Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS;Linux (non-WSL)
Clickup;GitHub;Jira;Stack Overflow for Teams;Trello
Clickup;GitHub;Notion;Stack Overflow for Teams
Clickup;GitHub;Stack Overflow for Teams
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Committing and reviewing code
Project planning
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
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Business process automation;Customer service support
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 increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Understanding how tools and platforms work together. And how business solutions are created.
190,000
5
21,279
21,280
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
9
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
21,280
21,281
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
16
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Inefficient or time-costly NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
15
null
Ukraine
USD United States dollar
110,000
Yes
C#;F#;Go;HTML/CSS;JavaScript;PowerShell;SQL
null
null
NA NA
Yes
Cassandra;Cosmos DB;Dynamodb;Elasticsearch;MariaDB;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Maven (build tool);Microsoft Azure;MSBuild;Ninja;npm;NuGet;pnpm;Terraform;Webpack
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;Django;FastAPI;jQuery;Node.js;React
null
null
NA NA
Yes
Cursor;Notepad++;Vim;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;MacOS;Android;iOS
Windows;MacOS
Azure Devops;Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
A few times per week
Chat (people);Long-form articles;Direct messaging of users
Comment on Q&A posts NA
Yes, definitely
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
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;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write ...
null
null
null
Writing code
null
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
Redis
null
null
null
Snyk
null
ChatGPT;GitHub Copilot
null
When I’m stuck and can’t explain the problem
null
110,000
null
21,281
21,282
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
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
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
7
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
21,282
21,283
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
25
Data scientist
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Poor usability NA
Media & Advertising Services
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
8
12
United States of America
USD United States dollar
120,000
Yes
HTML/CSS;JavaScript;Python;R;Rust;SQL
C++;Go;HTML/CSS;JavaScript;R;Rust;SQL
HTML/CSS;JavaScript;R;Rust;SQL
NA NA
Yes
BigQuery;DuckDB;MariaDB;PostgreSQL
BigQuery;DuckDB;PostgreSQL
BigQuery;DuckDB;PostgreSQL
Dragonfly Dragonfly
Yes
Cargo;Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Homebrew;Microsoft Azure;npm;Vite
Cargo;Cloudflare;Composer;Digital Ocean;Docker;Homebrew;Microsoft Azure;npm;Vite
Cargo;Cloudflare;Composer;Digital Ocean;Docker;Homebrew;Microsoft Azure;npm;Vite
NA NA
Yes
Express;Fastify;Flask;Node.js;Vue.js;WordPress
Express;Fastify;Node.js;Svelte;Vue.js
Express;Fastify;Node.js;Vue.js
NA NA
Yes
Cline and/or Roo;Nano;Visual Studio Code;WebStorm
Cline and/or Roo;Nano;Visual Studio Code;WebStorm
Cline and/or Roo;Nano;Visual Studio Code;WebStorm
RStudio RStudio
Tailwind CSS 4;RAG
Tailwind CSS 4;RAG
Tailwind CSS 4;RAG
null
null
MacOS;Ubuntu;iOS;iPadOS
MacOS;Ubuntu;Debian
Azure Devops;Confluence;GitHub;Jira;Markdown File;Obsidian
Azure Devops;GitHub;GitLab;Jira;Markdown File;Obsidian
Azure Devops;GitHub;Jira;Markdown File;Obsidian
NA NA
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;Kaggle
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;Kaggle
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;Kaggle
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Creating or maintaining documentation
Committing and reviewing code;Search for answers;Generating content or synthetic data
Project planning;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
Documenting code
AI solutions that are almost right, but not quite
When the day already asks too much
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
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
Critical thinking, domain knowledge, business context, etc
120,000
6
21,283
21,284
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
12
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Other (please specify): Internet connection not required to operate
Other (please specify): Requiring internet to operate
Software Development
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
4
3
United States of America
USD United States dollar
47,500
Yes
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;PowerShell;SQL
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;SQL
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;SQL
NA NA
Yes
MariaDB
MariaDB
MariaDB
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Eclipse
Eclipse
Eclipse
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu
GitHub;Google Workspace
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Upvote/Downvote Q&A posts NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly;Other (write in):
No. We are involved in every step of development and each line of code is written deliberately. Code copied and pasted is gone through and re-written not only to match the style of the project, but to ensure it will do what it is supposed to efficiently and with as few bugs as possible.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
Other (please specify):
Critical thinking, debugging, research, understanding of complex topics, being able to conceptually tie the individual pieces of the project together into the big picture, optimization of functions/algorithms/etc., basic coding skills/syntax, etc.
47,500
7
21,284
21,285
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Volunteering (regularly)
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 for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types)
12
Other (please specify):
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
21,285
21,286
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 (10-19 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
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
21,286
21,287
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
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
21
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
3
Germany
EUR European Euro
85,000
Yes
Bash/Shell (all shells);Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;PowerShell;Python;Rust;SQL
Bash/Shell (all shells);Go;Java;Kotlin;Python;Rust;SQL;Gleam
Bash/Shell (all shells);Go;Java;Kotlin;Python;Rust;SQL
NA NA
Yes
H2;InfluxDB;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
H2;PostgreSQL;SQLite
H2;PostgreSQL;SQLite
TimescaleDB TimescaleDB
Yes
Ansible;APT;Cargo;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;npm;NuGet;Pip;Prometheus;Splunk
Ansible;APT;Cargo;Docker;Gradle;Homebrew;Kubernetes;Microsoft Azure;Prometheus;Splunk
Ansible;APT;Cargo;Docker;Gradle;Homebrew;Kubernetes;Microsoft Azure;Prometheus;Splunk
NA NA
Yes
ASP.NET;Django;jQuery;Node.js;Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Notepad++;PyCharm;RustRover;Vim;Visual Studio;Visual Studio Code;Windsurf
IntelliJ IDEA;Notepad++;RustRover;Vim;Visual Studio Code
IntelliJ IDEA;Notepad++;RustRover;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
MacOS;Ubuntu;Debian;Linux (non-WSL);Fedora
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Wikis
GitHub;GitLab;Jira;Lucid (includes Lucidchart);Wikis
GitHub;GitLab;Jira;Lucid (includes Lucidchart);Wikis
AsciiDoc AsciiDoc
Stack Overflow;Bluesky;LinkedIn
Stack Overflow;Bluesky
Stack Overflow;Bluesky
Mastodon Mastodon
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
No, not really
I don't use AI or AI-enabled tools
No, but I plan to soon
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
no
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Understanding code, understanding computers, understanding humans
98,612
5
21,287
21,288
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
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
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
27
Developer, full-stack
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Government
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
30
10
United States of America
USD United States dollar
120,000
Yes
Bash/Shell (all shells);C#;C++;JavaScript;PowerShell;SQL;Swift;TypeScript
Bash/Shell (all shells);C#;Go;PowerShell;SQL;TypeScript
Bash/Shell (all shells);C#;PowerShell;SQL;TypeScript
NA NA
Yes
Elasticsearch;InfluxDB;Microsoft SQL Server;PostgreSQL;Redis;Valkey
Microsoft SQL Server;PostgreSQL;Valkey
Microsoft SQL Server;PostgreSQL;Valkey
NA NA
Yes
Chocolatey;Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Podman;Prometheus;Webpack;Yarn
Ansible;Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;MSBuild;NuGet;Podman;Terraform
Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;MSBuild;NuGet;Podman
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Node.js
ASP.NET Core;Blazor
ASP.NET Core
NA NA
Yes
Nano;Notepad++;Sublime Text;Visual Studio;Visual Studio Code;Xcode
Claude Code;Nano;Sublime Text;Visual Studio;Visual Studio Code
Nano;Sublime Text;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Google Gemini
.NET 8 or higher
.NET 8 or higher
null
null
MacOS;Ubuntu;iOS;Debian;Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;Confluence;GitHub;YouTrack
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
No, I don't think that it is nearly reliable enough to trust some random code an AI generates. It's good at getting the rough outline of something small like a script, but once things start getting more complex, it seems to struggle
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;Other (please specify):
null
120,000
7
21,288
21,289
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.);Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
10
Academic researcher
5,000 to 9,999 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
21,289
21,290
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
12
Academic researcher
null
null
null
null
School
Connected to an open-source project NA
Availability of better alternatives NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
21,290
21,291
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
Colleague or on-the-job training
4
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
21,291
21,292
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
null
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
11
Data scientist
null
null
null
null
Work
Easy-to-use API NA
Availability of better alternatives NA
null
null
I'm not sure
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
6
21,292
21,293
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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
20
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Lack of or sub-par API NA
Fintech
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
2
4
Ireland
EUR European Euro
120,000
Yes
Bash/Shell (all shells);SQL
null
null
Clojure, babashka NA
Yes
BigQuery;Datomic;PostgreSQL
null
null
NA NA
Yes
Cloudflare;Datadog;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;npm
null
null
NA NA
Yes
Node.js
null
null
Replicant,reframe NA
Yes
Claude Code;IntelliJ IDEA
null
null
Claude desktop with clojure-mcp NA
Tailwind CSS 4;Google Gemini
null
null
null
null
MacOS
MacOS
GitHub
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
Not sure
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Committing and reviewing code;Deployment and monitoring
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Marketing;Cybersecurity
Language processing;Agent/multi-agent orchestration;MCP servers
AI agents have improved the quality of my code.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have ...
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.
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
GitHub MCP Server
null
Zapier
null
Snyk;Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Perplexity;Cody
null
When I don’t trust AI’s answers
Understanding high level architecture
139,218
null
21,293
21,294
I code primarily as a hobby
18-24 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
I prefer not to say
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
Yes
I have neither consider or transitioned into a new career or industry
7
2
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;Rust;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);C;C#;C++;F#;Go;HTML/CSS;Java;JavaScript;Lua;PHP;PowerShell;Python;Rust;TypeScript;Visual Basic (.Net);Zig
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;Rust;Visual Basic (.Net)
NA NA
Yes
null
null
null
NA NA
Yes
Cargo;Make;Maven (build tool);npm;NuGet;Pacman;Pip
Amazon Web Services (AWS);Cargo;Docker;Gradle;Make;Maven (build tool);npm;NuGet;Pacman;Pip;Yarn
Cargo;Make;Maven (build tool);npm;NuGet;Pacman;Pip
NA NA
null
ASP.NET;ASP.NET Core;Node.js
ASP.NET;ASP.NET Core;Blazor;Express;Flask;jQuery;Node.js;React
ASP.NET;ASP.NET Core;Node.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Windows;Arch
GitHub
GitHub
GitHub
NA NA
Discord
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;X;YouTube;LinkedIn
Discord
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Coding challenges
Use discussion or chat feature NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
I don’t use AI tools regularly
no, "vibe coding" isnt coding, its just testing, and then finding whats wrong, and then asking an AI to do all of the work for you.
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.;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 have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
The quality of AI's code database will decrease with the gradual increase of people using AI to code. coding the "traditional" way will still be the most valuable resource, as AI relies on it for it to work.
null
null
21,294
21,295
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
7
Developer, QA or test
1,000 to 4,999 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
9
4
United States of America
USD United States dollar
55,000
Yes
Bash/Shell (all shells);Groovy;Kotlin;Python
Bash/Shell (all shells);C++;Kotlin;Python
Bash/Shell (all shells);Kotlin;Python
NA NA
No
null
null
null
NA NA
Yes
Ansible;APT;Docker;Pip
Ansible;APT;Docker;Kubernetes
Ansible;APT;Docker
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
Android Studio;Visual Studio Code
NA NA
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
Large Language Model;Google Gemini;uv
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Linux (non-WSL)
Confluence;GitHub;Jira;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Job board
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase
null
Documenting code;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;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
GitHub MCP Server
null
null
null
null
null
GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
55,000
6
21,295
21,296
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
10
AI/ML engineer
100 to 499 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Security or privacy concerns NA
Manufacturing
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
5
3
Colombia
COP Colombian peso
null
Yes
HTML/CSS;Java;JavaScript;MATLAB;Python;SQL
HTML/CSS;Java;JavaScript;MATLAB;Python;R;SQL
HTML/CSS;Java;JavaScript;MATLAB;Python;SQL
NA NA
Yes
Dynamodb;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL
Microsoft SQL Server;MySQL;PostgreSQL
Microsoft SQL Server;MySQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;npm
Amazon Web Services (AWS);npm
Amazon Web Services (AWS);npm
NA NA
Yes
Node.js
Node.js
Node.js
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Visual Studio Code
Claude Code;Cursor;Visual Studio Code
Claude Code;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Reddit;GitHub (public projects, not private repos);Kaggle
Reddit;GitHub (public projects, not private repos);Kaggle
Reddit;GitHub (public projects, not private repos);Kaggle
NA NA
Yes
openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Comment on Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Predictive analytics;Search for answers
Debugging or fixing code
Project planning;Testing code;Committing and reviewing code
Learning about a codebase;Writing code;Documenting code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering;Customer service support
Agent/multi-agent orchestration
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
Business understanding and logic
null
9
21,296
21,297
I code primarily as a hobby
25-34 years old
Some college/university study without earning a degree
Not employed
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
14
Other (please specify):
null
null
null
null
Personal Project
Other (please specify): No AI
Other (please specify): AI
null
null
Yes
I have neither consider or transitioned into a new career or industry
6
8
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
0
Yes
Assembly;C#;C++;Java;Lua
Ada;C#;C++;Dart;F#;Kotlin;Lisp;Lua;Rust;SQL;Swift;TypeScript
C#;C++;Lua
Haskell Haskell, Modula, Pascal, Haxe
null
null
null
null
NA LibreOffice Base
null
null
null
null
NA NA
null
null
null
null
NA NA
null
Notepad++;VSCodium
Eclipse;Notepad++;VSCodium
Notepad++;VSCodium
NA NetBeans, Code Blocks
null
null
null
null
null
Windows
Windows
Doxygen;GitHub;Markdown File;Wikis
Doxygen;GitLab;Markdown File;Wikis
Doxygen;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Company-sponsored forums
Reddit
Reddit
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Logic games/puzzles;Direct messaging of users;Day-in-the-life profiles/interviews with experts
Other (write in): Reading questions and answers
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
No, and it never will be. It discourages programmers from understanding code, and encourages them to become reliant on AI, and to become lazy and complacent.
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
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 want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (pleas...
Remembering how to program, as becoming reliant on machine-generated code will dull their abilities. Learning how to rebel against the AI takeover and make clear their feelings about the intrusion of AI. Learning how to inform people about the ethical issues that underpin AI. Discovering how to best protest against th...
null
null
21,297
21,298
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
8
Yes, I am new to coding or currently a student
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
1
Engineering manager
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I 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
Internet, Telecomm or Information Services
null
Yes
I have strongly considered changing my career and/or the industry I work in
3
1
Nigeria
USD United States dollar
10
No
null
null
null
NA NA
Yes
null
null
null
Gsma No
Yes
null
null
null
No No
Yes
null
null
null
No No
Yes
null
null
null
No No
null
null
null
No
No
null
Windows;MacOS;Android
null
null
null
No No
null
null
null
No No
No
null
null
null
NA NA
No
Daily or almost daily
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Long-form articles
Comment on Q&A posts NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Very favorable
Highly trust
Very well at handling complex tasks
null
null
Learning about a codebase
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;Creating or maintaining documentation;Learning new concepts or technologies
I don’t use AI tools regularly
null
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something
3
10
null
21,298
21,299
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
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Manufacturing
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
10
null
United States of America
USD United States dollar
75,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL;VBA
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;SQL
OpenEdge ABL NA
Yes
Microsoft SQL Server
null
null
OpenEdge NA
No
null
null
null
NA NA
Yes
ASP.NET
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Arch
Windows;Windows Subsystem for Linux (WSL);Red Hat
null
null
null
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
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
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
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI a...
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Understanding complex and detailed logic tailored to fulfilling the target outcome
75,000
4
21,299
21,300
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
40
Developer, game or graphics
100 to 499 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Other (please specify): Developed by greedy big tech companies
Computer Systems Design and Services
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
9
12
Denmark
DKK Danish krone
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;MicroPython;Python
Bash/Shell (all shells);HTML/CSS;Java;Python
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL
InfluxDB;MongoDB
MongoDB
NA NA
Yes
Docker;Gradle;Kubernetes;Make;Maven (build tool);Pacman;Pip
Docker;Gradle;Make;Ninja;Pacman;Pip;Prometheus
Docker;Gradle;Make;Pacman;Pip
Lightwhale Linux Lightwhale Linux
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Arch
Arch
Confluence;GitHub;GitLab;Jira;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;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
null
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite
Absolutely not.
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions
Historic view, common sense
null
7