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26,000
26,001
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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
26,001
26,002
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
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 for my personal curiosity and/or hobbies
null
18
DevOps engineer or professional
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality no AI
Availability of better alternatives AI marketing copy
Other:
Solving real-world problems coworkers are LBGTQ+ friendly
No
I have neither consider or transitioned into a new career or industry
7
0
Germany
EUR European Euro
85,000
Yes
Bash/Shell (all shells);JavaScript;PHP;Python;SQL
Bash/Shell (all shells);Python;Scala;SQL
Bash/Shell (all shells);Python;SQL
NA NA
Yes
Dynamodb;MariaDB;MySQL;PostgreSQL
Dynamodb;MariaDB;PostgreSQL
Dynamodb;MariaDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;New Relic;npm;Terraform;Yarn
Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Terraform;Yarn
Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Terraform;Yarn
Terragrunt Fastly, Honeycomb
Yes
Laravel;Node.js
Laravel;Node.js
Laravel;Node.js
NA NA
Yes
IntelliJ IDEA;Vim
IntelliJ IDEA;Vim
IntelliJ IDEA;Vim
NA NA
null
null
null
null
null
Windows;MacOS;Android
MacOS
Confluence;GitHub;Google Workspace;Jira
GitHub;Google Workspace;Jira
GitHub;Google Workspace;Jira
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;Twitch;LinkedIn
Mastodon NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
A few times per month or weekly
Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, 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
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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;Other (please specify):
Interpersonal skills like being able to explain your thinking when making tradeoffs, encouraging colleagues to keep at it when stuck, etc. Professional judgment skills, e.g. deciding which projects are worth investing time and effort into and which initiatives should be MVP's. Maintaining good communication with teamma...
98,612
7
26,002
26,003
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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
25
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
null
Software Development
Developing specialized expertise NA
No
I have transitioned into a new career and/or industry voluntarily
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
8
26,003
26,004
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)
7
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);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);Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
9
Developer, back-end
5,000 to 9,999 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
Security or privacy concerns NA
Transportation, or Supply Chain
Autonomy and trust to manage your own tasks NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Morocco
MAD Moroccan dirham
null
null
Bash/Shell (all shells);C;COBOL;Dart;Delphi;Elixir;Erlang;Fortran;GDScript;Groovy;HTML/CSS;Java;Lisp;Lua;MicroPython;PowerShell;Python;R;SQL;Visual Basic (.Net);Mojo;Gleam
Ada;Bash/Shell (all shells);C;C++;COBOL;Dart;Delphi;Elixir;Fortran;GDScript;Go;JavaScript;Kotlin;Lisp;Lua;MATLAB;PHP;Prolog;Python;Ruby;SQL;TypeScript;VBA;Visual Basic (.Net);Mojo;Gleam
Bash/Shell (all shells);C;COBOL;Dart;Delphi;Elixir;Fortran;GDScript;Lisp;Lua;Python;SQL;Visual Basic (.Net);Mojo;Gleam
2001 1987
null
Cassandra;Cosmos DB;Datomic;DuckDB;Dynamodb;IBM DB2;InfluxDB;MariaDB;Microsoft SQL Server;MongoDB;PostgreSQL;Snowflake;Cockroachdb;Pocketbase;Valkey
BigQuery;Cassandra;Cosmos DB;Dynamodb;Elasticsearch;InfluxDB;Microsoft Access;PostgreSQL;Redis;Snowflake;Supabase;Cockroachdb;Valkey
Cassandra;Cosmos DB;Dynamodb;InfluxDB;PostgreSQL;Snowflake;Cockroachdb;Valkey
1980 2001
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Search for answers;Generating content or synthetic data;Other (write in):
Committing and reviewing code;Creating or maintaining documentation
Documenting code;Testing code
Learning about a codebase;Project planning;Writing code;Learning new concepts or technologies
Debugging or fixing code;Deployment and monitoring;Predictive analytics
Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work weekly
Yes, somewhat
IT operations
Agent/multi-agent orchestration
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
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;Write in the most significant challenge if not listed above:
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
null
null
26,004
26,005
I am learning to code
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (full-time)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,005
26,006
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Not employed
None of the above
null
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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
26,006
26,007
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Some college/university study without earning a degree
Student
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;AI CodeGen tools or AI-enabled apps;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;Books / Physical media
7
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,007
26,008
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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
Technical documentation (is generated for/by the tool or system)
3
Developer, full-stack
I don’t know
null
Remote
No
Personal Project
Reliability and low latency NA
Inefficient or time-costly NA
Other:
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
26,008
26,009
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.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
3
Developer, QA or test
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
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
4
5
Portugal
EUR European Euro
55,000
Yes
JavaScript;Python;SQL
JavaScript;Python;SQL;TypeScript
JavaScript;Python;SQL
NA NA
Yes
PostgreSQL
MongoDB;PostgreSQL;Redis
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Express;Flask;Node.js;React
Django;Express;Flask;Node.js;React;Vue.js
Express;Flask;Node.js;React
NA NA
Yes
Claude Code;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;MacOS;Ubuntu
GitHub;Jira;Markdown File
GitHub;Jira;Markdown File
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
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
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
Long-form articles;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 weekly
Favorable
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
63,808
9
26,009
26,010
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
null
null
null
null
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
26,010
26,011
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
6
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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)
10
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
null
null
Retail and Consumer Services
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
15
6
United States of America
USD United States dollar
225,000
Yes
Java;Python;TypeScript
Java;Python;TypeScript
Java;Python;TypeScript
NA NA
Yes
Databricks SQL;Dynamodb;PostgreSQL;Amazon Redshift
Databricks SQL;PostgreSQL;Redis
Databricks SQL;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Kubernetes;pnpm;Vercel
Amazon Web Services (AWS);Docker;Homebrew;pnpm;Vercel
Amazon Web Services (AWS);Docker;Homebrew;pnpm;Vercel
NA NA
Yes
Next.js;Spring Boot
Next.js;Spring Boot
Next.js;Spring Boot
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
Cursor;IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Miro
GitHub
GitHub
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet
NA NA
Yes
Less than once every 2 - 3 months
Between 5 and 10 years
Infrequently, less than once per year
Videos;Job board
null
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collabora...
I am concerned about the accuracy of the information provided by AI agents.
null
The cost of using certain AI agent platforms is a barrier.;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 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
null
225,000
9
26,011
26,012
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)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
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)
15
Engineering manager
100 to 499 employees
People manager
Remote
No
Work
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
United States of America
USD United States dollar
188,000
Yes
C#;HTML/CSS;JavaScript;SQL
null
null
NA NA
Yes
Microsoft SQL Server;Redis;SQLite;Supabase
null
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;Next.js
null
null
NA NA
Yes
Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Shadcn/ui
null
null
null
null
Windows;MacOS;iOS
Windows
Azure Devops;GitHub
null
null
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;X Grok models
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
null
188,000
8
26,012
26,013
I am a developer by profession
35-44 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)
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;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
23
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 endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Availability of better alternatives NA
Fintech
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Switzerland
CHF Swiss franc
32,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Perl;PHP;R;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Dynamodb;MariaDB
Dynamodb;MariaDB
Dynamodb;MariaDB
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Heroku;Make;npm;pnpm;Vite;Webpack
Amazon Web Services (AWS);Docker;pnpm;Vite
Amazon Web Services (AWS);Docker;pnpm;Vite
NA NA
Yes
Express;Node.js;React;Svelte
Node.js;React
Node.js;React
NA NA
Yes
Visual Studio Code;VSCodium
VSCodium
VSCodium
NA NA
null
null
null
null
null
Ubuntu
Fedora
Confluence;Jira
Confluence;Jira
Confluence;Jira
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 month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Other (write in): Read answers to a question
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Generating content or synthetic data
Project planning;Writing code;Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
It’s not
No, and I don't plan to
Not at all or minimally
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.
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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (please specify):
Analysing complex and contradictory requirements and building a product is helpful and meaningful to its human users
39,678
6
26,013
26,014
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.);Attending school (part-time)
16
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;Colleague or on-the-...
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;Blogs or podcasts;School (i.e., University, Co...
27
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project Community Support
Inefficient or time-costly 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
4
2
United States of America
USD United States dollar
250,000
Yes
Bash/Shell (all shells);C#;Go;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
null
null
NA NA
Yes
Cassandra;Cosmos DB;Microsoft SQL Server;MySQL;Neo4J;PostgreSQL;Redis;SQLite;Clickhouse
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;npm;NuGet;Pip;Webpack;Yarn
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Django;Express;jQuery;Next.js;Nuxt.js;React;Vue.js;WordPress
null
null
NA NA
Yes
Claude Code;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PhpStorm;PyCharm;Rider;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm
null
null
NA NA
null
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;LinkedIn;Medium;Company-sponsored forums
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Less than once every 2 - 3 months
null
null
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Deployment and monitoring;Search for answers
null
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Agent/multi-agent orchestration;Integration with external agents and APIs
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
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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
AutoGen (Microsoft);IBM watsonx.ai;Semantic Kernel
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
Understanding code, systems architecture and design
250,000
7
26,014
26,015
I used to be a developer by profession, but no longer am
35-44 years old
Other (please specify):
Employed
None of the above
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
28
Other (please specify):
20 to 99 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Ethical concerns NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
25
10
Denmark
DKK Danish krone
314,760
Yes
Bash/Shell (all shells);C;C++;Go;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript;VBA
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;SQLite
Microsoft SQL Server;MongoDB;MySQL;SQLite
Microsoft SQL Server;MongoDB;MySQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
Node.js;React;WordPress
Node.js;React;WordPress
Node.js;React;WordPress
NA NA
No
null
null
null
NA NA
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
Large Language Model;Google Gemini;Ollama
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;NixOS
Windows;Ubuntu;Android;iOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;Day-in-the-life profiles/interviews with experts;Other (write in):
null
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly;Other (write in):
no! Plagiarism software is NOT a tool for developing, if anything, it's a tool for getting an idea of how to do something, if you're too stupid to search for information.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting;Other (pleas...
understanding that a client can never tell you exactly what they want, and actually figure out what they NEED. and the need to explain to EVERYONE that 1: plagiarism software is even worse than outsourcing the development and 2: that the environmental impact is INSANE
48,952
null
26,015
26,016
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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);Other online resources (e.g. standard search, forum, online community)
8
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
Good brand and public image NA
Ethical concerns NA
Fintech
Job stability and career growth with a single employer NA
No
I have transitioned into a new career and/or industry voluntarily
5
15
United States of America
USD United States dollar
125,000
Yes
Bash/Shell (all shells);C;C#;C++;GDScript;HTML/CSS;Ruby;SQL
C#;GDScript;Ruby;SQL
C#;GDScript;Ruby;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
FaircomDB FerretDB
Yes
Amazon Web Services (AWS);Bun
Amazon Web Services (AWS);Bun
Amazon Web Services (AWS);Bun
NA NA
Yes
Django;Ruby on Rails;Svelte;Vue.js
Ruby on Rails;Svelte;Vue.js
Ruby on Rails;Svelte;Vue.js
NA NA
Yes
Cursor;Neovim;Rider;Vim
Cursor;Neovim;Rider;Vim
Cursor;Neovim;Rider;Vim
v0 v0
.NET 8 or higher;Tailwind CSS 4;Ollama
.NET 8 or higher;Tailwind CSS 4;Shadcn/ui;Ollama;uv
.NET 8 or higher;Tailwind CSS 4;Ollama
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Pop!_OS
MacOS;Ubuntu;Red Hat
Azure Devops;GitHub;GitLab;Jira;Lucid (includes Lucidchart);Miro
Confluence;GitHub;GitLab;Jira;Lucid (includes Lucidchart)
GitHub;GitLab;Jira;Lucid (includes Lucidchart)
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
Upvote/Downvote Q&A posts NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Very well at handling complex tasks
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Writing code;Deployment and monitoring
Learning about a codebase;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No, vibe coding is only for fun personal projects
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
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.
pgvector
null
Ollama;OpenRouter
null
Grafana + Prometheus
null
ChatGPT;v0.dev;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;When I need help fixing complex or unfamiliar code
null
125,000
10
26,016
26,017
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
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
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
8
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
You like your manager NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
2
5
India
INR Indian rupee
760,000
Yes
Bash/Shell (all shells);C;C++;JavaScript;PHP;SQL;TypeScript
Go;Java;JavaScript;Rust
JavaScript
NA NA
Yes
Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis
Cassandra;Dynamodb;Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis;Clickhouse
Elasticsearch;MongoDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Heroku;Kubernetes;Netlify;npm
Amazon Web Services (AWS);Docker;Kubernetes;npm;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;npm
NA NA
Yes
Express;jQuery;Node.js
Angular;Express;Next.js;Node.js;Nuxt.js;Spring Boot
Express;Node.js
NA NA
Yes
Claude Code;Cursor;Nano;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
Cursor;Vim;Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
MacOS;Ubuntu;Debian;Linux (non-WSL)
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Dev.to;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;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
I have never participated in Q&A on Stack Overflow
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
null
Neutral
More than half the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Creating or maintaining documentation
null
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
Testing code;Generating content or synthetic data
null
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
null
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
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;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Complex software architecture
8,834
6
26,017
26,018
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
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
9
Architect, software or solutions
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I 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
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
8
2
Romania
RON Romanian leu
400,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL
null
null
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;Valkey
null
null
NA NA
Yes
Composer;Docker;Kubernetes;Make;Microsoft Azure;New Relic;Prometheus;Webpack;Yarn
null
null
NA NA
Yes
jQuery;Symfony
null
null
NA NA
Yes
PhpStorm;Sublime Text;Vim
null
null
NA NA
Large Language Model;RAG
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack;Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Answer a question NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Debugging or fixing code
Writing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
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
Hell no... it doesn't really understand mathematical abstract of code, a variable name is a word with true meaning for it, not an abstract... vibe coding will not get you performant, secure, maintainable, scalable and extendable code.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Customer service support
null
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
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.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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
Complex architecturing solutions for business problems
91,899
9
26,018
26,019
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
16
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
Fintech
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
null
null
Serbia
RSD Serbian dinar
null
Yes
C#
C#
C#
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
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
26,019
26,020
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
19
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
null
null
null
Other:
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
26,020
26,021
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
Volunteering (regularly)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
12
DevOps engineer or professional
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
Personal Project
Reputation for quality NA
Other (please specify): If it uses AI, I won't use it
Internet, Telecomm or Information Services
null
Yes
I have strongly considered changing my career and/or the industry I work in
4
5
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;MATLAB;Perl;Python;Rust
Bash/Shell (all shells);C;C++;Go;HTML/CSS;MATLAB;Rust;Zig
Bash/Shell (all shells);C;C++;Go;HTML/CSS;MATLAB;Rust
Hare Hare
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Ansible;Cargo;Cloudflare;Composer;Make;Microsoft Azure;Ninja;npm;NuGet;Pacman;Pip;Prometheus
Ansible;Cargo;Make;Ninja;Pip;Prometheus;Terraform
Ansible;Cargo;Make;Ninja;Pip;Prometheus
NA NA
Yes
Django;Flask;Axum
Flask;Axum
Flask;Axum
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Vim;Visual Studio;Visual Studio Code
Neovim
Neovim
NA NA
c++23
c++23
c++23
null
null
Linux (non-WSL);Red Hat
Linux (non-WSL);Red Hat
GitHub;GitLab
null
null
SourceHut SourceHut
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Company-sponsored forums
IRC IRC
No
null
null
null
NA NA
Not sure/can't remember
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
Upvote/Downvote Q&A posts NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
Absolutely not, and anyone who insinuates that my code is "vibe coded" is disrespecting me, and time and care I put into my work.
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.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
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 think for themselves and decide on the best path forward.
null
null
26,021
26,022
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
4
Architect, software or solutions
Less than 20 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Ethical concerns NA
Software Development
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
10
15
Bangladesh
BDT Bangladeshi taka
800,000
Yes
Bash/Shell (all shells);Dart;Go;Python;SQL
Bash/Shell (all shells);Go;Python;SQL
Bash/Shell (all shells);Go;Python;SQL
NA NA
Yes
MySQL;PostgreSQL;SQLite
Dynamodb;MySQL;PostgreSQL;Redis;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Homebrew;Kubernetes;Microsoft Azure;Terraform
Amazon Web Services (AWS);Ansible;Datadog;Docker;Firebase;Homebrew;Kubernetes;Prometheus;Terraform
Amazon Web Services (AWS);Docker;Firebase;Homebrew;Kubernetes;Terraform
NA NA
Yes
FastAPI;React
FastAPI;React
FastAPI;React
NA NA
Yes
Android Studio;Neovim;Trae;Visual Studio Code;Xcode
Android Studio;Neovim;Visual Studio Code
Android Studio;Neovim;Visual Studio Code
NA NA
Large Language Model;Pydantic;Google Gemini
Large Language Model;Amazon Bedrock;Pydantic;Google Gemini;uv
Large Language Model;Pydantic;Google Gemini
null
null
Windows;MacOS
MacOS;Ubuntu;Fedora
Confluence;GitHub;Jira;Markdown File;Notion;Obsidian
Confluence;GitHub;Jira;Markdown File;Notion;Obsidian
Confluence;GitHub;Jira;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (people);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
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Predictive analytics;Learning new concepts or technologies
Committing and reviewing code;Deployment and monitoring
null
null
Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
No it is not.
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Cloud and Deployment
6,545
5
26,022
26,023
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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)
10
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,023
26,024
I am a developer by profession
65 years or older
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
50
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
53
Developer, desktop or enterprise applications
null
null
null
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,024
26,025
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
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
12
Developer, embedded applications or devices
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Computer Systems Design and Services
Job stability and career growth with a single employer NA
No
I have somewhat considered changing my career and/or the industry I work in
8
3
United States of America
USD United States dollar
110,000
Yes
Bash/Shell (all shells);C;HTML/CSS;MATLAB;PowerShell;Python;Rust
C;Rust
C;Rust
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Vim;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Debian;Linux (non-WSL)
Windows
Doxygen;GitHub;Jira;Markdown File;Obsidian;Wikis
GitHub;Jira;Markdown File;Obsidian;Wikis
GitHub;Jira;Markdown File;Obsidian;Wikis
NA NA
Discord;Hacker News
Discord;Hacker News
Discord;Hacker News
NA NA
No
null
null
null
NA NA
No
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Documenting code;Testing code;Generating content or synthetic data
null
null
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
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Designing solutions, debugging, understanding code.
110,000
8
26,025
26,026
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
24
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Manufacturing
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
20
null
Canada
CAD Canadian dollar
108,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft Access;Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure;npm;NuGet;Vite;Webpack
Microsoft Azure;npm;NuGet;Vite
Microsoft Azure;npm;NuGet;Vite
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;jQuery;Node.js;Vue.js
ASP.NET Core;Node.js;Vue.js
ASP.NET Core;Node.js;Vue.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Jira
Jira
Jira
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
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
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
Very unfavorable
Somewhat trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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 real user requirements.
78,795
8
26,026
26,027
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
15
Developer, mobile
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Security or privacy concerns NA
Media & Advertising Services
Autonomy and trust to manage your own tasks NA
Yes
I have somewhat considered changing my career and/or the industry I work in
12
5
Czech Republic
CZK Czech koruna
140,000
Yes
Assembly;C;C#;JavaScript;Ruby;Rust;Swift
Assembly;Ruby;Rust;Swift
Assembly;Ruby;Rust;Swift
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Vim;Visual Studio Code;Xcode
Vim;Visual Studio Code;Xcode
Vim;Visual Studio Code;Xcode
NA NA
SwiftData;Google Gemini
SwiftData
SwiftData
null
null
MacOS;iOS;Fedora;Pop!_OS
MacOS;iOS
Asana;Azure Devops;Confluence;GitHub;Jira;Markdown File;Miro;Trello;Wikis
Azure Devops;GitHub;Markdown File;Wikis
Azure Devops;GitHub;Markdown File;Wikis
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
No
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
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
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.
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;Write in the most significant challenge if not listed above:
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
Architecture, analytical thinking, assembly, security
6,553
7
26,027
26,028
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
22
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Ethical concerns NA
Internet, Telecomm or Information Services
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
France
EUR European Euro
47,141
null
null
null
null
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
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
54,690
6
26,028
26,029
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;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
26,029
26,030
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly);Attending school (part-time)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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)
20
Cybersecurity or InfoSec professional
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Banking/Financial Services
You like your manager NA
Yes
I have transitioned into a new career and/or industry involuntarily
null
null
Brazil
BRL Brazilian real
null
Yes
Bash/Shell (all shells);C;COBOL;Delphi;Elixir;GDScript;Go;HTML/CSS;JavaScript;Lua;Perl;PHP;Python;SQL;TypeScript;Gleam
Bash/Shell (all shells);Elixir;Erlang;F#;GDScript;Go;HTML/CSS;JavaScript;Lua;Python;Rust;SQL;TypeScript;Zig;Gleam
Bash/Shell (all shells);Elixir;GDScript;Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript;Gleam
NA NA
Yes
Cloud Firestore;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;Redis
MariaDB;MongoDB;MySQL;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Composer;Datadog;Docker;Firebase;Google Cloud;Heroku;Homebrew;Kubernetes;Make;Microsoft Azure;npm;Pacman;Pip;pnpm;Terraform;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;Datadog;Docker;Heroku;Homebrew;Kubernetes;Make;npm;Yarn
Amazon Web Services (AWS);Cloudflare;Composer;Datadog;Docker;Heroku;Homebrew;Kubernetes;Make;npm;Yarn
NA NA
Yes
Angular;AngularJS;Deno;Django;Express;FastAPI;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Phoenix;React;Spring Boot;Vue.js;WordPress
Blazor;Express;Flask;Node.js;Phoenix;React
Express;Flask;Node.js;Phoenix;React
NA NA
Yes
Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Xcode
Neovim;Vim;VSCodium;Zed
Neovim;Vim;VSCodium
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama
Tailwind CSS 4;Large Language Model;LangGraph
Tailwind CSS 4;Large Language Model
null
null
MacOS;Ubuntu;iOS;Arch
Windows;MacOS;Ubuntu;Android;iOS;Debian;Linux (non-WSL);Arch
GitHub;Jira;Markdown File;Miro;Monday.com;Notion;Obsidian;Trello;Wikis;YouTrack
GitHub;GitLab;Markdown File;Miro;Notion;Obsidian
GitHub;Markdown File;Miro;Notion;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data
null
Deployment and monitoring;Learning new concepts or technologies
Documenting code;Predictive analytics;Creating or maintaining documentation
Writing code;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
null
Yes, I use AI agents at work weekly
Yes, somewhat
Business process automation;Data and analytics;Customer service support;Marketing;Cybersecurity
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.
null
AI agents have helped me automate repetitive tasks.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
26,030
26,031
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Prohibitive pricing NA
Other:
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
1
1
United States of America
USD United States dollar
182,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;SQL
C#;HTML/CSS;SQL
NA NA
Yes
Microsoft SQL Server;MongoDB;SQLite
Microsoft SQL Server;MongoDB;SQLite
Microsoft SQL Server;MongoDB;SQLite
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
Notepad++;Visual Studio
Notepad++;Visual Studio
Notepad++;Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows;MacOS;Android;iOS
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Reddit
Stack Overflow;Reddit
Stack Overflow;Reddit
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
Multiple times per day
null
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
NO
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
null
null
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...
Creating, debugging, deploying and maintaining code.
182,000
10
26,031
26,032
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
12
Yes, I am not new to coding but am learning new coding techniques or programming language
null
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
26,032
26,033
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.);Volunteering (regularly)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
25
Support engineer or analyst
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Healthcare
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
78,000
Yes
Bash/Shell (all shells);JavaScript;Python
JavaScript;Python
JavaScript;Python
NA NA
Yes
Microsoft SQL Server
PostgreSQL
null
NA NA
Yes
Docker;Podman;Vite
Podman;Vite
Podman;Vite
NA NA
Yes
Vue.js;WordPress
Vue.js
Vue.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Polars;uv
Polars;uv
Polars;uv
null
null
Debian;ChromeOS
Windows;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Google Workspace;Jira;Markdown File;Trello
GitHub;Google Colab;Markdown File
GitHub;Google Colab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
null
null
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
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
null
78,000
null
26,033
26,034
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);Transitioning to retirement (gradually reducing work hours)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;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);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
26
Architect, software or solutions
Less than 20 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
8
5
Pakistan
PKR Pakistani rupee
10,000,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Python;TypeScript
Bash/Shell (all shells);C;C#;C++;F#;HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL;Redis
Dynamodb;Elasticsearch;PostgreSQL;Redis;SQLite;Supabase;Clickhouse;Valkey
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Docker;Homebrew;Microsoft Azure;New Relic;npm;NuGet;pnpm;Podman;Poetry;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Chocolatey;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;New Relic;npm;NuGet;pnpm;Podman;Poetry;Prometheus;Splunk;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Chocolatey;Docker;Homebrew;Microsoft Azure;New Relic;npm;NuGet;pnpm;Podman;Poetry;Terraform;Webpack;Yarn
NA NA
Yes
ASP.NET Core;Django;Express;FastAPI;Fastify;Flask;NestJS;Next.js;Node.js;React
ASP.NET Core;Blazor;Django;Express;FastAPI;Fastify;Flask;NestJS;Next.js;Node.js;React
ASP.NET Core;Django;Express;FastAPI;Fastify;Flask;NestJS;Next.js;Node.js;React
NA NA
Yes
Aider;Claude Code;Cline and/or Roo;Visual Studio;Visual Studio Code;Windsurf
Aider;Claude Code;Cline and/or Roo;Cursor;Lovable.dev;Vim;Visual Studio;Visual Studio Code;Windsurf;Zed
Aider;Claude Code;Cline and/or Roo;Visual Studio;Visual Studio Code;Windsurf
NA NA
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher;Tailwind CSS 4;Large Language Model;Pydantic;RAG;Microsoft Fabric;Ollama;LangGraph;uv
.NET 8 or higher;Large Language Model;Ollama
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);Arch
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira;Markdown File;Microsoft Planner;Notion;Trello
Asana;Confluence;GitHub;Jira;Markdown File;Microsoft Planner;Notion;Trello
Confluence;GitHub;Jira;Markdown File;Microsoft Planner;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Bookmark posts to look at later NA
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
Writing code;Documenting code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
null
null
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Debugging or fixing code
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
Somewhat
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;IT operations;Customer service support
MCP servers
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
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.
null
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
Redis;GitHub MCP Server
null
OpenRouter;LangGraph
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;v0.dev;Lovable.dev
null
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
Problem solving
35,116
8
26,034
26,035
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
17
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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
20
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Inefficient or time-costly NA
Media & Advertising Services
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
20
null
Uruguay
USD United States dollar
190,000
Yes
C++;JavaScript;Kotlin;Python;Ruby;Swift
C++;Ruby
C++;Ruby
NA NA
Yes
Dynamodb;PostgreSQL;Redis;Snowflake;SQLite
Dynamodb;PostgreSQL;Redis;Snowflake
Dynamodb;PostgreSQL;Redis;Snowflake
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Firebase;Heroku;New Relic
Amazon Web Services (AWS);Cloudflare;Datadog
Amazon Web Services (AWS);Cloudflare;Datadog
NA NA
Yes
jQuery;Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Aider;Claude Code;Vim
Claude Code;Vim
Claude Code;Vim
NA NA
null
null
null
null
null
Ubuntu;iOS
MacOS;Android;iOS;NixOS
GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
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 really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Bad at handling complex tasks
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I need quick help troubleshooting
Leading projects, analyzing problems, having cross-functional discussions.
190,000
9
26,035
26,036
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Attending school (full-time)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Coding Bootcamp;School (i.e., University, College, etc)
4
Developer, full-stack
null
null
null
null
Work
Customizable and manageable codebase NA
null
null
null
No
I have somewhat considered changing my career and/or the industry I work in
3
3
Nigeria
USD United States dollar
null
Yes
HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;Ruby;SQL;Swift
HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;Ruby;SQL;Swift;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;Ruby;SQL;Swift
NA NA
Yes
Cloud Firestore;MariaDB;Microsoft SQL Server;MongoDB;MySQL
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite;Supabase
Cloud Firestore;MariaDB;Microsoft SQL Server;MongoDB;MySQL
NA NA
Yes
Netlify;npm;Vite
Amazon Web Services (AWS);Cloudflare;Firebase;Netlify;npm;Vercel;Vite
Netlify;npm;Vite
NA NA
Yes
jQuery;Node.js;React;Spring Boot;WordPress
Node.js;React;Spring Boot
Node.js;React;Spring Boot
NA NA
null
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio Code
Android Studio;IntelliJ IDEA;Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4;hostinger
Tailwind CSS 4;hostinger
Tailwind CSS 4;hostinger
null
null
Windows;Android;iOS
Windows;Android;iOS
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
GitHub;Google Workspace;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
null
null
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Less than one year
I have never participated in Q&A on Stack Overflow
null
null
Neutral
More than half the time
Yes, I use AI tools daily
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
26,036
26,037
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (less than 10 hours per week)
27
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);Other (please specify):
No, I didn't spend time learning in the past year
null
30
Developer, full-stack
500 to 999 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Media & Advertising Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
5
5
Germany
EUR European Euro
75,000
Yes
HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL
Go;HTML/CSS;JavaScript;PHP;Python;SQL
HTML/CSS;JavaScript;PHP;Python;SQL
NA NA
Yes
MariaDB;MongoDB;Redis
MariaDB;MongoDB;Redis
MariaDB;MongoDB;Redis
NA NA
No
null
null
null
NA NA
Yes
Drupal;jQuery;Laravel;WordPress
Drupal;jQuery;Laravel;Svelte
Drupal;jQuery;Laravel
NA NA
Yes
Notepad++;PhpStorm
Notepad++;PhpStorm
Notepad++;PhpStorm
Netbeans Netbeans
Google Gemini
Google Gemini
Google Gemini
null
null
Windows
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
GitHub;GitLab;Jira
GitHub;GitLab;Jira
GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos)
Mattermost Mattermost
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
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
null
null
null
AI solutions that are almost right, but not quite
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
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
Putting words into code is difficult as people can not describe or even know what needs to be done.
87,011
6
26,037
26,038
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
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
5
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,038
26,039
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)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
6
DevOps engineer or professional
500 to 999 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
26,039
26,040
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (10-19 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
9
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
3
3
United States of America
USD United States dollar
150,000
Yes
C;C#;C++;HTML/CSS;JavaScript;PHP;SQL
C;C#;C++;HTML/CSS;JavaScript;PHP;SQL
C;C#;C++;HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
MariaDB;MySQL;SQLite
NA NA
Yes
Cloudflare
null
null
NA NA
Yes
jQuery
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
c++23;Google Gemini;Delphi 12+ Athens
c++23;Google Gemini;Delphi 12+ Athens
c++23;Google Gemini;Delphi 12+ Athens
null
null
Windows;Ubuntu;Android
Windows;Ubuntu;Android
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
Stack Overflow;Stack Exchange;Reddit;YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;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
Yes, definitely
Less than half of the time
No, but I plan to soon
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
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
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Business process automation;Customer service support
Multi-platform search enablement
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.
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
null
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
150,000
6
26,040
26,041
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
Books / Physical media;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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
19
Founder, technology or otherwise
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C#;Elixir;Go;HTML/CSS;Java;JavaScript;PHP;Python;Ruby;TypeScript
Rust
null
NA NA
Yes
PostgreSQL;Redis;SQLite;Supabase
DuckDB;Elasticsearch;InfluxDB;MariaDB;Clickhouse;Valkey
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Composer;Datadog;Docker;Google Cloud;Homebrew;Make;Maven (build tool);npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Vercel;Vite;Webpack;Yarn
Bun;Railway;Supabase
null
NA NA
Yes
AngularJS;ASP.NET;ASP.NET Core;Express;FastAPI;Flask;NestJS;Next.js;Node.js;React;Ruby on Rails;WordPress
Vue.js
null
NA NA
Yes
Claude Code;Cursor;Neovim
null
null
NA NA
.NET 8 or higher;Large Language Model;Amazon Bedrock;Pydantic;Google Gemini;Shadcn/ui;Ollama;uv
null
null
null
null
MacOS;Ubuntu;iOS;Debian
NixOS
Airtable;GitHub;Linear;Markdown File;Notion;Obsidian;Trello
null
null
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not at all
null
Yes, I use AI tools daily
Very favorable
Somewhat trust
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Testing code;Deployment and monitoring;Predictive analytics
null
null
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
MCP servers
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 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.
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Zep
null
Ollama;OpenRouter
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot;Auto-GPT;Replit;v0.dev
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting
planning/system design and testing/acceptance/verification
null
8
26,041
26,042
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Books / Physical media;School (i.e., University, College, etc)
4
Other (please specify):
null
null
null
null
School
Reliability and low latency NA
Security or privacy concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
3
3
United States of America
USD United States dollar
0
Yes
C;C++;Delphi;Fortran;HTML/CSS;Java;Perl;Prolog;Python;Ruby;SQL
PHP;PowerShell
null
Perl NA
No
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
Windows;Ubuntu
null
GitHub;GitLab
null
null
NA NA
Discord;Kaggle;YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 1 and 3 years
Infrequently, less than once per year
null
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
No, and I don't plan to
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Hell no, and its also a really stupid name.
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Debugging bad code
null
0
26,042
26,043
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
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);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
6
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy 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
26,043
26,044
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Not employed
None of the above
24
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts
27
Developer, full-stack
null
null
null
null
Personal Project
Connected to an open-source project NA
Lack of or sub-par API NA
null
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
5
Argentina
ARS Argentine peso
null
Yes
HTML/CSS;JavaScript;Ruby;SQL
Elixir;Go;HTML/CSS;Lisp;Lua;Ruby;SQL;Zig;Gleam
HTML/CSS;Ruby;SQL
NA Crystal
Yes
MongoDB;PostgreSQL;Redis;SQLite
MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Cockroachdb;Valkey
MongoDB;PostgreSQL;Redis;SQLite
NA nats.io
Yes
APT;Cargo;Docker;Heroku;Netlify;npm;Podman;Webpack;Yarn
APT;Digital Ocean;Google Cloud;Heroku;Podman
APT;Heroku;Podman
NA NA
Yes
Ruby on Rails
Phoenix
null
datastar, htmx, phlex datastar, htmx, phlex
Yes
Visual Studio Code;Zed
Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
Tailwind CSS 4
Tailwind CSS 4;Google Gemini
Tailwind CSS 4
null
null
Linux (non-WSL)
Linux (non-WSL)
GitHub;GitLab;Markdown File;Wikis
GitHub;GitLab;Google Workspace;Markdown File;Redmine;Trello;Wikis
GitHub;GitLab;Markdown File;Wikis
logseq logseq
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Amazon Titan models;Gemini (Flash general purpose models)
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models
Amazon Titan models;Gemini (Flash general purpose models)
NA NA
Yes
Daily or almost daily
More than 15 years, or since Stack Overflow started in 2008
Less than once per month or monthly
Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Testing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
no
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I 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 don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
understand requirements and validate AI output, guide and manipulate AI output options
null
6
26,044
26,045
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Volunteering (regularly);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Books / Physical media
6
Developer, mobile
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Bangladesh
BDT Bangladeshi taka
1,000,000
Yes
C++;Java;Kotlin
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8,182
3
26,045
26,046
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, 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);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
7
Academic researcher
I don’t know
Individual contributor
Remote
No
Work
null
null
Higher Education
null
Yes
I have transitioned into a new career and/or industry voluntarily
null
null
United States of America
USD United States dollar
63,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;R;SQL
null
null
NA NA
Yes
MariaDB;MongoDB
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;npm;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Vim;Visual Studio Code
null
null
NA NA
Large Language Model
null
null
null
null
MacOS
MacOS
GitHub;Google Colab;Google Workspace;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Somewhat trust
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
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
null
63,000
null
26,046
26,047
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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
10
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
null
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
6
5
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
4
26,047
26,048
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
null
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)
8
Academic researcher
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,048
26,049
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
null
null
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
26,049
26,050
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Books / Physical media
15
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
United States of America
USD United States dollar
190,000
Yes
JavaScript;Lua;Python;Ruby;SQL
null
null
NA NA
Yes
PostgreSQL;Redis;Snowflake
null
null
NA NA
Yes
Datadog;Docker;Google Cloud;Homebrew;Make;Microsoft Azure;New Relic;Poetry;Yarn
null
null
NA NA
Yes
Ruby on Rails
null
null
NA NA
Yes
Claude Code;Cursor
null
null
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;Google Gemini
null
null
null
null
MacOS
MacOS
GitHub;Linear;Markdown File;Notion
Obsidian
null
NA NA
Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
null
null
Mastadon NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);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
null
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Documenting code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
fuck no
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
Integration with external agents and APIs
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
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.
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.;Write in the most significant challenge if not listed above:
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
LangChain
BoundaryML
LangSmith
null
ChatGPT;Claude Code
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Critical thinking and problem solving. AI tools might get good enough to help more meaningfully, but there will always be a time when they stop working in a situation, and you need to use your own mind to move forward.
190,000
9
26,050
26,051
I am a developer by profession
65 years or older
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
50
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
50
Developer, full-stack
null
null
null
No
Work
Easy-to-use API NA
Poor usability NA
Software Development
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
8
8
Canada
CAD Canadian dollar
110,000
Yes
Bash/Shell (all shells);JavaScript;Ruby;SQL
Bash/Shell (all shells);Ruby;SQL
Bash/Shell (all shells);Ruby;SQL
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Cloudflare;Homebrew
Cloudflare;Homebrew
Cloudflare;Homebrew
Linode Fly.io
Yes
Ruby on Rails;WordPress
Ruby on Rails
Ruby on Rails
NA NA
Yes
Claude Code;WebStorm
Claude Code
Claude Code
RubyMine RubyMine
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
Hotwire
Hotwire
MacOS;Debian
MacOS;Debian
GitHub;Markdown File;Obsidian;YouTrack
GitHub;Markdown File;Obsidian;YouTrack
GitHub;Markdown File;Obsidian;YouTrack
NA NA
Discord;Bluesky;LinkedIn;Medium
Discord;Bluesky;Medium
Discord;Bluesky;Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 3 and 5 years
Infrequently, less than once per year
Videos;Chat (bot/AI)
Ask a question NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis
Jetbrains Junie
null
null
Snyk
null
ChatGPT;Claude Code;GitHub Copilot;Tabnine;Perplexity
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
Requirements, Design, and Architecture
80,254
8
26,051
26,052
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
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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);Blogs or podcasts
27
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
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
26,052
26,053
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 (20-29 hours per week)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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)
25
Founder, technology or otherwise
10,000 or more employees
People manager
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,053
26,054
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
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
14
Developer, mobile
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
Healthcare
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
5
3
Poland
PLN Polish zloty
216,000
Yes
C#;C++;GDScript;Kotlin
C#;C++;GDScript;Kotlin;Rust
C#;C++;GDScript;Kotlin
NA NA
No
null
null
null
NA NA
Yes
Chocolatey;Firebase;Gradle
Firebase;Gradle
Firebase;Gradle
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Rider
Android Studio;IntelliJ IDEA;Rider
Android Studio;IntelliJ IDEA;Rider
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows;Android
GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Notion;Trello
GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Notion;Trello
GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart);Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;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 month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Search for answers
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;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
Soft skills, problem solving, analysis, Fuck AI
58,946
6
26,054
26,055
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Codin...
16
Data scientist
Less than 20 employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,055
26,056
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time);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
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);School (i.e., University, College, etc)
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);School (i.e., University, College, etc)
7
Cybersecurity or InfoSec professional
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
School
Costs are manageable Actively Maintained
Prohibitive pricing NA
Computer Systems Design and Services
null
No
I have somewhat considered changing my career and/or the industry I work in
3
2
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;JavaScript;MATLAB;MicroPython;Python;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;Python;Rust;SQL;TypeScript;Zig;Mojo
Assembly;Bash/Shell (all shells);C;Python;SQL;TypeScript
NA NA
Yes
MariaDB;PostgreSQL;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Digital Ocean;Docker;npm;Pip;Vite
Amazon Web Services (AWS);Digital Ocean;Docker;npm;Pip;Vite
Amazon Web Services (AWS);Digital Ocean;Docker;npm;Pip;Vite
NA NA
Yes
Vue.js;WordPress
Vue.js
Vue.js
NA NA
Yes
Vim;Visual Studio Code
Claude Code;Neovim;Vim;Visual Studio Code
Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Markdown File;Trello
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Not sure/can't remember
Daily or almost daily
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;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
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
Not yet.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Cybersecurity
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
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.
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
Security, Project architecture design, and Debugging.
null
null
26,056
26,057
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;School (i.e., University, College, etc)
5
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
null
null
Canada
CAD Canadian dollar
100,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;Python;Ruby;SQL;TypeScript
null
null
NA NA
Yes
Cloud Firestore;Dynamodb;Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;Redis;SQLite
MongoDB;Cockroachdb
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Homebrew;npm;Pip;pnpm;Vercel
Heroku;Kubernetes;Microsoft Azure
null
NA NA
Yes
Django;Express;Next.js;Node.js;React;Ruby on Rails;Spring Boot
ASP.NET;ASP.NET Core;Flask
null
NA NA
Yes
Android Studio;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Neovim;Notepad++
null
NA NA
null
null
null
null
null
Windows
MacOS
GitHub;GitLab;Jira;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
Yes
null
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles
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 weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Testing code;Search for answers
Generating content or synthetic data
Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning;Debugging or fixing code
Learning about a codebase;Documenting code;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
null
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 helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem
system design and making critical design decisions
72,958
8
26,057
26,058
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
null
null
null
null
null
null
null
Developer, front-end
null
null
null
null
null
null
null
null
null
No
null
null
null
Germany
EUR European Euro
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Cursor
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,058
26,059
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
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
31
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
null
null
Slovakia
EUR European Euro
null
Yes
C#;C++;HTML/CSS;SQL
C#;C++;HTML/CSS;SQL
C#;C++;HTML/CSS;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
Yes
ASP.NET
ASP.NET;ASP.NET Core;Blazor
ASP.NET
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows;Android
Windows
Azure Devops;Markdown File;Wikis
Azure Devops;Markdown File;Wikis
Azure Devops;Markdown File;Wikis
NA NA
Stack Overflow
Stack Overflow
Stack Overflow
NA NA
null
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
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very poor at handling complex tasks
Writing code;Learning new concepts or technologies
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Other (write in):
Learning about a codebase;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
null
null
I haven’t encountered any problems
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
null
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.
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.
AI agents have increased my productivity.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions
null
null
8
26,059
26,060
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Attending school (part-time)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Other (please specify):;Coding Bootcamp;Books / Physical media;School (i.e., University, College, etc)
15
DevOps engineer or professional
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
AI integration or AI Agent capabilities security
Lack of AI or AI agents NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
10
20
India
INR Indian rupee
3,400,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;PHP;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
HCL/Hashicorp terraform, not exactly a programming language NA
Yes
DuckDB;Dynamodb;Elasticsearch;InfluxDB;MongoDB;PostgreSQL;Redis;SQLite;Supabase;Cockroachdb
DuckDB;Dynamodb;InfluxDB;MongoDB;PostgreSQL;Redis;SQLite;Supabase;Cockroachdb
DuckDB;Dynamodb;InfluxDB;MongoDB;PostgreSQL;Redis;SQLite;Supabase;Cockroachdb
NA NA
Yes
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;npm;Pacman;Prometheus;Splunk;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;npm;Pacman;Prometheus;Splunk;Supabase;Terraform;Vercel;Vite
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Homebrew;Kubernetes;npm;Pacman;Prometheus;Splunk;Supabase;Terraform;Vercel;Vite
uv, ansible, helm, kustomize, argocd, tektonci, k3s NA
Yes
Angular;AngularJS;Deno;Django;Express;FastAPI;Fastify;Flask;jQuery;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Deno;Django;Express;FastAPI;Fastify;Flask;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
Deno;Django;Express;FastAPI;Fastify;Flask;Next.js;Node.js;Nuxt.js;React;Svelte;Vue.js
NA NA
Yes
Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;PyCharm;Vim;Visual Studio Code
Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Jupyter Notebook/JupyterLab;Lovable.dev;Vim;Visual Studio Code;Xcode
Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Jupyter Notebook/JupyterLab;Lovable.dev;Vim;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;LangGraph;uv
Tailwind CSS 4;hostinger;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;LangGraph;uv
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;LangGraph;uv
null
null
Windows;MacOS;Ubuntu;Android;Debian;Linux (non-WSL);Arch
MacOS;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Red Hat
Confluence;GitHub;GitLab;Google Colab;Jira;Markdown File;Notion;Obsidian;Wikis
GitHub;GitLab;Google Colab;Linear;Markdown File;Notion;Obsidian;Trello;Wikis
GitHub;GitLab;Google Colab;Markdown File;Notion;Obsidian;Wikis
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Re...
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models;X Grok models
claude opus 4 by Anthropic NA
Yes
Less than once per month or monthly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
null
null
Writing code;Debugging or fixing code;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
not exactly, my prompts are custom made, not willy nilly vibe conding. I make PRDs & clear specifications & architecture first, before asking Claude or Gemini to go ahead with code implementation.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Decision intelligence;IT operations;Data and analytics;Customer service support
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Personalized agent creation
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.
null
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
null
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.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significan...
null
Integrating AI agents with my existing tools and workflows can be difficult.
Redis;GitHub MCP Server;ChromaDB;supabase;Pinecone
atlassian mcp server, roocode, openrouter, litellm
CrewAI;Ollama;OpenRouter;LangChain;Zapier;LangGraph;Haystack;Smolagents
roocode, litellm, gemini ai studio
Snyk;Grafana + Prometheus;LangSmith;Langfuse;Wiz
AgentOps
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Roo code (Roo-Cline);Replit;v0.dev;Perplexity;Bolt.new;Lovable.dev
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
Prompt engineering & creating new small models or AI agents for a niche private(non public data) segments. And gardening lol 😂
39,521
6
26,060
26,061
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.)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job...
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;Blogs or podcasts;Books / Physical media;Schoo...
13
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Banking/Financial Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,061
26,062
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,062
26,063
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);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 as required for my job or to benefit my career
null
6
Student
null
null
null
null
School
Connected to an open-source project NA
Availability of better alternatives NA
null
null
No
I have strongly considered changing my career and/or the industry I work in
null
null
Egypt
USD United States dollar
1,500
Yes
Bash/Shell (all shells)
Bash/Shell (all shells);C;C++;Go;HTML/CSS;Python;SQL
Bash/Shell (all shells)
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1,500
null
26,063
26,064
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
4
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
26,064
26,065
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
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);Other online resources (e.g. standard search, forum, online community);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
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
16
Developer, desktop or enterprise applications
10,000 or more 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
Security or privacy concerns NA
Computer Systems Design and Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
15
0
Mexico
MXN Mexican peso
500,000
Yes
C#;Java;JavaScript;Python;SQL
Java;JavaScript;Python;SQL
Java;JavaScript;Python;SQL
XSLT NA
Yes
H2;MariaDB;PostgreSQL
Oracle
null
NA NA
Yes
Amazon Web Services (AWS);Maven (build tool);MSBuild;NuGet
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
Yes
Laravel;Spring Boot
null
null
NA NA
No
null
null
null
NA NA
Google Gemini
null
null
null
null
Windows;Ubuntu
Windows
Confluence;GitHub;Jira
GitHub
GitHub
NA NA
Stack Overflow;YouTube
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Ask a question NA
Neutral
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Committing and reviewing code
null
Writing code;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
NO
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering
null
AI agents have increased my productivity.;AI agents have 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 reduced the time spent on specific development tasks.
null
null
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I’m stuck and can’t explain the problem
design
26,320
7
26,065
26,066
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
3
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API Good documentation
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Germany
EUR European Euro
75,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;SQLite
null
null
NA NA
Yes
Docker;npm
null
null
NA NA
Yes
FastAPI;jQuery;Next.js;Node.js;React
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Pydantic;Shadcn/ui
null
null
null
null
Windows
Windows
GitHub;Jira
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
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;Logic games/puzzles
Use discussion or chat feature NA
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Testing code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work daily
Yes, somewhat
null
Language processing
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
ChatGPT;Google Gemini;Microsoft Copilot
null
When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Company specific best practices and understanding legacy code bases
87,011
8
26,066
26,067
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
1
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
2
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Availability of better alternatives NA
Software Development
Collaboration and support from a team NA
No
I have transitioned into a new career and/or industry voluntarily
18
5
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
NA NA
Yes
H2;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL
MongoDB;Oracle;PostgreSQL;SQLite
MongoDB;Oracle;PostgreSQL
NA NA
Yes
Chocolatey;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Microsoft Azure;npm
Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);Prometheus
Docker;Gradle;Homebrew;Kubernetes;Maven (build tool)
NA NA
Yes
Angular;Node.js;Spring Boot
Angular;Node.js
Angular;Node.js
Vaadin, Hugo Hugo
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Android;Fedora
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Markdown File;Obsidian
Confluence;GitHub;Jira;Markdown File;Obsidian
Confluence;GitHub;Jira;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;Discord;Hacker News;YouTube;Substack
Stack Overflow;Discord;YouTube;Substack
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Browse content related to Q&A posts I recently viewed NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor 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
null
8
26,067
26,068
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools 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
20
Founder, technology or otherwise
null
null
null
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
Yes
Elixir;HTML/CSS;JavaScript;PHP;TypeScript
PHP;TypeScript
PHP;TypeScript
NA NA
Yes
Cloud Firestore;MySQL;PostgreSQL
Cloud Firestore;Elasticsearch;PostgreSQL
Cloud Firestore;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Laravel;NestJS;Next.js;React
null
null
NA NA
Yes
Cursor;Lovable.dev;PhpStorm
null
null
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
MacOS
MacOS
GitHub;Notion
null
null
NA NA
Hacker News;Bluesky
null
null
NA NA
Yes
Anthropic: Claude Sonnet
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
Project planning;Documenting code
null
null
AI solutions that are almost right, but not quite
Yes, depending on the project. For quick MVPs or non-critical tasks, I will vibe code more, trying to be as detailed as possible with prompts. For more critical projects, I don't vibe code significant chunks. Instead I use it more for problem solving, specific function implementations, etc.
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;Decision intelligence;Marketing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
26,068
26,069
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)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Student
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Italy
EUR European Euro
0
Yes
C#;C++;JavaScript;PowerShell;Python;SQL;TypeScript
C#;C++;Go;JavaScript;Lua;Python;Rust;SQL;TypeScript
C#;C++;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
PostgreSQL;SQLite;Valkey
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
ASP.NET Core;Fastify;Nuxt.js;Vue.js
ASP.NET Core;Deno;Fastify;Nuxt.js;Vue.js
ASP.NET Core;Fastify;Nuxt.js;Vue.js
NA NA
Yes
Rider;Visual Studio;Visual Studio Code
Rider;RustRover;Visual Studio Code;Zed
Rider;Visual Studio Code
NA NA
.NET 8 or higher;c++23;Pydantic;Google Gemini
.NET 8 or higher;c++23;Google Gemini
.NET 8 or higher;c++23;Google Gemini
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X
Stack Overflow;Discord;GitHub (public projects, not private repos);Bluesky;X
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Videos;Coding challenges;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 at all
About half of the time
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Testing code;Learning new concepts or technologies
Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Project planning;Debugging or fixing code;Predictive analytics;Search for answers
Documenting code;Committing and reviewing code;Creating or maintaining documentation
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
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
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.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I 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
Debugging as the AI will probably not be able to understand some of the more complex edge-cases of the code it is requested to write and debug
null
null
26,069
26,070
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
10
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
15
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Easy-to-use API NA
Availability of better alternatives NA
Transportation, or Supply Chain
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
2
1
Germany
EUR European Euro
100,000
Yes
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript
HTML/CSS;JavaScript
NA NA
No
null
null
null
NA NA
Yes
Docker;npm
null
null
NA NA
Yes
Angular;Node.js
null
null
NA NA
Yes
Notepad++;Sublime Text;Visual Studio Code
Sublime Text
Sublime Text
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
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 10 and 15 years
Less than once every 2 - 3 months
null
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;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
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;I don’t think I’ll need help from people anymore
understanding / judging / analyzing output, tailoring
116,015
5
26,070
26,071
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
12
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
Developer, mobile
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,071
26,072
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
None of the above
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
26,072
26,073
I work with developers or my work supports developers but am not a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
8
Support engineer or analyst
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Robust and complete API NA
Availability of better alternatives NA
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
1
2
United States of America
USD United States dollar
119,000
Yes
Assembly;C;PowerShell;SQL
C;C++;MATLAB;PowerShell;Python;SQL
C;PowerShell;SQL
Objectscript NA
Yes
null
null
null
IRIS SageDB
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model
Large Language Model
Large Language Model
null
null
MacOS
Windows;Ubuntu;Linux (non-WSL)
Confluence;GitHub;Google Colab;Jira;Markdown File
GitHub;GitLab;Google Colab;Google Workspace;Markdown File;Stack Overflow for Teams
GitHub;Google Colab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
Yes
null
null
null
Copilot NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once per month or monthly
Long-form articles;Coding challenges;Logic games/puzzles;Job board
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
Writing code
Predictive analytics
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Testing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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;When I need help fixing complex or unfamiliar code
High-level planning, Debugging, Troubleshooting
119,000
null
26,073
26,074
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
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);Videos (not associated with specific online course or certification);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
33
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;PowerShell;Python;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Lua;Python;TypeScript
HTML/CSS;JavaScript;Lua;Python;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
null
null
NA NA
Yes
Docker;Google Cloud;Homebrew;Microsoft Azure;MSBuild;npm;NuGet;Pip;pnpm;Vite;Yarn
Homebrew;npm;Pip;Vite;Yarn
Homebrew;npm;Pip;Vite;Yarn
NA NA
Yes
NestJS;Nuxt.js;React;Vue.js
jQuery;Nuxt.js;Vue.js
Nuxt.js;Vue.js
NA NA
Yes
PyCharm;Visual Studio Code;WebStorm
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS;Android
Windows
Confluence;GitHub;GitLab;Markdown File;Wikis
GitHub;Markdown File;Wikis
GitHub;Markdown File;Wikis
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Day-in-the-life profiles/interviews with experts
null
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Search for answers
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Other (write in):
No.
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
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;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 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
All.
null
2
26,074
26,075
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)
1
null
null
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
26,075
26,076
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)
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
7
Developer, front-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Outdated or obsolete technology or features NA
Fintech
You like your manager NA
No
I have somewhat considered changing my career and/or the industry I work in
5
2
India
INR Indian rupee
900,000
Yes
Dart;Python;Swift
Bash/Shell (all shells);C++;Erlang;Go;Java;MATLAB;Python;Swift
Python;Swift
NA NA
Yes
MongoDB;MySQL
Elasticsearch;MongoDB;MySQL;Redis
MongoDB;MySQL
NA NA
Yes
Docker;Gradle
Docker
Docker
NA NA
Yes
null
null
null
Flutter Web NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Ubuntu;Android
GitLab;Google Colab;Jira;Redmine
Confluence;GitLab;Redmine
GitLab;Redmine
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Medium;Company-sponsored forums
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);Kaggle;YouTube;Medium
NA NA
Yes
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)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Job board
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Project planning;Debugging or fixing code;Search for answers
Deployment and monitoring
Writing code;Documenting code;Committing and reviewing code;Creating or maintaining documentation
Testing code;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase
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
Yes, kinda nudged to prompt
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Architecture for use case, innovative, opmization approach, complex reasoning
10,462
4
26,076
26,077
I used to be a developer by profession, but no longer am
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
4
Student
null
null
null
null
School
Customizable and manageable codebase NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Bangladesh
BDT Bangladeshi taka
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code
null
null
null
null
It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have 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 reduced the time spent on specific development tasks.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,077
26,078
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.)
Independent contractor, freelancer, or self-employed
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
Colleague or on-the-job training
14
Other (please specify):
null
null
null
No
Work
Reputation for quality NA
Security or privacy concerns NA
Computer Systems Design and Services
null
No
I have transitioned into a new career and/or industry voluntarily
5
5
Italy
EUR European Euro
35,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Elixir;Go;SQL
Go;SQL
Haskell Haskell
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
No
null
null
null
NA NA
Yes
React;Spring Boot
React
React
NA NA
Yes
IntelliJ IDEA;Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
Neovim;Vim;Visual Studio Code
NA NA
null
null
null
null
null
iOS;Debian;Linux (non-WSL)
Debian;Linux (non-WSL)
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not at all
About half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
Documenting code;Debugging or fixing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code
Writing code;Creating or maintaining documentation
Search for answers;Generating content or synthetic data
null
No.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;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 have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Being an experienced developer, AI will be problematic for newcomers who aren’t productive.
40,605
null
26,078
26,079
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
22
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
26
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
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
5
1
United States of America
USD United States dollar
120,000
Yes
HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
MariaDB;MySQL;Redis;SQLite
BigQuery;MariaDB;MySQL;Redis;SQLite;Clickhouse
MariaDB;MySQL;Redis;SQLite
Qdrant Qdrant
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Docker;Google Cloud;Homebrew;Kubernetes;npm;Pip;Vite;Webpack;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;npm;Pip
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;npm;Pip
uv uv
Yes
FastAPI;Flask;Next.js;Nuxt.js;React;Symfony;Vue.js
FastAPI;Flask;Next.js;React
FastAPI;Flask;Next.js;React
NA NA
Yes
Claude Code;PhpStorm;PyCharm;Visual Studio Code;WebStorm
PyCharm;RustRover;Visual Studio Code;WebStorm
PyCharm;Visual Studio Code;WebStorm
NA NA
Large Language Model;Pydantic;RAG;Google Gemini
Large Language Model;Amazon Bedrock;Pydantic;RAG;Google Gemini;Ollama
Large Language Model;Pydantic;RAG;Google Gemini
null
null
MacOS;iOS;iPadOS
MacOS;Ubuntu;iOS;Debian;iPadOS
GitHub;Google Colab;Google Workspace;Markdown File;Notion
GitHub;Google Colab;Google Workspace;Markdown File
GitHub;Google Colab;Google Workspace;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;Kaggle;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;Kaggle;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;Kaggle;Medium
Slack Slack
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
JinaAI models JinaAI models
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Message Boards;Long-form articles;Direct messaging of users;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Committing and reviewing code
null
Generating content or synthetic data
Learning about a codebase;Project planning;Predictive analytics
Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Not really. Code generated by prompts is rarely, if ever, ready for production.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;IT operations
Language processing;Vector databases for AI applications;Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
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.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;Qdrant;ChromaDB
null
Vertex AI
null
Sentry;Snyk
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
Yes, the creativity of AI tools is nearly nonexistent.
120,000
8
26,079
26,080
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
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;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
6
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Personal Project
null
null
Transportation, or Supply Chain
Autonomy and trust to manage your own tasks NA
Yes
I have transitioned into a new career and/or industry voluntarily
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
5
26,080
26,081
I used to be a developer by profession, but no longer am
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
30
null
null
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
26,081
26,082
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
13
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reliability and low latency NA
Security or privacy concerns NA
Government
Competitive pay and benefits NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
12
8
United States of America
USD United States dollar
100,000
Yes
C#;HTML/CSS;JavaScript;Rust;SQL;TypeScript
C#;HTML/CSS;Rust;TypeScript
C#;HTML/CSS;Rust;TypeScript
NA NA
Yes
Microsoft SQL Server;Oracle;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
npm;NuGet;pnpm;Webpack
Docker;pnpm;Webpack
pnpm;Webpack
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;Node.js;Vue.js
Angular;ASP.NET Core;Node.js;Vue.js
ASP.NET Core;Node.js;Vue.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Ubuntu;Android
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per week
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Testing code
null
Debugging AI-generated code is more time-consuming
No. Seems crazy
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.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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;Other (please specify):
communication, ability to learn, project management, requirements gathering
100,000
6
26,082
26,083
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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);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
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
13
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Robust and complete API NA
Prohibitive pricing NA
Software Development
Recognition from leadership for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
10
2
Sweden
SEK Swedish krona
700,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;Python;TypeScript
C#;F#;HTML/CSS;Python;Rust;Scala;TypeScript;Gleam
C#;HTML/CSS;Python;TypeScript
NA NA
Yes
Microsoft SQL Server
PostgreSQL;Redis;Pocketbase
null
NA NA
Yes
Ansible;Docker;MSBuild;Netlify;npm;NuGet;Webpack
Amazon Web Services (AWS);Cargo;Docker;Netlify;npm;Vite
Docker;Netlify;npm
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Node.js
Angular;ASP.NET Core;Astro;Node.js
Angular;ASP.NET Core;Astro;Node.js
NA NA
Yes
Bolt;Cursor;Rider;Visual Studio Code
Cursor;Rider;Visual Studio Code
Cursor;Rider;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG
.NET 8 or higher;Tailwind CSS 4;Large Language Model;RAG
null
null
MacOS;iOS;Linux (non-WSL);iPadOS
MacOS;iOS
GitHub;Markdown File;Miro;Notion
GitHub;Markdown File
GitHub;Markdown File
Targetprocess NA
Reddit;GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
Claude 3.5 NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering
Multi-platform search enablement;Agent/multi-agent orchestration;Integration with external agents and APIs
null
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
I've seen no sign of agents being even close to being able to replace a human for coding (especially when it comes to framework specific code). I think that boilerplate coding will be less with ai tools, and analysis, project management and quality assurance (requirements etc) will keep being an important part of the d...
73,375
6
26,083
26,084
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
12
Architect, software or solutions
Less than 20 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Computer Systems Design and Services
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
3
5
Serbia
RSD Serbian dinar
450,000
Yes
Ada;Bash/Shell (all shells);C++;Dart;Groovy;HTML/CSS;PowerShell;Python;TypeScript
Ada;Bash/Shell (all shells);C++;Dart;HTML/CSS;PowerShell;Python;Rust;TypeScript
Ada;Bash/Shell (all shells);C++;Dart;HTML/CSS;PowerShell;Python;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;PostgreSQL;Redis;SQLite
Elasticsearch;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis
NA NA
Yes
Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;npm;Pip;Poetry;Vercel;Vite;Yarn
Microsoft Azure;Pip;Poetry;Vercel;Vite
Microsoft Azure;Pip;Poetry;Vercel;Vite
NA NA
Yes
FastAPI;Flask;React
FastAPI;Flask;React
FastAPI;Flask;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;PyCharm;Vim;Visual Studio Code;Xcode
PyCharm
PyCharm
NA NA
c++23;Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
c++23;Large Language Model;Pydantic;RAG;Shadcn/ui;Ollama;LangGraph;uv
c++23;Large Language Model;Pydantic;RAG;Shadcn/ui;Ollama;LangGraph;uv
null
null
Windows;MacOS;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL)
Airtable;Azure Devops;Confluence;GitHub;GitLab;Google Workspace;Jira;Miro;Trello
GitHub;Google Workspace;Trello
GitHub;Google Workspace;Trello
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Meta Llama (all models);Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
Infrequently, less than once per year
Coding challenges
Browse content related to Q&A posts I recently viewed NA
Not sure
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;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
Debugging or fixing code;Testing code;Committing and reviewing code;Creating or maintaining documentation
Documenting code;Search for answers;Generating content or synthetic data
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Data and analytics;Cybersecurity
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
Redis;Qdrant;ChromaDB;Milvus
null
Vertex AI;Llama Index;Ollama;LangChain;Zapier;LangGraph
null
Sentry;Grafana + Prometheus
null
ChatGPT;Google Gemini
null
When I want to fully understand something
Creativity in problem solving
4,455
null
26,084
26,085
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges;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);Stack Overflow or Stack Exchange
10
Academic researcher
I don’t know
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
26,085
26,086
I am a developer by profession
55-64 years old
Some college/university study without earning a degree
Employed
None of the above
36
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types)
44
Architect, software or solutions
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Prohibitive pricing NA
Other:
Recognition from leadership for your work NA
No
I have neither consider or transitioned into a new career or industry
4
null
Italy
EUR European Euro
120,000
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 week
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)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Neither good or 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
139,218
2
26,086
26,087
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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)
16
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
No
I have strongly considered changing my career and/or the industry I work in
17
10
Guatemala
GTQ Guatemalan quetzal
112,000
Yes
HTML/CSS;PHP;PowerShell;Python;SQL
C;C++;Java;JavaScript;Visual Basic (.Net)
null
NA NA
Yes
InfluxDB;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;SQLite;Amazon Redshift
Cassandra;Dynamodb;Elasticsearch;MongoDB;Snowflake
null
NA NA
Yes
Ansible;APT;Docker;npm;Pip;Podman
Amazon Web Services (AWS);Prometheus
null
NA NA
Yes
null
null
null
NA NA
null
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows;Debian;Linux (non-WSL)
Windows;Fedora
GitHub;Microsoft Planner
Notion;Obsidian
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Generating content or synthetic data
Testing code;Committing and reviewing code;Deployment and monitoring
Documenting code;Predictive analytics;Creating or maintaining documentation
Project planning
Learning about a codebase;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
yes, but only when de requirements are simple or day-to-day. in complex requirements i prefer use ai as development validator.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;IT operations;Data and analytics
null
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
null
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
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
Grafana + Prometheus
null
ChatGPT;Google Gemini
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
planning, understand the client requirement, security, deploy, best practices.
14,574
5
26,087
26,088
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
7
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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;Blogs or podcasts
20
Data engineer
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Connected to an open-source project NA
Inefficient or time-costly 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
26,088
26,089
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
12
Cloud infrastructure engineer
5,000 to 9,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
null
Yes
I have neither consider or transitioned into a new career or industry
20
10
United States of America
USD United States dollar
350,000
Yes
Python
Go
null
terraform, ansible NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;New Relic;Pacman;Podman;Poetry;Prometheus;Splunk;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
Cursor;Sublime Text;Vim;Visual Studio
Windsurf
null
NA NA
Large Language Model;Ollama
Amazon Bedrock
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);Debian
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Debian;Red Hat
null
null
null
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn;Medium;Company-sponsored forums
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;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
Message Boards;Coding challenges
Browse content related to Q&A posts I recently viewed 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;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation
Project planning
Learning about a codebase;Testing code;Deployment and monitoring
Learning new concepts or technologies
Search for answers;Generating content or synthetic data
It’s hard to understand how or why the code works
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
IT operations
null
null
null
null
null
null
null
null
null
null
null
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
null
350,000
null
26,089
26,090
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
12
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,090
26,091
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
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools 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);Blogs or podcasts;Stack Overflow or Stack Exchange
20
Engineering manager
1,000 to 4,999 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
United Kingdom of Great Britain and Northern Ireland
USD United States dollar
300,000
Yes
Bash/Shell (all shells);Python;SQL
JavaScript;Rust;TypeScript
null
NA NA
Yes
Cosmos DB;Microsoft SQL Server;PostgreSQL;SQLite;Supabase
null
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
Yes
FastAPI;Next.js;Node.js;React
null
null
NA NA
Yes
Cursor;Visual Studio;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Polars;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;uv
null
null
null
null
MacOS;Linux (non-WSL)
Windows;MacOS;Linux (non-WSL)
Azure Devops
Coda
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
More than half the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
Writing code
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;Decision intelligence;Data and analytics
Language processing;Vector databases for AI applications;MCP servers
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Microsoft Copilot
null
When I want to learn best practices
null
300,000
7
26,091
26,092
I am a developer by profession
65 years or older
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
43
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Coding Bootcamp
47
Architect, software or solutions
Less than 20 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Ethical concerns NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
40
25
Italy
EUR European Euro
60,000
Yes
Bash/Shell (all shells);Delphi;HTML/CSS;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);Delphi;HTML/CSS;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);Delphi;HTML/CSS;JavaScript;PowerShell;Python;SQL
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis
Firebase Realtime Database;MariaDB;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;Redis;Supabase
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Redis
NA NA
Yes
APT;Chocolatey;Docker;Kubernetes;npm;Pip
APT;Chocolatey;Cloudflare;Docker;Firebase;Kubernetes;npm;Pip;Supabase;Vite
APT;Chocolatey;Docker;Kubernetes;npm;Pip
NA NA
Yes
jQuery;Node.js
jQuery;Node.js;React;Svelte;Vue.js
jQuery;Node.js
kitto, yawe kitto, yawe
Yes
Cursor;Eclipse;Nano;Notepad++;Sublime Text;VSCodium
Claude Code;Cursor;Eclipse;Lovable.dev;Nano;Notepad++;PyCharm;Sublime Text;VSCodium;Windsurf
Cursor;Eclipse;Nano;Notepad++;Sublime Text;VSCodium
NA NA
Odoo;Large Language Model;Delphi 12+ Athens;Ollama
Tailwind CSS 4;Odoo;Large Language Model;RAG;Delphi 12+ Athens;Ollama
Odoo;Large Language Model;Delphi 12+ Athens;Ollama
null
null
Windows
Windows
Airtable;GitHub;Markdown File;Obsidian;Redmine
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, definitely
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Predictive analytics
Documenting code;Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
not at all
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Business process automation;IT operations;Cybersecurity
Language processing;MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
reasoning out of the basket, unconventional connections
69,609
8
26,092
26,093
I am a developer by profession
55-64 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (less than 10 hours per week)
36
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
40
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Security or privacy concerns NA
Transportation, or Supply Chain
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
Chile
CLP Chilean peso
14,400,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;Python;SQL
null
null
NA NA
Yes
MariaDB;MySQL
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
APJ NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows;Ubuntu
GitHub
null
null
NA NA
Stack Overflow;YouTube
Stack Overflow;YouTube
Stack Overflow;YouTube
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
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;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Testing code;Creating or maintaining documentation
Project planning;Documenting code;Generating content or synthetic data
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
Yes, I use AI agents at work monthly or infrequently
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
15,268
8
26,093
26,094
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 (10-19 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);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
30
Data engineer
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Poor usability NA
Fintech
null
No
I have somewhat considered changing my career and/or the industry I work in
10
5
Spain
USD United States dollar
18,000
Yes
HTML/CSS;JavaScript;VBA
HTML/CSS;JavaScript
HTML/CSS;JavaScript
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
MariaDB;MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Heroku;npm;Pip
Amazon Web Services (AWS);Docker;Google Cloud;Heroku;npm
Amazon Web Services (AWS);Docker;Heroku;npm
NA NA
Yes
Flask;Node.js
Node.js;Vue.js
Node.js
NA NA
Yes
IntelliJ IDEA;Nano;Notepad++;Sublime Text;Visual Studio Code
IntelliJ IDEA;Nano;Notepad++;Visual Studio Code
IntelliJ IDEA;Nano;Notepad++;Visual Studio Code
NA NA
Google Gemini
null
null
null
null
Ubuntu;Debian
Ubuntu;Debian
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;X;YouTube
Stack Overflow;Stack Exchange;YouTube
Stack Overflow;Stack Exchange;YouTube
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Testing code;Deployment and monitoring
Documenting code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
Project planning
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations;Data and analytics
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
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.
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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
null
null
null
null
GitHub Copilot;Microsoft Copilot
null
When I want to learn best practices;When I want to compare different solutions
imagination and find new perspectives to solve a problem
18,000
6
26,094
26,095
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
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
26,095
26,096
I am a developer by profession
35-44 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
11
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Government
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
4
4
United States of America
USD United States dollar
72,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
NuGet
Microsoft Azure;NuGet
NuGet
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
ASP.NET;ASP.NET Core;jQuery
ASP.NET;ASP.NET Core;jQuery
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Ubuntu;Android
Windows
GitHub;Markdown File
Azure Devops;GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once per month or monthly
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in Make edits for clarity
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly;Other (write in):
Never!
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Project management, anything related to complex solutions
72,000
10
26,096
26,097
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Volunteering (regularly);Attending school (full-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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;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
4
Student
Less than 20 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
School
Costs are manageable NA
Prohibitive pricing NA
Higher Education
null
No
I have strongly considered changing my career and/or the industry I work in
4
5
United States of America
USD United States dollar
null
Yes
C;C++;Dart;HTML/CSS;JavaScript;MATLAB;PHP;PowerShell;Python;R;SQL;Swift
HTML/CSS;JavaScript;PowerShell;Python;SQL
HTML/CSS;JavaScript;PowerShell;Python;SQL
NA NA
Yes
Databricks SQL;Microsoft SQL Server;MongoDB;MySQL;Neo4J;PostgreSQL;SQLite;Supabase
MySQL;Neo4J;SQLite
MySQL;Neo4J;SQLite
NA NA
No
null
null
null
NA NA
Yes
Flask;jQuery;Next.js;Node.js;React;Vue.js;WordPress
Flask;jQuery;Next.js;Node.js;React;Vue.js
Flask;jQuery;Next.js;Node.js;React;Vue.js
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4
Tailwind CSS 4;RAG;LangGraph
Tailwind CSS 4
null
null
Windows;iOS;ChromeOS
Windows;Linux (non-WSL)
Airtable;GitHub;Google Colab;Google Workspace;Markdown File;Notion;Obsidian
Airtable;GitHub;Markdown File;Notion;Obsidian
Airtable;GitHub;Markdown File;Notion;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Substack
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Substack
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting 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
Debugging or fixing code;Testing code;Predictive analytics
null
null
I don’t use AI tools regularly
cringe (no)
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
most? there should always be systems in place to review and check things
null
null
26,097
26,098
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
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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;Other online resources (e.g. standard search, forum, online community)
15
Senior executive (C-suite, VP, etc.)
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
20
0
Russian Federation
RUB Russian ruble
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
NA NA
Yes
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Kubernetes;npm;Pip;Vite;Yandex Cloud
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Homebrew;Kubernetes;npm;Pip;Vite;Yandex Cloud
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;Kubernetes;npm;Pip;Vite;Yandex Cloud
NA NA
Yes
Express;FastAPI;Flask;NestJS;Next.js;Node.js;React
Express;FastAPI;Flask;NestJS;Next.js;Node.js;React
Express;FastAPI;Flask;NestJS;Next.js;Node.js;React
NA NA
Yes
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Nano;Visual Studio Code;Xcode
Android Studio;Cursor;Nano;Visual Studio Code;Windsurf;Xcode
Android Studio;Cursor;Nano;Visual Studio Code;Xcode
NA NA
null
null
null
null
null
MacOS;iOS
Windows;MacOS;Ubuntu;Android;iOS;Debian
GitHub;GitLab;Jira;Markdown File;Miro;Notion;Wikis
GitHub;GitLab;Jira;Markdown File;Wikis
GitHub;GitLab;Jira;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar models
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Documenting code;Deployment and monitoring
null
null
Other (write in):
Yes and no. vibe coding is OK for smaller part of codes, that doesn't require manageability and if it requires some changes it could be completely rewritten. But in general I don't accept vibe coding and all code generated by AI is subject to strict code review. In our projects vide coding could be 1% hardly more.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;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
ChatGPT;GitHub Copilot;v0.dev
Cursor
When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
System and architecture design, debugging, problem solving.
null
9
26,098
26,099
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
10
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)
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)
14
Developer, full-stack
100 to 499 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
26,099
26,100
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Volunteering (regularly)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
8
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
null
null
Software Development
null
No
null
null
null
Canada
CAD Canadian dollar
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
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
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
9