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28,900
28,901
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
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Ukraine
UAH Ukrainian hryvnia
52,000
Yes
C#;JavaScript;SQL
C#;SQL;TypeScript
C#;SQL
NA NA
Yes
Microsoft SQL Server
Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis
Microsoft SQL Server
NA NA
Yes
Microsoft Azure
Docker;Kubernetes;Microsoft Azure;Terraform
Microsoft Azure
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor
Angular;ASP.NET;ASP.NET Core;Vue.js
Angular;ASP.NET;ASP.NET Core
NA NA
Yes
Visual Studio;Visual Studio Code
Claude Code;Cursor;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows
Azure Devops;GitHub;Notion
Azure Devops;GitHub;Notion
Azure Devops;GitHub;Notion
NA NA
Stack Overflow;Discord;Reddit;LinkedIn
Stack Overflow;Discord;Reddit;LinkedIn
Stack Overflow;Discord;Reddit;LinkedIn
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);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
Very poor at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Learning about a codebase
Generating content or synthetic data
Testing code;Predictive analytics
Documenting code;Deployment and monitoring;Creating or maintaining documentation
I’ve become less confident in my own problem-solving
I use vibe coding for simple tasks that AI handles well, but when things get more complex than a basic function or boilerplate, I switch to manual mode.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Customer service support
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.;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.
null
Redis
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
First and foremost, creative and analytical thinking will be essential, as software development is shifting to a higher level of abstraction. This change will require us to rethink how we approach problem-solving and be prepared to handle more complex systems.
1,246
5
28,901
28,902
I used to be a developer by profession, but no longer am
55-64 years old
Associate degree (A.A., A.S., etc.)
Retired
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
42
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
40
Developer, desktop or enterprise applications
500 to 999 employees
Individual contributor
Remote
No
Personal Project
Reliability and low latency NA
Prohibitive pricing NA
Healthcare
null
null
null
null
10
Belgium
EUR European Euro
null
Yes
C++;HTML/CSS;JavaScript;Python;Ruby;SQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Heroku;Pip
null
null
NA NA
Yes
Ruby on Rails
null
null
Sinatra NA
Yes
Claude Code;Cursor;Sublime Text;Visual Studio
null
null
NA NA
c++23;Google Gemini
null
null
null
null
Windows
null
GitHub;Google Workspace;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Medium
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
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
Learning about a codebase;Writing code;Committing and reviewing code;Learning new concepts or technologies
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
null
Testing code
Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics
null
null
AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
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
ChatGPT;Claude Code;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
null
null
null
28,902
28,903
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Attending school (full-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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types)
4
Student
null
null
null
null
Personal Project
Easy-to-use API NA
null
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
2
2
Nigeria
NGN Nigerian naira
0
Yes
C++;Dart;HTML/CSS;JavaScript;MicroPython;Python;SQL
null
null
NA NA
Yes
Firebase Realtime Database;MySQL
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Unfavorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Committing and reviewing code;Creating or maintaining documentation
Writing code
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
null
Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Other (write in):
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
I'm against it
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
null
null
null
null
null
null
null
null
null
null
null
null
If AI develops with time, I don't think there's any tool that that stand with it.
null
null
28,903
28,904
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
3
Student
null
null
null
null
Personal Project
Reputation for quality NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
4
United States of America
USD United States dollar
null
Yes
HTML/CSS;Java;JavaScript;Python
C;HTML/CSS;Java;JavaScript;Python;Rust
HTML/CSS;Java;JavaScript;Python
NA Go
Yes
H2;MySQL;SQLite
MySQL
MySQL
NA NA
No
null
null
null
NA NA
Yes
FastAPI;Spring Boot
FastAPI;React;Spring Boot
FastAPI;Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code;Windsurf
IntelliJ IDEA;Visual Studio Code;Windsurf
IntelliJ IDEA;Visual Studio Code;Windsurf
NA NA
Pydantic;Google Gemini
Pydantic
Pydantic
null
null
Windows;Android
Windows
GitHub
GitHub;Obsidian
GitHub
NA NA
YouTube
YouTube
YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
Less than once every 2 - 3 months
Less than one year
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;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 at all
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Creating or maintaining documentation
null
Documenting code;Search for answers
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
no
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices
Ability to design code well whether its making code more readable, scalable or more efficient
null
null
28,904
28,905
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
16
Developer, back-end
500 to 999 employees
null
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
Reliability and low latency NA
Security or privacy concerns NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
2
null
Ukraine
EUR European Euro
60,000
Yes
Bash/Shell (all shells);Java;JavaScript;Rust;Scala;SQL;TypeScript
null
null
NA NA
Yes
MongoDB;MySQL;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);npm;Terraform
null
null
NA NA
Yes
Node.js;Spring Boot
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
null
null
null
null
Android
MacOS;Linux (non-WSL)
Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;Stack Exchange;YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Videos;Coding challenges
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unsure
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Search for answers
Other (write in):
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Testing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoS...
null
I have concerns about the security and privacy of data when using AI agents.
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
69,609
7
28,905
28,906
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
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
16
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Ethical concerns NA
Retail and Consumer Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
5
5
Ukraine
UAH Ukrainian hryvnia
300,000
Yes
C#;C++;F#;HTML/CSS;JavaScript;PowerShell;TypeScript;Visual Basic (.Net)
C#;TypeScript
C#;TypeScript
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
NA NA
Yes
Digital Ocean;Google Cloud;Microsoft Azure;npm;NuGet
Digital Ocean;Microsoft Azure;npm;NuGet
Digital Ocean;Microsoft Azure;npm;NuGet
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Claude Code;Cursor;IntelliJ IDEA;Rider;Visual Studio;Visual Studio Code
Claude Code;Rider;Visual Studio Code
Claude Code;Rider;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;MacOS;Ubuntu
MacOS;Ubuntu
GitHub;GitLab;Jira
GitHub
GitHub
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
No
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase
null
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No, AI for me just replacement of "code generation". I allow It only to generate code that I already have in my head.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
claude code, codex, firebase studio, cursor
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to compare different solutions
Task decomposition
7,190
10
28,906
28,907
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I didn't spend time learning in the past year
null
5
Developer, front-end
100 to 499 employees
People manager
Remote
No
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Developing specialized expertise NA
null
I have neither consider or transitioned into a new career or industry
null
null
Ukraine
USD United States dollar
23,000
Yes
HTML/CSS;TypeScript
TypeScript
TypeScript
NA NA
Yes
MongoDB;MySQL;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Docker;Firebase;Heroku;npm;Railway;Vercel;Vite;Yarn
Docker;npm;Railway;Vite
Docker;npm;Railway;Vite
NA NA
Yes
Express;NestJS;Next.js;Node.js;React
NestJS;Next.js;Node.js;React
NestJS;Next.js;Node.js;React
NA NA
null
null
null
null
NA NA
Polars
null
null
null
null
Windows;MacOS;iOS;ChromeOS
MacOS;iOS;ChromeOS
GitHub;GitLab;Jira;Miro;Notion;Trello
GitHub;GitLab;Jira;Miro;Notion;Trello
GitHub;GitLab;Jira;Miro;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
null
null
null
null
NA NA
No
null
Between 3 and 5 years
null
null
null
Neutral
null
Yes, I use AI tools weekly
Indifferent
null
null
Writing code;Documenting code;Search for answers
null
Debugging or fixing code;Testing code;Deployment and monitoring
null
null
null
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
null
23,000
7
28,907
28,908
I am learning to code
18-24 years old
Other (please specify):
Employed
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Coding Bootcamp
null
null
null
Academic researcher
Just me - I am a freelancer, sole proprietor, etc.
null
null
null
null
null
null
null
null
Yes
null
null
null
United States of America
USD United States dollar
null
null
Assembly
null
null
NA NA
Yes
Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
BigQuery
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,908
28,909
I am learning to code
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
null
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)
No, I didn't spend time learning in the past year
null
null
Other (please specify):
I don’t know
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,909
28,910
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
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
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)
24
Developer, full-stack
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Poland
PLN Polish zloty
398,400
Yes
C++;Groovy;HTML/CSS;Java;JavaScript;Rust;TypeScript
Java;Rust
Java;Rust
NA NA
Yes
Cassandra;Elasticsearch;MongoDB
Cassandra;Elasticsearch;MongoDB
Cassandra;Elasticsearch;MongoDB
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Cloudflare;Datadog;Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure;npm;Webpack;Yarn
Amazon Web Services (AWS);APT;Cargo;Cloudflare;Datadog;Docker;Gradle
Amazon Web Services (AWS);APT;Cargo;Cloudflare;Datadog;Docker;Gradle
NA NA
Yes
Angular;Spring Boot;Axum
Angular;Spring Boot;Axum
Angular;Spring Boot;Axum
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;Rider;RustRover;Visual Studio;Visual Studio Code
IntelliJ IDEA;Notepad++;Rider;RustRover
IntelliJ IDEA;Notepad++;Rider;RustRover
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Miro
GitHub;GitLab;Miro
GitHub;GitLab;Miro
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
openAI GPT (chatbot models)
null
null
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
null
Ask a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Testing code;Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite
Vibe coding is a grim joke
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
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
Architecture
108,723
8
28,910
28,911
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
Not employed
None of the above
null
null
null
null
null
null
Developer, desktop or enterprise applications
null
null
null
null
Personal Project
null
Inefficient or time-costly NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,911
28,912
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-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 required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
40
Developer, desktop or enterprise applications
null
null
null
No
Work
Reputation for quality NA
Ethical concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have neither consider or transitioned into a new career or industry
9
null
Greece
EUR European Euro
null
Yes
C;C++;HTML/CSS;Java;JavaScript;Perl;PHP;SQL
C;C++;HTML/CSS;Perl;PHP;SQL
C;C++;HTML/CSS;Perl;PHP;SQL
NA NA
Yes
MySQL
MySQL
MySQL
NA NA
Yes
null
null
null
Linode Linode
Yes
null
null
null
Joomla NA
No
null
null
null
NA NA
c++23
c++23
c++23
null
null
Windows;Android
Windows;MacOS;Android;iOS;Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code
Learning about a codebase
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No, vibe coding is not how to use AI. I usually use it to get ideas on how to debug weird bugs or to quickly create a snipet of code in languages I don't use very often.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I 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
Ethics: To not work with/for companies which are againts your principles in life.
null
9
28,912
28,913
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly)
null
Yes, I am new to coding or currently a student
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;Colleague or on-the-job train...
No, I didn't spend time learning in the past year
null
1
Developer, full-stack
null
null
null
null
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
null
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
null
28,913
28,914
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 (less than 10 hours per week)
32
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
38
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Ethical concerns NA
Software Development
Opportunities to mentor and lead junior-level coworkers NA
Yes
I have neither consider or transitioned into a new career or industry
4
4
United States of America
USD United States dollar
145,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL;Visual Basic (.Net)
C#;F#;Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Dynamodb;Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Dynamodb;Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis
Dynamodb;Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;MSBuild;New Relic;npm;NuGet;Pip;Terraform
Amazon Web Services (AWS);Docker;MSBuild;NuGet;Pip;Terraform
Amazon Web Services (AWS);Docker;MSBuild;NuGet;Pip;Terraform
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Node.js
ASP.NET Core;Node.js;React
ASP.NET Core;Node.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn;Company-sponsored forums
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
It is not butbi have experimented with it.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have improved the quality of my code.
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
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
Github Copilot
AutoGen (Microsoft)
null
null
null
GitHub Copilot;Microsoft Copilot
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
Understanding the requirements, knowing algorithms, understanding what unit tests are needed; basically being able to completely write and test without AI to be able to tell if the AI is producing proper results.
145,000
8
28,914
28,915
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
13
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
9
Developer, front-end
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
7
null
Greece
EUR European Euro
53,228
Yes
HTML/CSS;JavaScript;TypeScript
null
null
NA NA
Yes
MongoDB
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Homebrew
null
null
NA NA
Yes
Angular;NestJS;Node.js
null
null
NA NA
No
null
null
null
NA NA
Tailwind CSS 4
null
null
null
null
MacOS;iOS;iPadOS
MacOS
Confluence;GitHub;Jira;Notion
null
null
NA NA
Stack Overflow;Slack (public channels, not work)
null
null
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
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Documenting code;Committing and reviewing code;Creating or maintaining documentation
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
Well, it actually is the last couple of months, more than I'd like to admit. I'm just getting lazy I guess.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or 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 don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Well, thinking out of the box. Particularly true for front end developers.
61,752
7
28,915
28,916
I am a developer by profession
Prefer not to say
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
null
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
28,916
28,917
I am learning to code
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
10
Yes, I am new to coding or currently a student
Other (please specify):
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Other (please specify):
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
School
Robust and complete API free time of studying,
Availability of better alternatives data loss
Other:
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
4
100
Philippines
PHP Philippine peso
500
null
null
null
null
NA NA
Yes
Firebase Realtime Database;Microsoft Access;Microsoft SQL Server
BigQuery;Databricks SQL;Firebase Realtime Database;Microsoft Access;Microsoft SQL Server;MySQL;Oracle
Firebase Realtime Database;Microsoft Access;Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;ChromeOS
Android
Google Workspace
null
null
NA NA
null
null
null
NA not active in community
No
null
null
null
NA NA
Not sure/can't remember
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI);Other (write in):
null
No, not really
About half of the time
No, but I plan to soon
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
Testing code
Project planning;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):;It’s hard to understand how or why the code works
yes, most of my work, i just make a problem, and the ai will fix it
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;IT operations;Data and analytics;Cybersecurity;Other Industry purpose (write in):
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 improved collaboratio...
null
null
AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;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
I am concerned about the accuracy of the information provided by AI agents.;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
cant define the tool
null
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
typing skills
9
null
28,917
28,918
I code primarily as a hobby
25-34 years old
Primary/elementary school
Student
Attending school (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,918
28,919
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Not employed
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
10
AI/ML engineer
null
null
null
null
Personal Project
Reputation for quality NA
Availability of better alternatives NA
null
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry voluntarily
10
8
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Rust;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
PostgreSQL
BigQuery;Databricks SQL;Firebase Realtime Database;MongoDB;PostgreSQL;Snowflake
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Pip;Poetry;Terraform
Amazon Web Services (AWS);Datadog;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Poetry;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Homebrew;Poetry;Terraform
NA NA
Yes
FastAPI;Flask;React
Django;FastAPI;Flask;Node.js;React
FastAPI;Flask;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
Pydantic;uv;Ultralytics
Pydantic;Google Gemini;uv;Ultralytics
Pydantic;uv;Ultralytics
null
null
MacOS;Ubuntu
MacOS;Ubuntu
Coda;GitHub;Jira;Markdown File;Notion
GitHub;Jira;Markdown File;Notion
GitHub;Jira;Markdown File;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring
Learning about a codebase;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Vibe coding is becoming part of my professional development work.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics
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...
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Programming to meet users needs.
null
6
28,919
28,920
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
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)
No, I didn't spend time learning in the past year
null
6
Other (please specify):
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Healthcare
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
3
United States of America
USD United States dollar
69,000
Yes
C++;Python;VBA
C++;Python;R;VBA
C++;Python;VBA
Julia Julia
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitLab
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
Julia Programming Discourse Julia Programming Discourse
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
null
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
Other (please specify):
Anything requiring creativity and high-level thinking. Elegant and efficient code
69,000
8
28,920
28,921
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
9
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Manufacturing
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
3
United States of America
USD United States dollar
85,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;PHP;SQL
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;SQLite;Supabase
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Vue.js
ASP.NET Core;Laravel;Vue.js
ASP.NET Core;Vue.js
NA NA
Yes
Bolt;Rider;Vim;Visual Studio;Visual Studio Code
Bolt;Cursor;PhpStorm;Rider;Vim
Bolt;Rider;Vim
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui
.NET 8 or higher
null
null
MacOS;Android
Windows
Azure Devops;Confluence;Notion;Obsidian
Obsidian
Obsidian
NA NA
null
null
null
NA NA
Yes
openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
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 the big picture and guiding ai tools
85,000
8
28,921
28,922
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
28,922
28,923
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
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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
7
Developer, front-end
100 to 499 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
4
Ukraine
UAH Ukrainian hryvnia
500,000
Yes
HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Vite;Yarn
Amazon Web Services (AWS);Docker;Firebase;Vite;Yarn
Amazon Web Services (AWS);Docker;Firebase;Vite;Yarn
NA NA
Yes
Next.js;React
Next.js;React
Next.js;React
NA NA
No
null
null
null
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
MacOS;iOS;iPadOS
Windows
Confluence;GitHub;GitLab;Google Workspace;Jira
Confluence;GitHub;Google Workspace;Jira
Confluence;GitHub;Google Workspace;Jira
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
null
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
null
Neutral
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
null
Writing code;Committing and reviewing code
Learning about a codebase;Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Search for answers
Testing code
Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work weekly
Yes, somewhat
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 reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
null
Snyk
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
11,983
8
28,923
28,924
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,924
28,925
I am learning to code
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
20
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
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)
1
Data engineer
5,000 to 9,999 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Internet, Telecomm or Information Services
null
No
I have strongly considered changing my career and/or the industry I work in
6
6
Pakistan
PKR Pakistani rupee
null
Yes
Python;SQL
Python;SQL
Python;SQL
shell scripting NA
Yes
Oracle
Oracle;Amazon Redshift
Oracle
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
RAG;LangGraph
Pydantic;uv
null
null
null
Windows
Windows;Red Hat;Fedora
Google Colab
GitHub;Google Colab
Google Colab
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Ask a question NA
Neutral
Rarely, almost never
No, but I plan to soon
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data
null
I don’t use AI tools regularly
no yet but will be in coming times
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
good english, best explaining capability, integration thinking, system prompting, prompt engineering
null
null
28,925
28,926
I am learning to code
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (10-19 hours per week)
1
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
1
Data or business analyst
Just me - I am a freelancer, sole proprietor, etc.
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Lack of AI or AI agents NA
Retail and Consumer Services
null
No
I have strongly considered changing my career and/or the industry I work in
2
1
Ukraine
UAH Ukrainian hryvnia
240,000
Yes
JavaScript;Python;SQL
JavaScript;Python;SQL
JavaScript;Python;SQL
NA NA
Yes
BigQuery;Databricks SQL;MySQL
BigQuery;Databricks SQL;MySQL
BigQuery;Databricks SQL;MySQL
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
Yes
jQuery
jQuery
jQuery
NA NA
Yes
Android Studio
Android Studio
Android Studio
NA NA
Delphi 12+ Athens
Delphi 12+ Athens
Delphi 12+ Athens
null
null
Windows
Windows
Coda
Coda
Coda
NA NA
Stack Exchange
Stack Exchange
Stack Exchange
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Less than one year
Less than once every 2 - 3 months
Logic games/puzzles;Chat (bot/AI)
Bookmark posts to look at later NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
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;Learning new concepts or technologies
null
null
Writing code;Search for answers
Debugging or fixing code
I don’t use AI tools regularly
Вайб-кодування (або вайбкодування ) — це підхід до створення програмного забезпечення за допомогою штучного інтелекту (ШІ), де людина описує проблему кількома реченнями природної мови як підказку для великої мовної моделі (LLM), налаштованої для кодування. LLM генерує програмне забезпечення на основі опису, зміщуючи ро...
Yes, I use AI agents at work weekly
Yes, somewhat
Data and analytics
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
LanceDB
null
Amazon Bedrock Agents
null
Sentry
null
ChatGPT;Google Gemini
null
When I’m stuck and can’t explain the problem
ok
5,752
null
28,926
28,927
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
30
20
Ukraine
UAH Ukrainian hryvnia
240,000
Yes
C;C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
Rust
null
NA NA
Yes
Cosmos DB;Elasticsearch;Firebase Realtime Database;Microsoft SQL Server;MongoDB;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Microsoft Azure;npm;NuGet
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Express;jQuery;NestJS;Node.js
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
null
Confluence;GitHub;GitLab;Jira;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
Committing and reviewing code
Project planning
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
I haven’t encountered any problems
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations
null
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
I don’t think I’ll need help from people anymore
even don't know
5,752
10
28,927
28,928
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
11
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
17
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API Still maintained
Ethical concerns NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);Java;Python;SQL;TypeScript
Java;Python;SQL
Java;Python;SQL
NA NA
Yes
MariaDB;MySQL
null
null
NA NA
Yes
Chocolatey;Composer;Docker;Gradle;Homebrew;npm;Yarn
Chocolatey;Gradle;Homebrew;Yarn
Chocolatey;Gradle;Homebrew;Yarn
NA NA
Yes
Angular;Ruby on Rails;Spring Boot
Angular;Spring Boot
Angular;Spring Boot
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
MacOS
Windows;MacOS
Azure Devops;Confluence;GitHub;Trello
GitHub;Trello
GitHub;Trello
Bitbucket NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
null
Infrequently, less than once per year
Chat (people)
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
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;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
No. My team has fired people who have used vibe coding because they had no knowledge of the code they are submitting and they take no responsibility.
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.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significan...
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
It will not become more capable. But even if it did, the biggest things would be taking responsibility, precisely defining requirements, and creating quality code.
null
5
28,928
28,929
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Inefficient or time-costly NA
Software Development
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
10
5
Ukraine
UAH Ukrainian hryvnia
null
Yes
C#;HTML/CSS;JavaScript;TypeScript
C#;JavaScript;TypeScript
C#;JavaScript;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;Redis
Microsoft SQL Server;MongoDB;Redis
Microsoft SQL Server;MongoDB;Redis
NA NA
Yes
Docker;Firebase;Microsoft Azure;NuGet;Vercel;Webpack
Docker;Microsoft Azure;NuGet
Docker;Microsoft Azure;NuGet
NA NA
Yes
Angular;ASP.NET;ASP.NET Core
Angular;ASP.NET Core
Angular;ASP.NET Core
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;MacOS;Android;iOS
Windows;MacOS;Android;iOS
GitLab;Jira
GitLab;Jira
GitLab;Jira
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;YouTube;LinkedIn;Medium
Stack Overflow;Reddit;YouTube;LinkedIn;Medium
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 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Project planning;Predictive analytics;Generating content or synthetic data
Debugging or fixing code;Deployment and monitoring
Learning about a codebase;Learning new concepts or technologies
Writing code;Testing code;Committing and reviewing code
Documenting code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
vibe coding is cringe
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;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.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Top level application engineering. Architecture
null
8
28,929
28,930
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
8
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Ethical concerns NA
Higher Education
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
3
1
United States of America
USD United States dollar
120,000
Yes
C;C++;Dart;Java;JavaScript
null
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;Redis;Supabase
null
null
NA NA
Yes
Chocolatey;Docker;Gradle;Kubernetes;npm;Splunk;Terraform
null
null
NA NA
Yes
Angular;Spring Boot
null
null
NA NA
Yes
Android Studio;Bolt;IntelliJ IDEA
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android
null
Azure Devops;Confluence;GitHub;Jira;Lucid (includes Lucidchart)
null
null
NA NA
Stack Overflow
null
null
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Deployment and monitoring
Project planning;Testing code
Debugging or fixing code
I’ve become less confident in my own problem-solving;I haven’t encountered any problems
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Language processing;Agent/multi-agent orchestration
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
New Relic;Snyk
null
ChatGPT;GitHub Copilot;Bolt.new
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Systems design and scaling
120,000
8
28,930
28,931
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.)
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
31
Developer, game or graphics
100 to 499 employees
Individual contributor
Remote
No
Work
Connected to an open-source project Widely used, will get better AI help
Lack of or sub-par API Too new: will get shitty results from AI; bad documentation
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
50
5
Canada
CAD Canadian dollar
191,000
Yes
C++;Go;HTML/CSS;Lua;PowerShell;Python;Rust;SQL
C++;Lua;PowerShell;Python
C++;Lua;PowerShell;Python
NA NA
Yes
MySQL
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Notepad++;PyCharm;Visual Studio
Neovim
Neovim
NA NA
null
null
null
null
null
Ubuntu
Windows
Confluence;GitHub;Jira;Markdown File;Miro
Markdown File
Markdown File
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Chat (bot/AI)
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Writing code;Generating content or synthetic data
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase
null
Search for answers;Learning new concepts or technologies
Other (write in):
No
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
Architecting complex systems. Deciding why something needs to be built. Analyzing tradeoffs between competing solutions.
139,350
9
28,931
28,932
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
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts
12
Developer, desktop or enterprise applications
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
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
28,932
28,933
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
16
Engineering manager
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Poor usability NA
Healthcare
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
6
0
United States of America
USD United States dollar
140,000
Yes
C#;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher;Google Gemini
null
null
null
null
Windows;Android;iOS;iPadOS;ChromeOS
Windows
GitHub;Jira
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube
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
I have never participated in Q&A on Stack Overflow
Message Boards
Answer a question NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Writing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies;Other (write in):
Learning about a codebase;Project planning;Debugging or fixing code;Creating or maintaining documentation
Documenting code
Committing and reviewing code;Search for answers
AI solutions that are almost right, but not quite
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
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
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.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
null
140,000
6
28,933
28,934
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.)
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
4
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
0
United States of America
USD United States dollar
160,000
Yes
HTML/CSS;JavaScript;Python;SQL
null
null
NA NA
Yes
MySQL;Redis;Snowflake
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Pip
null
null
NA NA
Yes
Django;React
null
null
NA NA
Yes
Claude Code;Cursor;Visual Studio Code;Windsurf
null
null
NA NA
null
null
null
null
null
MacOS
null
GitHub;Jira
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
no
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
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
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Literally everything that is valuable now.
160,000
5
28,934
28,935
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
6
Developer, front-end
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
India
INR Indian rupee
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
28,935
28,936
I code primarily as a hobby
Prefer not to say
Primary/elementary school
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
3
Student
null
null
null
null
Personal Project
Costs are manageable NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
C++;HTML/CSS;JavaScript;Lua;Python
Java;Lua;Python
Lua;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Django;Node.js
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows
iOS
GitHub;Google Colab;Google Workspace;Notion
Google Workspace
Google Workspace
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
No
A few times per month or weekly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos
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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,936
28,937
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Caring for dependents (children, elderly, etc.)
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
10
Applied scientist
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
15
8
United States of America
USD United States dollar
400,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
HTML/CSS;JavaScript;Python;Swift;TypeScript
HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
DuckDB
DuckDB
DuckDB
NA NA
Yes
Docker;Homebrew;npm;Pip;Poetry;Vite;Webpack;Yarn
Homebrew;npm;Pip;Vite;Yarn
Homebrew;npm;Pip;Vite;Yarn
NA NA
Yes
Svelte
Svelte
Svelte
NA NA
Yes
Claude Code;Jupyter Notebook/JupyterLab;Sublime Text;Vim;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Large Language Model;SwiftData;RAG;Google Gemini;visionOS
Tailwind CSS 4;Large Language Model;Google Gemini
null
null
Windows;MacOS;iOS;iPadOS
MacOS;iOS;iPadOS
Confluence;GitHub;Markdown File;Miro
GitHub;Google Colab;Markdown File;Notion
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Microsoft Phi-4 models;Mistral AI models;openAI Reasoning models
Anthropic: Claude Sonnet;Microsoft Phi-4 models;Mistral AI models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Logic games/puzzles;Direct messaging of users;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Testing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Not currently
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.
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;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
Higher-level architecting, ML research, critical thinking, connecting larger pieces of software
400,000
10
28,937
28,938
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
30
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
41
Applied scientist
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
Energy
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
10
5
France
EUR European Euro
100,000
Yes
Bash/Shell (all shells);C;C++;Fortran;Lua;MATLAB
Bash/Shell (all shells);C;C++;Fortran;Lua;MATLAB
Bash/Shell (all shells);C;C++;Fortran;Lua;MATLAB
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu
Debian
Doxygen;GitHub;Jira
Doxygen;GitHub
Doxygen;GitHub
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
A few times per week
null
Answer a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
116,015
null
28,938
28,939
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
11
Data engineer
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Ethical concerns NA
Retail and Consumer Services
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
6
6
Brazil
BRL Brazilian real
200,000
Yes
HTML/CSS;JavaScript;Python
HTML/CSS;JavaScript;Python;Rust
HTML/CSS;JavaScript;Python
Julia Julia
Yes
BigQuery;Cloud Firestore;Dynamodb;MongoDB;MySQL;PostgreSQL;SQLite;Amazon Redshift
BigQuery;Cloud Firestore;Databricks SQL;MongoDB;PostgreSQL
BigQuery;Cloud Firestore;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Google Cloud
Amazon Web Services (AWS);Datadog;Docker;Google Cloud;Poetry
Amazon Web Services (AWS);Docker;Google Cloud
NA NA
Yes
Django;Flask
Django;Flask
Django;Flask
NA NA
Yes
PyCharm;Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
Sublime Text;Visual Studio Code
Atom Atom
null
null
null
null
null
Windows;Ubuntu
Ubuntu
Google Colab;Jira
Google Colab
Google Colab
Kanbanize Kanbanize
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Codewars Codewars
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Image generating models;openAI Reasoning models
Gemini (Pro Reasoning models);openAI Image generating models
Gemini (Pro Reasoning models);openAI Image generating models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Logic games/puzzles
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Committing and reviewing code;Search for answers
Project planning;Documenting code
null
AI solutions that are almost right, but not quite;Other (write in):
Only for pretty simple problems, not for the most complex ones
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.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I need quick help troubleshooting
Logic thinking, ethical evaluation and debugging
36,407
8
28,939
28,940
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
Volunteering (regularly);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
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;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
6
Student
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
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
28,940
28,941
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding chal...
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)
4
Support engineer or analyst
null
null
null
null
null
null
Prohibitive pricing NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
2
3
Spain
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;SQL
C++;Java;PHP
null
NA NA
Yes
MariaDB;MongoDB;MySQL
null
null
NA NA
Yes
APT;Cloudflare;Docker;npm;Pip
Amazon Web Services (AWS);Google Cloud;Kubernetes;Microsoft Azure
null
NA NA
Yes
Node.js;WordPress
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
null
GitHub;Trello
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
No
Less than once every 2 - 3 months
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Not professionally, only as a hobby
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
null
null
null
28,941
28,942
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 (20-29 hours per week)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
20
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Good brand and public image NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Ireland
EUR European Euro
null
Yes
Java;Python
null
null
NA NA
Yes
Dynamodb;Elasticsearch;H2;MySQL;Oracle;PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Prometheus;Splunk
null
null
NA NA
Yes
Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab
null
null
NA NA
Large Language Model;Google Gemini
Large Language Model;RAG
Large Language Model
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Miro
null
null
NA NA
Stack Overflow;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
null
Comment on Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
Project planning;Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No.
No, but I plan to
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
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
debugging code
null
6
28,942
28,943
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
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)
6
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Government
Job stability and career growth with a single employer NA
No
I have transitioned into a new career and/or industry voluntarily
6
4
New Zealand
USD United States dollar
57,262
Yes
HTML/CSS;Python
HTML/CSS;Python
HTML/CSS;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Scrapy NA
Yes
VSCodium
null
null
NA NA
null
null
null
null
null
Ubuntu
Windows;Ubuntu
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
Microsoft Phi-4 models
Microsoft Phi-4 models
Microsoft Phi-4 models
NA NA
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Job board
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat trust
Neither good or bad at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Not at all.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved 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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
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
Creativity, understanding and appreciating business contexts, and fluency in understanding of code logic will always remain valuable. Currently, the trend of offloading part of a task to AI isn't conducive to active learning. In my experience, "vibe coding" has the tendency to lead to missed learning opportunities and ...
57,262
7
28,943
28,944
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Not employed
Engaged in paid work (less than 10 hours per week)
22
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
29
Developer, front-end
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,944
28,945
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Transitioning to retirement (gradually reducing work hours)
12
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)
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)
12
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
null
Yes
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
6
28,945
28,946
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
None of the above
10
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
10
Developer, front-end
null
null
null
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
20
2
South Africa
ZAR South African rand
1,090,139
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;npm;NuGet;Pip;pnpm;Vite;Webpack;Yarn
Docker;npm;pnpm;Vite
Docker;npm;pnpm;Vite
NA NA
Yes
Laravel;Next.js;Node.js;React;WordPress
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Cursor
Cursor
Cursor
NA NA
Tailwind CSS 4;Shadcn/ui;LangGraph
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
Windows;MacOS;Android
MacOS
GitHub;Monday.com
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
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;Search for answers
Testing code;Predictive analytics;Creating or maintaining documentation
Project planning;Documenting code;Deployment and monitoring;Learning new concepts or technologies
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):;It’s hard to understand how or why the code works
No. Absolutely not.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more 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.
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
supabase
null
Llama Index;Ollama;LangChain;LangGraph
null
Sentry
null
ChatGPT;Claude Code;v0.dev
Cursor
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Architectural decisions and overall understanding and comprehension of business logic and knowledge.
61,461
9
28,946
28,947
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Transitioning to retirement (gradually reducing work hours)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
39
Architect, software or solutions
null
null
null
null
Personal Project
Easy-to-use API NA
Poor usability NA
null
Working with new technologies and tools NA
Yes
I have strongly considered changing my career and/or the industry I work in
1
1
Croatia
EUR European Euro
null
Yes
C#;F#;HTML/CSS;JavaScript
F#
F#
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Blazor;Node.js
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio
Visual Studio
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;X Grok models
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Predictive analytics
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Project planning
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Rarely
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
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Usability design
null
5
28,947
28,948
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
null
null
null
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
28,948
28,949
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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
null
10
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
3
United States of America
USD United States dollar
500,000
Yes
Bash/Shell (all shells);Python;Rust
Rust
Rust
Starlark Starlark
Yes
MySQL;SQLite
PostgreSQL;SQLite
SQLite
NA NA
Yes
Cargo;Chocolatey;Make;Pacman;Yarn
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
Linux (non-WSL);Arch
Linux (non-WSL);Fedora
GitHub
GitHub
GitHub
NA NA
Discord;GitHub (public projects, not private repos);Company-sponsored forums
Discord;GitHub (public projects, not private repos);Company-sponsored forums
Discord;GitHub (public projects, not private repos);Company-sponsored forums
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
null
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Search for answers
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
500,000
8
28,949
28,950
I am learning to code
25-34 years old
Primary/elementary school
I prefer not to say
null
1
null
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
3
Data or business analyst
null
null
null
null
School
null
null
null
null
null
I have strongly considered changing my career and/or the industry I work in
null
null
India
INR Indian rupee
null
null
null
null
null
English NA
Yes
BigQuery
BigQuery
BigQuery
NA NA
Yes
Yarn
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Day-in-the-life profiles/interviews with experts
null
Yes, definitely
I don't use AI or AI-enabled tools
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,950
28,951
I code primarily as a hobby
18-24 years old
Primary/elementary school
Retired
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Transitioning to retirement (gradually reducing work hours)
100
Yes, I am new to coding or currently a student
AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
100
Senior executive (C-suite, VP, etc.)
null
null
null
null
School
Other (please specify): NA
Security or privacy concerns NA
null
null
null
null
null
null
Venezuela, Bolivarian Republic of...
SZL Swazi lilangeni
7
Yes
Ada;Assembly;Bash/Shell (all shells);Elixir;Erlang;F#;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
null
null
brainfuck, NA
Yes
Valkey
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
WebStorm;Windsurf;Xcode;Zed
null
null
NA NA
c++23;uv
null
null
null
null
Ubuntu;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
null
Lucid (includes Lucidchart);Wikis
null
null
NA NA
Hacker News
null
null
NA NA
null
X Grok models
null
null
NA NA
No
Multiple times per day
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works;I haven’t encountered any problems
YES. Vibe coding is everything. My only job is vibe coding. I vibe code 24/7
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
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
Letta;Neo4j;Qdrant;Milvus;Weaviate;Pinecone;mem0
null
Smolagents
null
null
null
null
null
When I need quick help troubleshooting
null
null
null
28,951
28,952
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
30
DevOps engineer or professional
500 to 999 employees
Individual contributor
Remote
No
Work
Costs are manageable popularity
Availability of better alternatives AI Crap
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
15
10
Poland
PLN Polish zloty
350,000
Yes
Bash/Shell (all shells);Groovy;Python;SQL
Bash/Shell (all shells);Python;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Pip;Podman;Terraform
Amazon Web Services (AWS);Docker;Pip;Podman;Terraform
Amazon Web Services (AWS);Docker;Pip;Podman;Terraform
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Fedora
Ubuntu;Fedora
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Gerrit Gerrit
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
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;Other (write in):
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
No, but my development work has changed somewhat 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.;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...
Logical thinking
95,515
7
28,952
28,953
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;Online Courses or Certification (includes all media types)
null
Developer, desktop or enterprise applications
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
20
Poland
PLN Polish zloty
null
Yes
C#;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL
TypeScript
null
NA NA
Yes
Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
Cosmos DB
null
NA NA
Yes
Docker;Google Cloud;Microsoft Azure;MSBuild;npm;NuGet
Amazon Web Services (AWS)
null
NA NA
Yes
ASP.NET Core;Blazor;jQuery;Node.js
React
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
.NET 8 or higher;Google Gemini
.NET 8 or higher
null
null
Windows;Ubuntu
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Arch
Asana;GitHub
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow
Stack Overflow
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning
Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Search for answers;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):
Yes but I'm using "Mordo coding"
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Business process automation;IT operations;Data and analytics
Integration with external agents and APIs;Personalized agent creation
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 improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
Ollama
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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 software architecture, data migration, workarounds, fixing legacy code, refactorization, algorithms, front-end development, security
null
7
28,953
28,954
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
None of the above
13
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
7
Developer, back-end
null
null
null
null
Personal Project
Reputation for quality NA
Security or privacy concerns NA
null
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C#;Python;Rust;SQL
Rust
Rust
NA NA
Yes
Microsoft SQL Server;MySQL;Redis;SQLite
Redis
Redis
NA NA
Yes
Cargo;Chocolatey;Docker;Pip;Poetry
Cargo;Chocolatey;Docker
Cargo;Chocolatey;Docker
NA NA
Yes
ASP.NET Core;Blazor;Axum
Axum
Axum
NA NA
Yes
Claude Code;Visual Studio Code
Cursor;Windsurf;Zed
null
NA NA
Polars;Large Language Model;Google Gemini;uv
Polars;Large Language Model
Polars;Large Language Model
null
null
Windows
Windows
Confluence;Jira;Markdown File;Miro;Trello
Markdown File;Miro;Trello
Markdown File;Miro;Trello
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube;Twitch
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)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people);Message Boards;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
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;Debugging or fixing code;Learning new concepts or technologies
Project planning;Committing and reviewing code;Generating content or synthetic data
Writing code;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Testing code;Predictive analytics
Search for answers
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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...
problem solving, engineering creativity
null
6
28,954
28,955
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
10
Cybersecurity or InfoSec professional
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Lack of or sub-par API NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
3
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
35,000
Yes
Ada;C#;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
NA NA
Yes
Oracle;SQLite
PostgreSQL;Redis;SQLite
SQLite
NA NA
Yes
Docker;npm;Pip;Supabase
Docker;npm;Pip;Supabase
Docker;npm;Pip;Supabase
NA NA
No
null
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Debugging or fixing code;Search for answers
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
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
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
47,650
null
28,955
28,956
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Developer, back-end
500 to 999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Connected to an open-source project NA
Poor usability NA
Internet, Telecomm or Information Services
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Ukraine
UAH Ukrainian hryvnia
1,800,000
Yes
Bash/Shell (all shells);C;C++;Python
Bash/Shell (all shells);C;C++;Python
Bash/Shell (all shells);C;C++;Python
NA NA
null
Elasticsearch;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
APT;Digital Ocean;Docker;Kubernetes;Make;Pip;Podman
APT;Digital Ocean;Docker;Kubernetes;Make;Pip;Podman
APT;Digital Ocean;Docker;Kubernetes;Make;Pip;Podman
NA NA
No
null
null
null
NA NA
Yes
Eclipse;Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio Code
Eclipse;Vim;Visual Studio Code
Eclipse;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Confluence;Doxygen;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;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 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Committing and reviewing code;Deployment and monitoring
Predictive analytics
Generating content or synthetic data
null
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving
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 accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I 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...
Creativity. I believe AI should help developing more and cleaner code , but not replace developers as is. And do not believe that ai can create some new approaches in unusual situations
43,139
8
28,956
28,957
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
6
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
2
4
Ukraine
UAH Ukrainian hryvnia
2,150,000
Yes
HTML/CSS;TypeScript
HTML/CSS;TypeScript
HTML/CSS;TypeScript
NA NA
Yes
MongoDB
MongoDB
MongoDB
NA NA
No
null
null
null
NA NA
Yes
Express;React
Express;Next.js;Node.js;React
Express;React
NA NA
Yes
Cursor;WebStorm
Neovim;WebStorm
WebStorm
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows
MacOS
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
YouTube;LinkedIn
YouTube;LinkedIn
YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
NA NA
Not sure/can't remember
Less than once per month or monthly
I don't use Stack Overflow
Infrequently, less than once per year
Videos;Chat (bot/AI)
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Testing code
Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Documenting code;Predictive analytics;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
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
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.
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.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Tabnine
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Soft skills, we will need good communication skills and possibilities to explain your thoughts
51,527
6
28,957
28,958
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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);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);Colleague or on-the-job training;Blogs or podcasts
22
Developer, back-end
10,000 or more employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
null
Yes
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
170,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
null
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Deployment and monitoring
null
Project planning
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
170,000
7
28,958
28,959
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
4
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
7
12
Brazil
BRL Brazilian real
50,000
Yes
C#;C++;PowerShell;TypeScript
C#;PowerShell;TypeScript
C#;PowerShell;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;Redis
Microsoft SQL Server
NA NA
Yes
Docker;npm;NuGet;Vite
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;NuGet
Docker;NuGet
NA NA
Yes
Angular;ASP.NET
ASP.NET;Blazor
ASP.NET
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Azure Devops;Markdown File;Miro;Obsidian
Azure Devops;Obsidian
Azure Devops;Obsidian
NA NA
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
null
Infrequently, less than once per year
Videos;Coding challenges;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Predictive analytics;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No. I do not delegate code generation to LLM. I do ask questions about principles, concepts, design pattern explanations, answers for my questions, etc., then I think about it and I do my best with what I learned.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
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.
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
9,102
8
28,959
28,960
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.);Volunteering (regularly)
33
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
31
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Prohibitive pricing NA
Insurance
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
3
3
United States of America
USD United States dollar
155,000
Yes
HTML/CSS;JavaScript;TypeScript
Dart;Swift
null
NA NA
Yes
Dynamodb;Oracle
null
null
NA NA
Yes
Amazon Web Services (AWS);Google Cloud;Homebrew;Maven (build tool);Microsoft Azure;npm;Yarn
null
null
NA NA
Yes
Express;Fastify;Next.js;Node.js;React
null
null
NA NA
Yes
IntelliJ IDEA;Rider
Xcode
null
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;X;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Documenting code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
No.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Understanding the business problems being solved by our systems.
155,000
9
28,960
28,961
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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)
7
Academic researcher
I don’t know
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Easy-to-use API NA
Prohibitive pricing NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
5
3
United States of America
USD United States dollar
45,000
null
Python;R
Go;Python;R;Rust
Python;R
NA NA
Yes
BigQuery;PostgreSQL
DuckDB
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Pip
Amazon Web Services (AWS);Docker;Pip
Amazon Web Services (AWS);Docker;Pip
NA NA
null
null
null
null
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
Positron Positron
Polars;uv
Polars;uv
Polars;uv
null
null
MacOS;Ubuntu
MacOS;Ubuntu
null
null
null
NA NA
Stack Overflow;Bluesky
Stack Overflow;Bluesky
Stack Overflow;Bluesky
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Job board
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Committing and reviewing code;Predictive analytics
Testing code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
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
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
null
45,000
null
28,961
28,962
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
10
Developer, full-stack
I don’t know
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
Robust and complete API NA
Security or privacy concerns NA
Banking/Financial Services
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
8
4
Guatemala
GTQ Guatemalan quetzal
null
Yes
C#;HTML/CSS;JavaScript;PHP;SQL
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL
Microsoft SQL Server;MongoDB
Microsoft SQL Server;MongoDB
NA NA
Yes
npm;NuGet;Vite
Docker;Kubernetes;npm;NuGet;Vite
npm;NuGet;Vite
NA NA
Yes
ASP.NET;Astro;jQuery;Node.js;React;WordPress
ASP.NET;Astro;React
ASP.NET;Astro;React
NA NA
Yes
IntelliJ IDEA;Nano;Neovim;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
Windows;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows
Azure Devops;GitHub;Jira;Notion
Azure Devops;Jira
Azure Devops;Jira
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
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating 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
Long-form articles;Videos
Browse content related to Q&A posts I recently viewed NA
No, not really
About half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
null
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Problem solving, so that programmers can understand and describe the problem to find the better solution
null
9
28,962
28,963
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
18
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);Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
13
Developer, full-stack
null
null
null
No
Work
Other (please specify): Easy-to-use UI
Poor usability NA
Fintech
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
5
null
Poland
PLN Polish zloty
414,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript;Visual Basic (.Net)
C#;Swift
C#
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core
ASP.NET Core;Blazor;React
ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;WebStorm
Notepad++;Visual Studio;Xcode
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
MacOS;iOS;iPadOS
Windows;iPadOS
Azure Devops;Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Lists of recommendations (tools, frameworks, technologies, etc.);Other (write in):
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;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
null
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
null
112,980
9
28,963
28,964
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
Engaged in paid work (10-19 hours per week)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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
12
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
No
I have transitioned into a new career and/or industry voluntarily
1
2
Italy
EUR European Euro
19,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Lua;PHP;Python;SQL
Dart;HTML/CSS;Java;JavaScript;Python;Scala;Swift
HTML/CSS;Java;JavaScript;Python
NA NA
Yes
MariaDB;Microsoft Access;MongoDB;MySQL
MariaDB;Microsoft Access;MongoDB;MySQL
MariaDB;Microsoft Access;MongoDB;MySQL
NA NA
No
null
null
null
NA NA
Yes
Angular;Express;jQuery;Node.js;WordPress
jQuery;WordPress
jQuery;WordPress
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio;Visual Studio Code
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code;Xcode
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Linux (non-WSL)
Windows
GitHub;GitLab
GitHub;Google Colab
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
Videos;Coding challenges
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Generating content or synthetic data
null
null
I don’t use AI tools regularly
absolutely not
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to 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
software engineering, project management
22,043
null
28,964
28,965
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 (full-time)
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Student
null
null
null
null
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
1
Israel
ILS Israeli new shekel
null
Yes
Python
Assembly;Bash/Shell (all shells);C++;Go;MATLAB;Python;Rust;SQL
Python
NA NA
null
Firebase Realtime Database
MongoDB;MySQL;PostgreSQL
null
NA NA
Yes
Pip
Bun;Cargo;Make;Pip
Pip
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
Google Colab;Obsidian
GitHub;Google Colab;Obsidian
Google Colab;Obsidian
Google docs Google docs
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards;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 at all
Rarely, almost never
No, and I don't plan to
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Predictive analytics;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, I don't develop professionally nor do I vibe code.
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
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Problem solving, creativity, exercise of discretion, effective brainstorming, planning.
null
null
28,965
28,966
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
30
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Other (please specify): Need
Prohibitive pricing NA
Manufacturing
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
6
2
United States of America
USD United States dollar
90,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;SQLite
Microsoft SQL Server
NA NA
null
Docker
null
null
NA NA
Yes
ASP.NET;jQuery
ASP.NET;ASP.NET Core;jQuery
ASP.NET;jQuery
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows
Asana;Azure Devops
Asana;Azure Devops
Asana;Azure Devops
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
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
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
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.
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 pla...
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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Project planning and architecture. Debugging.
90,000
8
28,966
28,967
I am a developer by profession
45-54 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)
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);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
40
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Security or privacy concerns NA
Fintech
Solving real-world problems NA
No
I have transitioned into a new career and/or industry voluntarily
10
4
Italy
EUR European Euro
null
Yes
Rust;TypeScript
Rust;TypeScript
Rust;TypeScript
NA NA
Yes
MariaDB;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
React;Axum
null
null
NA NA
Yes
Visual Studio Code;Windsurf
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian
Ubuntu;Debian
Confluence;Jira
null
null
NA NA
Stack Overflow;Discord;YouTube
Stack Overflow;Discord;YouTube
Stack Overflow;Discord;YouTube
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
null
null
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Documenting code;Creating or maintaining documentation
Learning about a codebase
null
AI solutions that are almost right, but not quite
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something
brain
null
7
28,967
28,968
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
8
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
13
Academic researcher
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns Unnecessary AI features
Other:
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
15
20
Germany
EUR European Euro
75,000
Yes
Bash/Shell (all shells);C#;C++;GDScript;JavaScript;PHP;Rust
Bash/Shell (all shells);C#;C++;GDScript;Rust
Bash/Shell (all shells);C#;C++;GDScript;Rust
NA NA
No
null
null
null
NA NA
Yes
APT;Cargo;Docker;Make;Pacman;Pip
APT;Cargo;Docker;Make;Pacman;Pip
APT;Cargo;Docker;Make;Pacman;Pip
scons scons
No
null
null
null
NA NA
Yes
Nano;PyCharm;Rider;RustRover;Visual Studio Code
Nano;Rider;RustRover
Nano;Rider;RustRover
CLion CLion
null
null
null
null
null
Arch
Windows;Windows Subsystem for Linux (WSL)
Confluence;Doxygen;GitHub;GitLab;Markdown File;Notion;Redmine;YouTrack
Confluence;Doxygen;GitHub;GitLab
Confluence;Doxygen;GitHub;GitLab
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
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
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code
Project planning;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
Learning about a codebase;Documenting code;Testing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
AI agents have helped me automate repetitive tasks.
AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
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 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...
Software engineering, so the actual problem solving
87,011
7
28,968
28,969
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
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);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;Blogs or podcasts;Games or coding challenges;School (i.e., ...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training
5
Student
null
null
null
null
School
Robust and complete API NA
Prohibitive pricing NA
null
null
No
I have neither consider or transitioned into a new career or industry
5
19
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python
Assembly;Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Lua;SQL
Assembly;Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Lua
NA NA
Yes
Cloud Firestore
Cassandra;MariaDB;MySQL;PostgreSQL;Redis;SQLite
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;Svelte
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Neovim;Vim;Visual Studio;Visual Studio Code
Vim
Vim
NA NA
Tailwind CSS 4
null
null
null
null
Windows;Arch
Windows
GitHub;GitLab;Lucid (includes Lucidchart);Trello
GitLab
GitLab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Infrequently, less than once per year
null
Answer a question NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat trust
Very poor at handling complex tasks
Learning about a codebase;Writing code
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging or fixing code;Search for answers
I’ve become less confident in my own problem-solving;Other (write in):
hell 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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
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
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
Programming? Call me crazy but it feels like AI is getting worse at the moment for programmers
null
null
28,969
28,970
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
9
Developer, back-end
I don’t know
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
3
1
United States of America
USD United States dollar
70,000
Yes
Python;SQL
null
null
NA NA
Yes
Databricks SQL;Dynamodb;PostgreSQL;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Pip;Poetry
null
null
NA NA
Yes
Flask
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
null
Confluence;GitHub;Jira;Miro
null
null
NA NA
Reddit;YouTube;Twitch
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec ...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Problem solving, Communication, Reading comprehension, almost all the same skills that are needed now.
70,000
null
28,970
28,971
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podc...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
12
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Fintech
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
400,000
Yes
Bash/Shell (all shells);C++;OCaml;Rust;Swift
Bash/Shell (all shells);C++;OCaml;Rust;Swift
Bash/Shell (all shells);C++;OCaml;Rust;Swift
Lean Lean
Yes
PostgreSQL
null
null
NA NA
Yes
Cargo;Docker;Homebrew
Cargo;Homebrew;Make
Cargo;Homebrew
Dune Dune
No
null
null
null
NA NA
Yes
Visual Studio Code;Xcode
Visual Studio Code;Xcode
Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;iOS;iPadOS
Linux (non-WSL)
GitHub;Jira;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Learning new concepts or technologies
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning
Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoS...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
400,000
10
28,971
28,972
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
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);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
43
Architect, software or solutions
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,972
28,973
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)
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
30
Developer, front-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
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Retail and Consumer Services
Other (please specify): Company culture
Yes
I have strongly considered changing my career and/or the industry I work in
1
1
Spain
EUR European Euro
58,000
Yes
HTML/CSS;JavaScript;TypeScript
null
null
TypeScript NA
Yes
MongoDB;PostgreSQL
null
null
Mongo, PostgreSQL NA
No
null
null
null
NA NA
Yes
Angular;NestJS;Node.js
Nuxt.js;Vue.js
null
Angular Vue.js
Yes
Bolt;Visual Studio Code
null
null
Visual Studio Code NA
null
null
null
null
null
Windows;Ubuntu;Android;iOS;iPadOS
null
Asana;GitLab;Markdown File;Miro;Notion
null
null
Asana, Miro NA
Stack Overflow;Discord;Dev.to
null
null
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
null
Committing and reviewing code
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data
Debugging AI-generated code is more time-consuming
Yes, it's a good point to start a project or an MVP
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Marketing
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;Write in the most significant benefit if not listed above.
null
AI agents have increased my productivity.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
GitHub Copilot;Perplexity
null
When I don’t trust AI’s answers;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Explain to the IA the specs of the features to implement in the new software development, and test them
67,289
9
28,973
28,974
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 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)
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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 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)
23
Data or business analyst
10,000 or more employees
People manager
In-person
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Banking/Financial Services
null
I'm not sure
I have neither consider or transitioned into a new career or industry
3
3
United States of America
USD United States dollar
null
Yes
C;C#;C++;Java;JavaScript;MATLAB;Python;Scala;VBA
C;Python;VBA
C;Python;VBA
kdb/Q NA
Yes
MySQL;Redis
null
null
NA NA
Yes
Docker;Kubernetes;Pip;Poetry
null
null
NA NA
Yes
FastAPI
null
null
streamlit NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
Pydantic
null
null
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL)
null
GitHub;Jira;Microsoft Planner;Wikis
null
null
NA NA
Stack Overflow
null
null
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
null
null
Debugging or fixing code
Writing code;Testing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
not yet, but plan to incorporate it
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Data and analytics
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,974
28,975
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
Engaged in paid work (20-29 hours per week)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
25
Developer, full-stack
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Inefficient or time-costly NA
Internet, Telecomm or Information Services
Recognition from peers for your work NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
15
10
Italy
EUR European Euro
45,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
null
null
NA NA
Yes
MariaDB;MySQL;SQLite
null
null
NA NA
Yes
APT;Cloudflare;Composer;Digital Ocean;Google Cloud;npm
null
null
NA NA
Yes
jQuery;Symfony;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;PhpStorm;Sublime Text;Visual Studio;Visual Studio Code;WebStorm;Windsurf
null
null
NA NA
Large Language Model;Google Gemini
null
null
null
null
Windows;MacOS;Android
null
Clickup;GitHub;GitLab;Google Workspace
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Committing and reviewing code
Learning about a codebase;Project planning;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Documenting code
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
yes, but it is often frustrating, time-consuming and I think that in the long run makes me more passive, reducing my ability to solve problems
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Data and analytics;Customer service support;Marketing
null
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I 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
experience, but it will be very difficult to find the motivations to maintain it
52,207
6
28,975
28,976
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Books / Physical media
17
DevOps engineer or professional
100 to 499 employees
Individual contributor
In-person
No
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Indonesia
IDR Indonesian rupiah
240,000,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;PowerShell;Python;Ruby;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;PowerShell;Python;SQL;TypeScript
NA NA
Yes
BigQuery;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
BigQuery;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
BigQuery;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Bun;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;Maven (build tool);New Relic;npm;Pip;Podman;Prometheus;Terraform;Vercel;Yarn
Amazon Web Services (AWS);Ansible;APT;Bun;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;Maven (build tool);Microsoft Azure;New Relic;Pip;Podman;Prometheus;Supabase;Terraform;Vercel;Yarn
Amazon Web Services (AWS);Ansible;APT;Bun;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;Maven (build tool);New Relic;Pip;Podman;Prometheus;Terraform;Vercel;Yarn
NA NA
Yes
ASP.NET Core;Astro;FastAPI;Laravel;Next.js;React;Spring Boot;WordPress
ASP.NET Core;Astro;FastAPI;Laravel;Next.js;React;Ruby on Rails;Spring Boot;WordPress
ASP.NET Core;Astro;FastAPI;Laravel;Next.js;React;Spring Boot;WordPress
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Nano;Neovim;Trae;Visual Studio Code
Claude Code;Cline and/or Roo;Cursor;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Visual Studio Code
Cursor;Jupyter Notebook/JupyterLab;Nano;Neovim;Visual Studio Code
NA NA
.NET 8 or higher;Google Gemini
.NET 8 or higher;Odoo;Large Language Model;RAG;Google Gemini;Shadcn/ui
.NET 8 or higher;Google Gemini
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Arch;Fedora
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Red Hat
Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Trello
Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Trello
Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro;Trello
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);LinkedIn;Substack
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);LinkedIn;Substack
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);LinkedIn;Substack
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Microsoft Phi-4 models;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data
Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have reduced the time spent on specific development tasks.
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 improved collaboratio...
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.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
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
Problem solving, reasoning
14,708
null
28,976
28,977
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly);Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Stack Overflow or Stack Exchange
9
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
5
12
United States of America
USD United States dollar
50,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;R;Rust;SQL;Swift
Assembly;Bash/Shell (all shells);C;C++;Fortran;Go;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;R;Rust;SQL;Swift;TypeScript;Mojo
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;R;Rust;SQL;Swift
NA NA
Yes
BigQuery;MariaDB;MySQL;PostgreSQL
BigQuery;Cassandra;MariaDB;MongoDB;MySQL;Neo4J;PostgreSQL
BigQuery;MariaDB;MySQL;PostgreSQL
NA NA
Yes
APT;Cargo;Chocolatey;Docker;Firebase;Google Cloud;Gradle;Homebrew;Make;npm;Pip;Terraform;Yarn
Amazon Web Services (AWS);APT;Cargo;Chocolatey;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);Netlify;npm;Pacman;Pip;Poetry;Terraform;Vercel;Yarn
APT;Cargo;Chocolatey;Docker;Firebase;Google Cloud;Gradle;Homebrew;Make;npm;Pip;Terraform;Yarn
NA NA
Yes
Angular;AngularJS;Django;FastAPI;Flask;jQuery;Node.js;React;Vue.js;WordPress
Angular;AngularJS;Django;FastAPI;Flask;jQuery;Node.js;React;Vue.js;WordPress
Angular;AngularJS;Django;FastAPI;Flask;jQuery;Node.js;React;Vue.js;WordPress
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;PhpStorm;PyCharm;RustRover;Vim;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;PyCharm;RustRover;Vim;VSCodium;WebStorm;Xcode;Zed
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;PyCharm;RustRover;Vim;VSCodium;WebStorm;Xcode
BBEdit BBEdit
c++23;Large Language Model;SwiftData;Google Gemini;Ollama
c++23;Large Language Model;SwiftData;RAG;Google Gemini;Ollama;visionOS
c++23;Large Language Model;SwiftData;Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);iPadOS;Red Hat;Fedora;Pop!_OS;NixOS
MacOS;Ubuntu;Debian;Linux (non-WSL)
Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Markdown File
Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Markdown File
Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;LinkedIn
Stack Overflow;Stack Exchange;Discord;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Project planning
Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Deployment and monitoring;Predictive analytics
null
Learning about a codebase;Writing code;Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
Yes, but with two caveats. 1. I do not trust the output to be the final output. I only use it to make initial templates so that I am not starting with a blank page and a blinking cursor. 2. I write extensive documentation for it and treat it like an intern giving me bad code. Testing, fixing, debugging is way easier ...
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 improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
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.
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I 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
The more core CS concepts such as data structures, algorithms, optimization, big-picture thinking and planning. AI is a bricklayer, we would need a human mind behind everything to orchestrate the directin for huge projects to go. Also maintaining OpSec, and dev relations.
50,000
10
28,977
28,978
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
22
Developer, mobile
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
28,978
28,979
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
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Games or coding challenges
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)
13
Academic researcher
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
Work
Robust and complete API NA
Prohibitive pricing NA
Higher Education
Recognition from peers for your work NA
No
I have neither consider or transitioned into a new career or industry
10
8
Germany
EUR European Euro
55,200
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Python;Rust;TypeScript
Assembly;Bash/Shell (all shells);C;C++;Python;Rust;Zig
Assembly;Bash/Shell (all shells);C;C++;Python;Rust
NA NA
null
DuckDB;SQLite
SQLite
SQLite
NA NA
Yes
APT;Cargo;Docker;Homebrew;Make;Ninja;Yarn
Cargo;Docker;Make;Ninja
Cargo;Docker;Make;Ninja
NA NA
null
Svelte;WordPress;Axum
Axum
Axum
NA NA
Yes
Vim;Visual Studio Code;Zed
Zed
Zed
NA NA
Shadcn/ui;Ollama;uv
Ollama;uv
Ollama;uv
null
null
MacOS;Fedora
Debian;Fedora;NixOS
GitHub;GitLab;Obsidian
GitHub;GitLab;Obsidian
GitHub;GitLab;Obsidian
HedgeDoc HedgeDoc
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
LWN LWN
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI Image generating models
Anthropic: Claude Sonnet;Meta Llama (all models)
Anthropic: Claude Sonnet;Meta Llama (all 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;Videos;Chat (bot/AI)
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering;Data and analytics
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Designing complex and efficient systems
64,040
9
28,979
28,980
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
8
Developer, back-end
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
8
3
Ukraine
UAH Ukrainian hryvnia
150,000
Yes
HTML/CSS;Java;JavaScript;SQL;TypeScript
null
null
NA NA
Yes
BigQuery;Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;Supabase;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Homebrew;npm;Yarn
null
null
NA NA
Yes
Angular;AngularJS;Express;NestJS;Next.js;Node.js;React
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Sublime Text;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
Windows;iOS
MacOS
Confluence;GitHub;Jira;Notion;Trello
null
null
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Testing code
null
null
Debugging AI-generated code is more time-consuming
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Problem solving
3,595
9
28,980
28,981
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
3
Cybersecurity or InfoSec professional
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
Computer Systems Design and Services
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
Croatia
EUR European Euro
22,980
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL
Rust
null
NA NA
Yes
MariaDB;Redis
PostgreSQL;Valkey
null
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;Pacman;Pip
null
null
NA NA
Yes
Flask
FastAPI;Axum
null
NA HTMX
No
null
null
null
NA NA
uv
Polars;Large Language Model;Pydantic;RAG;Ollama;LangGraph;uv
uv
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;Clickup;Confluence;GitHub;Google Colab;Markdown File;Microsoft Planner;Obsidian;Trello;Wikis
Azure Devops;GitHub;Google Colab;Markdown File;Obsidian;Wikis
Azure Devops;GitHub;Google Colab;Markdown File;Obsidian;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Medium
Bluesky;YouTube
Bluesky;YouTube
NA NA
Yes
Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Job board;Day-in-the-life profiles/interviews with experts
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Generating content or synthetic data
Testing code
Documenting code;Deployment and monitoring;Creating or maintaining documentation
Project planning;Committing and reviewing code;Predictive analytics
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes, but I don't generate whole codebase, I am very narrow with my prompts. Usually I use more descriptive prompts to get small to mid size responses. This has been working very good for me.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;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 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 (please specify):
Still learning, people will still need to understand technology in order to correctly prompt AI and notice hallucinations and you cannot do that with rusty hard skills.
26,660
10
28,981
28,982
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
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
28,982
28,983
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
42
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
42
Architect, software or solutions
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Insurance
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
14
0
United States of America
USD United States dollar
145,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
Angular;jQuery;Node.js
Angular
Angular
NA NA
Yes
IntelliJ IDEA;Notepad++;Vim;Visual Studio Code
IntelliJ IDEA;Notepad++;Vim;Visual Studio Code
IntelliJ IDEA;Notepad++;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Ubuntu
Windows
Azure Devops;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
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
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
Generating content or synthetic data
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
null
null
Search for answers
I don’t use AI tools regularly
it is not a part of my development work
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
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 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...
being able to use the AI tools and design with AI in mind.
145,000
9
28,983
28,984
I am a developer by profession
35-44 years old
Other (please specify):
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
11
Developer, front-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Government
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Switzerland
CHF Swiss franc
130,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
Yes
MongoDB;Redis
MongoDB;PostgreSQL
MongoDB
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;New Relic;npm;Webpack
Docker;npm;pnpm;Vercel;Vite
Docker;npm
NA NA
Yes
AngularJS;Express;Node.js;Vue.js
Express;Node.js;Nuxt.js;Vue.js
Express;Node.js;Vue.js
lit-html lit-html
Yes
Eclipse;Notepad++;Visual Studio Code
Cursor;Vim;Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
Windows
Confluence;GitHub;Markdown File;Miro
Confluence;GitHub
Confluence;GitHub
NA NA
YouTube;Medium
YouTube;Medium
YouTube;Medium
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
null
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Project planning;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Testing code;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’ve become less confident in my own problem-solving
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agen...
null
null
null
null
null
null
null
null
null
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
Politics, debugging skills, creating maintainable complex code
161,191
7
28,984
28,985
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
7
Student
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
School
Costs are manageable NA
Poor usability NA
Government
null
No
I have somewhat considered changing my career and/or the industry I work in
4
5
United States of America
USD United States dollar
null
Yes
Dart;HTML/CSS;Java;JavaScript;Lua;Python
Lua;SQL
Lua
NA NA
Yes
Microsoft Access
null
null
NA NA
null
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;Android
Windows;Android
GitHub;Google Workspace;Trello
null
null
NA NA
Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Job board
Comment on Q&A posts NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
Bad at handling complex tasks
null
Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
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
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
Problem solving, critical thinking, creativity
null
null
28,985
28,986
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
34
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
53
Developer, back-end
500 to 999 employees
Individual contributor
Remote
No
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
6
0
United States of America
USD United States dollar
280,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Python
Rust
null
NA NA
No
null
null
null
NA NA
null
Docker;Make;Podman
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23
Google Gemini
null
null
null
null
Ubuntu;Red Hat
GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
null
null
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
null
Bookmark posts to look at later NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Search for answers
Learning about a codebase
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I need help fixing complex or unfamiliar code
Understanding complex programming problems.
280,000
10
28,986
28,987
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
30
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Energy
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
20
Poland
PLN Polish zloty
260,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Delphi;JavaScript;MATLAB
C#;SQL
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Windows Subsystem for Linux (WSL);Debian
Windows
Doxygen;GitHub;Trello;Wikis
Azure Devops
null
NA NA
YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
YouTube;LinkedIn
NA NA
null
null
null
null
NA NA
No
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools weekly
Favorable
Highly distrust
Good, but not great at handling complex tasks
Learning about a codebase;Testing code;Committing and reviewing code;Learning new concepts or technologies
Project planning;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
Writing code;Debugging or fixing code;Deployment and monitoring
Search for answers
Debugging AI-generated code is more time-consuming
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
70,954
8
28,987
28,988
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);Engaged in paid work (20-29 hours per week);Engaged in paid work (10-19 hours per week);Engaged in paid work (less than 10 hours per week)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
8
Developer, game or graphics
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
Availability of better alternatives NA
Software Development
Developing specialized expertise NA
No
I have strongly considered changing my career and/or the industry I work in
11
30
Ukraine
EUR European Euro
70,000
Yes
C++;HTML/CSS;JavaScript
C++;HTML/CSS;JavaScript
C++;HTML/CSS;JavaScript
Blueprint Blueprint
Yes
BigQuery;Cosmos DB;Dynamodb;Microsoft SQL Server;MySQL;PostgreSQL
BigQuery;Cosmos DB;Dynamodb;Microsoft SQL Server;MySQL;PostgreSQL
BigQuery;Cosmos DB;Dynamodb;Microsoft SQL Server;MySQL;PostgreSQL
NA NA
Yes
Cloudflare;Firebase;Google Cloud;Microsoft Azure
Cloudflare;Firebase;Google Cloud;Microsoft Azure
Cloudflare;Firebase;Google Cloud;Microsoft Azure
Playfab Playfab
Yes
Angular;Node.js
Angular;Node.js
Angular;Node.js
NA NA
Yes
Android Studio;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Notepad++;Visual Studio;Visual Studio Code
NA NA
Google Gemini
.NET 8 or higher
null
null
null
Windows;MacOS;iOS
Windows;MacOS;Android;iOS
Airtable;Asana;Confluence;GitHub;GitLab;Jira;Miro;Monday.com;Notion;Trello
Airtable;Asana;Confluence;GitHub;GitLab;Jira;Miro;Monday.com;Notion;Trello
Airtable;Asana;Confluence;GitHub;GitLab;Jira;Miro;Monday.com;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit
Stack Overflow;Stack Exchange;Discord;Reddit
Stack Overflow;Stack Exchange;Discord;Reddit
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Direct messaging of users;Job board;Chat (bot/AI)
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 weekly
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Writing code;Testing code;Deployment and monitoring
Committing and reviewing code
Project planning;Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
null
No, but I plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
scale
81,210
10
28,988
28,989
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.)
32
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
38
Developer, desktop or enterprise applications
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
7
4
Canada
CAD Canadian dollar
145,000
Yes
Bash/Shell (all shells);C;C#;C++;Groovy;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
Kotlin;Ruby;Rust
null
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
Elasticsearch
null
NA NA
null
Gradle;npm;NuGet;Poetry
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Kubernetes
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Nano;Notepad++;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL)
Linux (non-WSL)
Confluence;GitHub;Google Workspace;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Company-sponsored forums
null
null
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Highly distrust
Very poor at handling complex tasks
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Other (write in):
No, I do not believe that this can work for a whole application. I don't believe that this can work even for a feature.
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.
Write in the most significant benefit if not listed above.
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.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agen...
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
Debugging, analyzing requirements, learning new concepts.
105,790
8
28,989
28,990
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 (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
8
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Availability of better alternatives NA
Other:
Competitive pay and benefits Few and flexible working hours
No
I have transitioned into a new career and/or industry voluntarily
19
12
Denmark
DKK Danish krone
375,000
Yes
C#;HTML/CSS;Java;PowerShell;TypeScript
Ada;C#;C++;HTML/CSS;Java;TypeScript
C#;HTML/CSS;Java;TypeScript
NA NA
null
null
null
null
NA NA
Yes
Cloudflare;Gradle;MSBuild;npm;NuGet;Pacman;Vite
Cloudflare;Docker;Pacman
Cloudflare;Pacman
MSYS2, Oracle Cloud Infrastructure Alire, Bazel
Yes
Node.js;Svelte
Node.js;Svelte
Node.js;Svelte
Tauri Ada Web Server, Wt, Tauri
Yes
Android Studio;IntelliJ IDEA;Nano;Visual Studio;Visual Studio Code
IntelliJ IDEA;Nano;Rider;Visual Studio Code;VSCodium
IntelliJ IDEA;Nano;Visual Studio Code
NA GNAT Studio, Qt Creator, CLion
.NET 8 or higher
.NET 8 or higher;c++23
.NET 8 or higher
null
null
Windows;Linux (non-WSL);Arch;Red Hat
Windows
Doxygen;GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
DocFX DocFX, Javadoc
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch
NA ada-lang.io
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
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
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
Absolutely not. I find it unserious, unprofessional, and generally a detriment in both the short term and, especially, the long term. LLMs are decent models of language (hence the name), but they are not concerned with correctness. They can produce code that *looks* right, but without reliability, trustworthiness and ...
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
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.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Actual understanding of the technologies we work with. The ability to think for yourself. The ability to identify AI-generated information in order to apply the appropriate perspective and level of scepticism.
58,320
7
28,990
28,991
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts
30
Developer, desktop or enterprise applications
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
Reliability and low latency 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
3
null
Netherlands
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;Lua;Perl;PowerShell;R;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL;SQLite
Neo4J
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Google Cloud;IBM Cloud;Kubernetes;Make;Ninja;Pip;Poetry;Yarn
null
null
esbuild NA
Yes
FastAPI;Flask;Node.js;React
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
null
null
NA NA
Large Language Model;Amazon Bedrock;Pydantic;RAG;LangGraph
c++23;Google Gemini;Ollama
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Red Hat
Jira;Markdown File;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
I don't use AI or AI-enabled tools
No, but I plan to soon
Very favorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Search for answers
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
not at all
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Decision intelligence
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I need quick help troubleshooting
abitity to write good code
null
7
28,991
28,992
I code primarily as a hobby
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Not employed
Volunteering (regularly)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
39
Developer, full-stack
null
null
null
null
Personal Project
Costs are manageable NA
Lack of or sub-par API NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Sweden
SEK Swedish krona
0
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Creating or maintaining documentation
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
null
No, 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
28,992
28,993
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
18
Developer, mobile
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Good brand and public image NA
Poor usability NA
Higher Education
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
null
null
Romania
RON Romanian leu
843,975
Yes
Swift
Swift
Swift
Objective-C NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Xcode
Xcode
Xcode
NA NA
null
null
null
null
null
MacOS;iOS
MacOS;iOS
GitLab;Jira;Notion
GitHub
null
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
Yes
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Multiple times per day
Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
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.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Clean code
193,901
7
28,993
28,994
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 (20-29 hours per week)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Other (please specify):
25
Developer, full-stack
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
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Brazil
BRL Brazilian real
580,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Amazon Redshift
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Amazon Redshift
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Composer;Datadog;Docker;Google Cloud;Homebrew;Microsoft Azure;MSBuild;npm;NuGet;pnpm;Vite;Webpack;Yarn
Amazon Web Services (AWS);Chocolatey;Cloudflare;Composer;Datadog;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;npm;pnpm;Terraform;Vite;Yarn
Amazon Web Services (AWS);Chocolatey;Cloudflare;Composer;Datadog;Docker;Google Cloud;Homebrew;npm;pnpm;Vite;Yarn
NA NA
Yes
Angular;AngularJS;ASP.NET;Express;Laravel;Node.js;React;Vue.js
Express;NestJS;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Express;Node.js;React;Vue.js
Lit, React Native for Web, GraphQL Astro, Remix, tRPC, gRPC
Yes
Android Studio;Cursor;Visual Studio;Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
Gemini Canvas NA
Google Gemini
Tailwind CSS 4;Google Gemini
Google Gemini
null
null
Windows;MacOS;Android
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Miro;Notion;Trello
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
Confluence;GitHub;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File
Microsoft Teams, Microsoft Office 365 NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);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
Between 10 and 15 years
A few times per week
Job board;Other (write in):
Upvote/Downvote Q&A posts NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Favorable
Highly distrust
Bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers
Project planning;Deployment and monitoring;Learning new concepts or technologies
Writing code
Testing code;Creating or maintaining documentation
Documenting code;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):
No, this is so dumb that I can't even believe there are people thinking it's serious!
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have accelerated my learning about new technologies or codebases.
Write in the most significant benefit if not listed above.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
Other (please specify):
Only if AI tools stop hallucinating and are able to follow instructions properly and accurately, taking context and memory into account, and are trained with proper senior code instead of a mess of junior code, will I consider that the developer will remain relevant as a researcher, architect, conflict mediator, and ma...
105,581
7
28,994
28,995
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
3
Developer, back-end
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
No
I have somewhat considered changing my career and/or the industry I work in
4
6
Slovakia
EUR European Euro
24,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP
NA NA
Yes
MariaDB;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;SQLite
NA NA
No
null
null
null
NA NA
Yes
Laravel;Node.js;Nuxt.js;Vue.js;WordPress
Laravel;Node.js;Nuxt.js;Vue.js
Laravel;Node.js;Nuxt.js;Vue.js
NA NA
Yes
IntelliJ IDEA;PhpStorm
IntelliJ IDEA;PhpStorm
IntelliJ IDEA;PhpStorm
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4
Tailwind CSS 4
null
null
Ubuntu;Android;Windows Subsystem for Linux (WSL)
Ubuntu
GitHub;Google Workspace;Trello
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
A few times per week
Between 1 and 3 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
No, not really
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Search for answers
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning new concepts or technologies
Debugging or fixing code;Predictive analytics
Generating content or synthetic data
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;IT operations;Marketing
Language processing
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
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
When I want to compare different solutions
null
27,844
2
28,995
28,996
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
16
DevOps engineer or professional
100 to 499 employees
People manager
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
Connected to an open-source project NA
Ethical concerns NA
Transportation, or Supply Chain
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
10
3
Portugal
EUR European Euro
50,000
Yes
HTML/CSS;Java;JavaScript;Lisp
Lisp
Lisp
NA NA
No
null
null
null
NA NA
Yes
Ansible;Chocolatey;Docker;npm;Pip;Prometheus
Ansible;Chocolatey;Docker;Prometheus
Ansible;Chocolatey;Docker;Prometheus
NA NA
Yes
React
null
null
NA NA
Yes
Visual Studio Code
null
null
Emacs Emacs
null
null
null
null
null
Windows;Linux (non-WSL)
Windows;Linux (non-WSL)
Confluence;GitLab;Jira
GitLab
GitLab
Gerrit Gerrit
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
NA NA
No
null
null
null
NA NA
No
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Very poor at handling complex tasks
Search for answers;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Other (write in):
LOL, fuck no.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed ab...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need quick help troubleshooting
Curiosity is and will be the most valuable tool in our belt.
58,007
8
28,996
28,997
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
None of the above
10
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
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)
15
Engineering manager
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
Reputation for quality NA
Ethical concerns NA
Retail and Consumer Services
Autonomy and trust to manage your own tasks NA
Yes
I have neither consider or transitioned into a new career or industry
3
2
Portugal
EUR European Euro
80,000
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
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Message Boards
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Creating or maintaining documentation
Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Project planning
Debugging or fixing code
Testing code;Search for answers;Generating content or synthetic data
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
Not really
Yes, I use AI agents at work weekly
Not at all or minimally
Marketing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
92,812
8
28,997
28,998
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (10-19 hours per week)
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);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-...
No, I didn't spend time learning in the past year
null
9
Developer, full-stack
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Good brand and public image NA
Poor usability NA
Banking/Financial Services
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
4
4
Pakistan
PKR Pakistani rupee
500,000
Yes
C#;HTML/CSS;JavaScript;SQL
Python;R
null
Angular NA
Yes
Microsoft Access;Microsoft SQL Server;MySQL
Cosmos DB;MongoDB;SQLite
null
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;Blazor;jQuery
Django;FastAPI;Flask;Node.js;React
null
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows
null
Azure Devops
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Company-sponsored forums
null
null
NA NA
Yes
DeepSeek (R- Reasoning models)
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Chat (bot/AI)
Comment on Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code
null
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
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
yes but some time
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 improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;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
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...
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null
null
null
null
null
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ChatGPT;Claude Code;Google Gemini
null
When I’m stuck and can’t explain the problem
Ai development
1,756
9
28,998
28,999
I code primarily as a hobby
25-34 years old
Primary/elementary school
Employed
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types)
2
Developer, QA or test
Just me - I am a freelancer, sole proprietor, etc.
null
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
null
null
Software Development
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
null
2
Cambodia
KHR Cambodian riel
null
Yes
null
null
null
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
28,999
29,000
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
null
Cybersecurity or InfoSec professional
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
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