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41,700
41,701
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
41,701
41,702
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
null
null
null
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
41,702
41,703
I am learning to code
18-24 years old
Some college/university study without earning a degree
Student
Volunteering (regularly);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);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);Blogs or podcasts;Books / Physical media
5
Student
null
null
null
null
School
Connected to an open-source project NA
Availability of better alternatives NA
null
null
No
I have neither consider or transitioned into a new career or industry
2
null
China
CNY Chinese Yuan Renminbi
null
null
C;Go;HTML/CSS;Python
null
null
NA NA
Yes
MySQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android
null
GitHub;Markdown File;Obsidian
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Infrequently, less than once per year
Less than one year
A few times per month or weekly
null
Comment on Q&A posts NA
No, not at all
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Documenting code;Predictive analytics
null
Writing code;Deployment and monitoring
Learning about a codebase;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Committing and reviewing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,703
41,704
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
15
DevOps engineer or professional
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
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
41,704
41,705
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
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;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
31
DevOps engineer or professional
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
Software Development
null
I'm not sure
I have neither consider or transitioned into a new career or industry
2
null
Czech Republic
CZK Czech koruna
83,000
Yes
Bash/Shell (all shells);Ruby
Bash/Shell (all shells);Groovy;JavaScript;Ruby
Bash/Shell (all shells);Ruby
NA NA
null
null
null
null
NA NA
Yes
Chocolatey;Docker;Make;Maven (build tool);Pacman;Podman
Ansible;Chocolatey;Docker;Google Cloud;Kubernetes;Make;Maven (build tool);Pacman;Prometheus;Terraform
Chocolatey;Docker;Make;Maven (build tool);Pacman
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;iOS;Arch;iPadOS
Arch
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Bluesky;X;YouTube
Stack Overflow;Stack Exchange;Bluesky;X;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards;Videos
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
Learning about a codebase;Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite
yes
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
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.;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 have ethical or security concerns about code
Assessment of what AI tools produce.
3,885
null
41,705
41,706
I am learning to code
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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
null
3
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,706
41,707
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
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 for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
8
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
4
4
Croatia
EUR European Euro
null
Yes
Bash/Shell (all shells);C;GDScript;Lua;Python
Bash/Shell (all shells);C;GDScript;Lisp;Lua;Python;Rust
Bash/Shell (all shells);C;GDScript;Lua;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Ubuntu;Linux (non-WSL);Fedora
Ubuntu;Linux (non-WSL);Fedora
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Lemmy, Fediverse Lemmy, Mastodon, Fediverse
No
null
null
null
NA NA
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Search for answers
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;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
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
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
null
null
null
41,707
41,708
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (20-29 hours per week)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
30
Developer, full-stack
1,000 to 4,999 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
Work
Costs are manageable NA
Prohibitive pricing NA
Banking/Financial Services
You like your manager NA
Yes
I have neither consider or transitioned into a new career or industry
10
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
180
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Kotlin;Rust
null
NA NA
Yes
DuckDB;Microsoft SQL Server;Neo4J;PostgreSQL;Redis;Snowflake
Supabase
null
Dremio NA
Yes
Amazon Web Services (AWS);APT;Docker;Kubernetes;npm;NuGet;Pip;Poetry;Prometheus;Splunk;Terraform
null
null
NA NA
Yes
ASP.NET Core;FastAPI;React;Svelte
null
null
NA NA
Yes
IntelliJ IDEA;Neovim;PyCharm;Rider;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Large Language Model;Pydantic;RAG
Polars;RAG;LangGraph
RAG
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Miro
Azure Devops;Notion
null
NA NA
Stack Overflow;Reddit;YouTube;Substack
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning 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
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Debugging or fixing code
Predictive analytics
Documenting code;Creating or maintaining documentation
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 daily
Yes, somewhat
Software engineering;Business process automation
null
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
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
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
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.
null
Neo4j;pgvector
null
AutoGen (Microsoft)
null
Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
advanced reasoning and deduction, critical thinking, fact checking
245
4
41,708
41,709
I am not primarily a developer, but I write code sometimes as part of my work/studies
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
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)
30
Cloud infrastructure engineer
10,000 or more employees
Individual contributor
Remote
No
null
null
null
Computer Systems Design and Services
null
Yes
I have strongly considered changing my career and/or the industry I work in
5
3
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);Java;PowerShell;Python
Assembly;Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;Rust;TypeScript
Bash/Shell (all shells);Java;PowerShell;Python
NA NA
Yes
null
null
null
NA NA
Yes
Docker;Pip;Terraform
Docker;Kubernetes;Pip
Docker;Pip
NA NA
Yes
null
null
null
NA NA
Yes
Eclipse;Notepad++;Vim;Visual Studio Code
Eclipse;Notepad++;Vim;Visual Studio Code
Eclipse;Notepad++;Vim;Visual Studio Code
TheiaIDE TheiaIDE
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Markdown File;Wikis
GitHub;GitLab;Jira;Markdown File;Wikis
GitHub;GitLab;Jira;Markdown File;Wikis
NA NA
Stack Overflow;YouTube;Company-sponsored forums
Stack Overflow;YouTube;Company-sponsored forums
Stack Overflow;YouTube;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Answer a question NA
No, not really
Less than half of the time
No, but I plan to soon
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Debugging or fixing code;Testing code;Committing and reviewing code
Learning about a codebase;Writing code;Documenting code;Creating or maintaining documentation
Deployment and monitoring;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
No.
Yes, I use AI agents at work daily
Not at all or minimally
Customer service support
Integration with external agents and APIs
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 accelerated my learning about new technologies or codebases.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
ChatGPT
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem analysis
null
null
41,709
41,710
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)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
7
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Easy-to-use API NA
Outdated or obsolete technology or features NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
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
6
41,710
41,711
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
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);Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Books / Physical media
17
Architect, software or solutions
10,000 or more employees
People manager
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
8
5
India
INR Indian rupee
4,500,000
Yes
C#;JavaScript;Python;SQL;TypeScript
C#;Java;JavaScript;Python;Rust;SQL;TypeScript
C#;JavaScript;Python;SQL;TypeScript
NA NA
Yes
BigQuery;Cosmos DB;Elasticsearch;Neo4J;PostgreSQL;Snowflake
BigQuery;PostgreSQL
BigQuery;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Kubernetes;Microsoft Azure;New Relic;npm;NuGet;Yarn
Docker;Google Cloud;Kubernetes;Microsoft Azure;New Relic;npm;NuGet;Yarn
Docker;Google Cloud;Kubernetes;Microsoft Azure;New Relic;npm;NuGet;Yarn
NA NA
Yes
Angular;ASP.NET Core;Blazor;FastAPI;Node.js;React
Angular;ASP.NET Core;Node.js;React;Svelte
Angular;ASP.NET Core;Node.js;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Tailwind CSS 4
.NET 8 or higher
.NET 8 or higher
null
null
Windows;MacOS
Windows;MacOS;Ubuntu;Linux (non-WSL)
Azure Devops;GitHub;GitLab;Jira;Miro
Azure Devops;GitHub;GitLab;Jira;Miro
Azure Devops;GitHub;GitLab;Jira;Miro
NA NA
Stack Overflow;LinkedIn;Medium
Stack Overflow
Stack Overflow
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
null
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Search for answers
I’ve become less confident in my own problem-solving
yes I use it regularly
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Data and analytics
Language processing
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have 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
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
Redis;Neo4j
null
Vertex AI;AutoGen (Microsoft)
null
New Relic;Grafana + Prometheus
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Communication, team management designing architecting solutions customised to particular industries and user problems. Creative solutions.
52,308
6
41,711
41,712
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)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
14
Architect, software or solutions
20 to 99 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
Easy-to-use API NA
Availability of better alternatives NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
10
15
Czech Republic
CZK Czech koruna
1,440,000
Yes
Bash/Shell (all shells);Elixir;JavaScript;PowerShell;Python;Rust;TypeScript
Bash/Shell (all shells);Elixir;JavaScript;Python;TypeScript
Bash/Shell (all shells);Elixir;JavaScript;Python;TypeScript
NA NA
Yes
Cloud Firestore;Neo4J;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
null
null
null
null
NA NA
Yes
Express;NestJS;Next.js;Node.js;Nuxt.js;React;WordPress
Express;NestJS;Next.js;Node.js;React
Express;NestJS;Next.js;Node.js;React
NA NA
Yes
Cursor;IntelliJ IDEA;PyCharm;Sublime Text;Vim;Visual Studio Code;WebStorm
Cursor;IntelliJ IDEA;PyCharm;Sublime Text;Vim;Visual Studio Code;WebStorm
Cursor;IntelliJ IDEA;PyCharm;Sublime Text;Vim;Visual Studio Code;WebStorm
NA NA
null
null
null
null
null
Windows;MacOS;Linux (non-WSL)
MacOS;Linux (non-WSL)
GitHub;GitLab;Google Workspace;Jira;Linear;Notion
GitHub;GitLab;Google Workspace;Jira;Linear;Notion
GitHub;GitLab;Google Workspace;Jira;Linear;Notion
NA NA
Stack Overflow;Discord;YouTube
Stack Overflow;Discord;YouTube
Stack Overflow;Discord;YouTube
NA NA
Yes
null
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
Neutral
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
Project planning;Deployment and monitoring;Predictive analytics
Testing code
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
YES
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Business process automation;IT operations;Data and analytics;Customer service support;Marketing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
67,400
8
41,712
41,713
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or 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);Stack Overflow or Stack Exchange
20
Architect, software or solutions
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Poor usability 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
France
EUR European Euro
50,000
Yes
Bash/Shell (all shells);Go;Groovy;Java;JavaScript;Kotlin;Lua;Python;Ruby;TypeScript
Go;JavaScript;Python
Go;JavaScript;Python
NA NA
Yes
Elasticsearch;Firebase Realtime Database;MongoDB;PostgreSQL;Redis;Clickhouse;Valkey
MongoDB;Clickhouse;Valkey
MongoDB;Clickhouse;Valkey
dragonfly,meilisearch NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Gradle;Kubernetes;npm;Pip;Poetry;Prometheus;Terraform;Vite;Yarn
Cloudflare;Docker;Kubernetes;npm;Pip;Prometheus
Cloudflare;Docker;Kubernetes;npm;Pip;Prometheus
NA NA
Yes
Next.js;Node.js;React
Next.js;Node.js;React
Next.js;Node.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA;Neovim;PyCharm;Vim;Visual Studio Code;WebStorm;Xcode
IntelliJ IDEA
IntelliJ IDEA
goland goland
Google Gemini
Large Language Model;Google Gemini
Google Gemini
null
null
Ubuntu;Android;NixOS
Ubuntu;Android;NixOS
GitHub;GitLab;Google Workspace
GitHub;Google Workspace
GitHub;Google Workspace
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky
NA NA
Yes
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Direct messaging of users;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
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data;Learning new concepts or technologies
Project planning
Learning about a codebase;Deployment and monitoring
Committing and reviewing code;Predictive analytics
Documenting code;Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Decision intelligence
Vector databases for AI applications
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 helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
null
null
null
null
null
Sentry
null
ChatGPT;GitHub Copilot;Google Gemini
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
null
58,007
7
41,713
41,714
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)
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types);Blogs or podcasts
15
Developer, front-end
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Good brand and public image NA
Poor usability NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
null
null
Bangladesh
BDT Bangladeshi taka
4,800,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;MATLAB;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;Firebase Realtime Database;MySQL
Dynamodb;Elasticsearch;Firebase Realtime Database;MySQL
Dynamodb;Elasticsearch;Firebase Realtime Database;MySQL
NA NA
Yes
Amazon Web Services (AWS);Docker;npm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;npm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;npm;Vercel;Vite;Webpack;Yarn
NA NA
Yes
Express;jQuery;Next.js;Node.js;React
Express;Next.js;Node.js;React
Express;Next.js;Node.js;React
NA NA
Yes
Claude Code;Visual Studio Code;Xcode
Claude Code;Visual Studio Code;Xcode
Claude Code;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
MacOS;Ubuntu;Android;iOS
MacOS;Ubuntu;Android;iOS
GitHub;GitLab;Jira;Notion;Trello
GitHub;GitLab;Jira;Notion;Trello
GitHub;GitLab;Jira;Notion;Trello
NA NA
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
Multiple times per day
Between 10 and 15 years
Less than once every 2 - 3 months
Coding challenges;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
null
Learning about a codebase;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
Documenting code;Testing code;Predictive analytics;Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite
Yes, I'm using 'vibe coding' for small project or, get an idea to integrate a new feature in a big project.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Implement deep logical part
39,273
8
41,714
41,715
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
None of the above
1
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
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
41,715
41,716
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
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
5
Developer, mobile
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
Personal Project
Good brand and public image NA
Ethical concerns NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
8
10
Hong Kong (S.A.R.)
HKD Hong Kong dollar
null
Yes
Bash/Shell (all shells);C#;Dart;GDScript;SQL
Kotlin;Rust;Swift
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;PostgreSQL;Supabase
null
null
NA NA
Yes
Firebase;Homebrew;Supabase;Yarn
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Rider;Visual Studio Code
Xcode;Zed
null
NA NA
null
null
null
null
null
MacOS
Ubuntu
GitHub;Obsidian
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube;Twitch;Medium
null
null
NA NA
Yes
Perplexity Sonar models
Gemini (Pro Reasoning models)
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
Less than once every 2 - 3 months
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Documenting code
Learning about a codebase
Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Debugging or fixing code;Predictive analytics;Generating content or synthetic data
Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
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 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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
7
41,716
41,717
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
null
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
14
Developer, back-end
null
null
null
No
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
2
null
Slovakia
EUR European Euro
50,000
Yes
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL
null
null
NA NA
Yes
Docker;npm;NuGet;Vite
Kubernetes;Microsoft Azure;Yarn
null
NA NA
Yes
ASP.NET Core;Node.js;React;Vue.js
Express;Node.js;Vue.js
Node.js;Vue.js
NA NA
Yes
Notepad++;Sublime Text;Visual Studio;Visual Studio Code
Notepad++;Sublime Text;Visual Studio;Visual Studio Code
Notepad++;Sublime Text;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows
Azure Devops;GitHub;Markdown File;Miro
Azure Devops;GitHub;Markdown File;Obsidian
Azure Devops;GitHub;Markdown File
NA NA
Stack Exchange;GitHub (public projects, not private repos);YouTube;Medium
GitHub (public projects, not private repos);YouTube;Medium
GitHub (public projects, not private repos);YouTube;Medium
NA Code Maze
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase
null
Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
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 need help fixing complex or unfamiliar code
Solving complex problems
58,007
7
41,717
41,718
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
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
10
India
INR Indian rupee
470,000
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
No
Less than once per month or monthly
Between 3 and 5 years
Less than once every 2 - 3 months
Message Boards
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5,463
3
41,718
41,719
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
Engaged in paid work (20-29 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
5
Developer, front-end
Less than 20 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
41,719
41,720
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);Attending school (part-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
5
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,720
41,721
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above;Engaged in paid work (20-29 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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, desktop or enterprise applications
20 to 99 employees
People manager
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,721
41,722
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
8
DevOps engineer or professional
null
null
null
No
Personal Project
Good brand and public image NA
Prohibitive pricing NA
Transportation, or Supply Chain
null
No
I have somewhat considered changing my career and/or the industry I work in
6
6
France
EUR European Euro
84,000
Yes
Bash/Shell (all shells);Go;Groovy;JavaScript;PowerShell;Python
Bash/Shell (all shells);Go;JavaScript;Kotlin;Python;Ruby;TypeScript
Bash/Shell (all shells);Go;JavaScript;Python
NA NA
No
null
null
null
NA NA
Yes
Ansible;Docker;Homebrew;Kubernetes;Make;Maven (build tool);npm;Terraform
Docker;Google Cloud;Homebrew;Kubernetes;Make;npm;Podman;Prometheus;Terraform
Docker;Homebrew;Kubernetes;Make;npm;Terraform
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Cursor;Nano;Neovim;Notepad++;Vim;Visual Studio Code
Claude Code;Neovim;Notepad++;Vim;Visual Studio Code
Claude Code;Neovim;Notepad++;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian
GitHub;Linear;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
null
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models)
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
null
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;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics
Debugging or fixing code
Generating content or synthetic data
Documenting code;Testing code;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
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.
null
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.
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
GitHub MCP Server
null
OpenRouter
null
null
null
Claude Code;GitHub Copilot;Perplexity
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
null
97,452
6
41,722
41,723
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types);Books / Physical media
12
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
2
New Zealand
NZD New Zealand dollar
180,000
Yes
Go;HTML/CSS;JavaScript;Python;SQL
C#;Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
Go;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;Microsoft Azure;npm;Pip;Webpack
Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;Microsoft Azure;npm;Pip;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;Google Cloud;Homebrew;Microsoft Azure;npm;Pip;Webpack
NA NA
Yes
Django;Flask;Node.js;React
Express;FastAPI;Flask;Next.js;Node.js;React
Flask;Node.js;React
NA NA
Yes
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Asana;GitHub;Jira;Miro;Trello
Asana;GitHub
Asana;GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Indifferent
Somewhat trust
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
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
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 security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
108,424
9
41,723
41,724
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
4
Developer, back-end
500 to 999 employees
Individual contributor
In-person
No
Work
Customizable and manageable codebase NA
Availability of better alternatives NA
Fintech
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
41,724
41,725
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
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Blogs or podcasts
20
Developer, back-end
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
Costs are manageable NA
Inefficient or time-costly 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
10
4
Germany
EUR European Euro
100,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;Ruby;SQL;TypeScript
Elixir;Rust
null
NA NA
Yes
Dynamodb;PostgreSQL;Redis;SQLite
Amazon Redshift
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Homebrew;New Relic;npm;Pip;Yarn
Bun;Cloudflare;Kubernetes
null
NA NA
Yes
Astro;Ruby on Rails
Phoenix;Vue.js
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Claude Code
null
NA NA
Tailwind CSS 4;Amazon Bedrock;RAG;Google Gemini
null
null
null
null
MacOS
MacOS;Ubuntu;Debian;Linux (non-WSL);Arch;Fedora
Confluence;GitLab;Jira;Miro
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet;Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
DeepSeek (R- Reasoning models);openAI Reasoning models;Perplexity Sonar models
null
NA NA
Yes
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor 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;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning
Deployment and monitoring
null
Predictive analytics
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;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
Amazon Bedrock Agents
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I 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
System design, critical thinking, cyber security
116,015
8
41,725
41,726
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)
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
6
Developer, full-stack
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Good brand and public image NA
null
Software Development
null
No
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
8
41,726
41,727
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
21
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
Online Courses or Certification (includes all media types)
21
Engineering manager
10,000 or more employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Sweden
SEK Swedish krona
null
Yes
Java;Kotlin;Ruby;Swift
Java;Kotlin;Ruby;Swift
Java;Kotlin;Ruby;Swift
NA NA
Yes
Cloud Firestore;PostgreSQL;Redis;SQLite
Cloud Firestore;PostgreSQL;Redis;SQLite
Cloud Firestore;PostgreSQL;Redis;SQLite
NA NA
Yes
Google Cloud;Kubernetes;Prometheus;Terraform
Google Cloud;Kubernetes;Prometheus;Terraform
Google Cloud;Kubernetes;Prometheus;Terraform
NA NA
Yes
Ruby on Rails;Spring Boot
Ruby on Rails;Spring Boot
Ruby on Rails;Spring Boot
NA NA
Yes
PyCharm;Vim;Visual Studio Code;Xcode
PyCharm;Vim;Visual Studio Code;Xcode
PyCharm;Vim;Visual Studio Code;Xcode
NA NA
Tailwind CSS 4;RAG;Google Gemini;Ollama;uv
Tailwind CSS 4;RAG;Google Gemini;Ollama;uv
Tailwind CSS 4;RAG;Google Gemini;Ollama;uv
null
null
MacOS;Ubuntu;iOS
MacOS;Ubuntu;iOS
Jira
Jira
Jira
NA NA
Reddit
Reddit
Reddit
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Infrequently, less than once per year
null
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work daily
Yes, to a great extent
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something
null
null
8
41,727
41,728
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am 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-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Security or privacy concerns NA
Banking/Financial Services
null
No
I have strongly considered changing my career and/or the industry I work in
4
null
India
INR Indian rupee
4,000,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
null
null
NA NA
Yes
MongoDB;Oracle
null
null
NA NA
Yes
Docker;Gradle;Maven (build tool);npm;Pip;Splunk
null
null
NA NA
Yes
Angular;React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
null
null
NA NA
Large Language Model
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows
Confluence;GitLab;Jira
null
null
NA NA
Stack Overflow;Dev.to;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Ask a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Learning new concepts or technologies
null
Committing and reviewing code;Deployment and monitoring
Project planning;Debugging or fixing code;Testing code;Predictive analytics;Generating content or synthetic data
Search for answers;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have 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
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I need help fixing complex or unfamiliar code
Debugging and people management
46,496
3
41,728
41,729
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)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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)
5
Developer, full-stack
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
null
null
null
null
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Pakistan
USD United States dollar
75,000
null
C++;HTML/CSS;Java;JavaScript;PowerShell;Python;TypeScript
Go;Kotlin;Rust
null
NA NA
Yes
MongoDB;MySQL;PostgreSQL;SQLite;Supabase
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
Windows;MacOS;Android;iOS
Windows;MacOS;Android;iOS
Asana;Azure Devops;Clickup;GitHub;Google Workspace;Jira;Trello
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
No, but I plan to soon
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
75,000
3
41,729
41,730
I am a developer by profession
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
33
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
33
Developer, desktop or enterprise applications
Just me - I am a freelancer, sole proprietor, etc.
null
null
No
Work
AI integration or AI Agent capabilities Most of the above. Determining which is more important than the other is really relative to whatever it is we're looking to purchase
Prohibitive pricing NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
4
4
Australia
AUD Australian dollar
null
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Predictive analytics;Search for answers;Creating or maintaining documentation
Project planning;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Debugging or fixing code;Testing code;Committing and reviewing code;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite
WTF is vibe coding?!?!
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.;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
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 learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;I don’t think I’ll need help from people anymore
If you don't have a fundamental understanding of things and you simply trust AI your career will go down the drain. Understanding the basics and underlying principles is key to getting the most out of AI and being successful as a developer
null
9
41,730
41,731
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
17
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification)
8
Engineering manager
500 to 999 employees
People manager
Remote
No
Work
Reputation for quality NA
Poor usability NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
80,000
Yes
Go;JavaScript;Ruby;Scala;SQL;TypeScript
Go;SQL;TypeScript
Go;SQL;TypeScript
NA NA
Yes
MySQL;PostgreSQL;Snowflake
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Make;npm;Podman;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Datadog;Kubernetes;Podman;Terraform
Amazon Web Services (AWS);Datadog;Kubernetes;Podman;Terraform
NA NA
Yes
Angular;AngularJS;Next.js;React;Ruby on Rails
React
React
NA NA
Yes
IntelliJ IDEA;Neovim;Visual Studio Code
IntelliJ IDEA;Neovim
IntelliJ IDEA;Neovim
NA NA
Large Language Model;Google Gemini
null
null
null
null
MacOS
MacOS
GitHub;Google Workspace;Jira
GitHub;Google Workspace;Jira
GitHub;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
null
Project planning;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Committing and reviewing code
Search for answers
null
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Cybersecurity
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
108,913
7
41,731
41,732
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
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
4
Student
null
null
null
null
Personal Project
Good brand and public image NA
Outdated or obsolete technology or features AI
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Norway
NOK Norwegian krone
null
Yes
HTML/CSS;JavaScript;Python;Rust;TypeScript
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Rust;TypeScript
HTML/CSS;Rust;TypeScript
Nix Nix
Yes
null
null
null
SurrealDB NA
null
null
null
null
NA NA
Yes
React
React
React
Yew Yew
Yes
Nano;VSCodium
Nano;Neovim;VSCodium
Nano;VSCodium
NA NA
null
null
null
null
null
Windows;Android;NixOS
NixOS
null
null
null
NA NA
Discord;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
null
Infrequently, less than once per year
null
Ask a question NA
No, not really
More than half the time
Yes, I use AI tools weekly
Unfavorable
Highly distrust
Very poor at handling complex tasks
Debugging or fixing code;Search for answers
Learning about a codebase;Writing 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
Project planning;Documenting code
null
null
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
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 want to fully understand something
null
null
null
41,732
41,733
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);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
null
17
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Availability of better alternatives NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,733
41,734
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,734
41,735
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,735
41,736
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
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);Colleague or on-the-job training;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
8
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Poor usability NA
Government
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
3
4
Netherlands
EUR European Euro
72,000
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;React;Spring Boot;Vue.js
React;Spring Boot;Vue.js
React;Spring Boot;Vue.js
NA NA
No
null
null
null
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Ubuntu;Android;iOS
Ubuntu;iOS;Red Hat
Confluence;GitHub;GitLab;Google Workspace;Jira;Miro
GitHub;GitLab;Google Workspace;Miro
GitHub;GitLab;Google Workspace;Miro
NA NA
GitHub (public projects, not private repos);YouTube;Medium
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Documenting code
Project planning;Debugging or fixing code;Predictive analytics;Creating or maintaining documentation
Deployment and monitoring;Search for answers
null
I don’t use AI tools regularly
null
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Marketing
Language processing
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I need quick help troubleshooting
Translation of business requirements to code. Understand the requirements of the business
83,531
null
41,736
41,737
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 (less than 10 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
4
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,737
41,738
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
4
5
Ukraine
UAH Ukrainian hryvnia
3,020,000
Yes
Go;SQL
Go;SQL
Go;SQL
NA TinyGo
Yes
Elasticsearch;InfluxDB;PostgreSQL;Redis
Cassandra;MongoDB
null
NA NA
Yes
Docker;Google Cloud;Heroku;Kubernetes
Amazon Web Services (AWS)
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
MacOS
MacOS
GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow;Reddit;YouTube;LinkedIn
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Image generating models
null
null
NA NA
Not sure/can't remember
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges;Logic games/puzzles;Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
null
null
null
null
Writing code
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 increased my productivity.;AI agents have helped me automate repetitive tasks.;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.
null
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code
null
72,378
7
41,738
41,739
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.)
Student
Caring for dependents (children, elderly, etc.);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
9
Academic researcher
null
null
null
null
School
Robust and complete API NA
Security or privacy concerns NA
null
null
No
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
null
41,739
41,740
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 (20-29 hours per week);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);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;Videos (not associated with specific online course or certification)
8
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
School
Costs are manageable learn curve
Inefficient or time-costly small community
Software Development
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
12
9
Yemen
USD United States dollar
500
Yes
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript
Dart;Python;Rust
null
NA NA
Yes
MariaDB;MySQL;PostgreSQL
Cassandra;Firebase Realtime Database;MongoDB;Redis;Supabase
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Maven (build tool);npm;NuGet;pnpm;Vercel;Vite
Firebase;Kubernetes;Pip;Supabase
null
NA NA
Yes
ASP.NET Core;jQuery;NestJS;Next.js;Node.js;React;Spring Boot;WordPress
null
null
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code
null
null
NA NA
.NET 8 or higher;Shadcn/ui
null
null
null
null
Windows
null
GitHub;Markdown File
null
null
NA NA
Stack Overflow;Dev.to;X;YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
Deployment and monitoring
null
Documenting code;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;Other (write in):
Yes.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code
I think core skills will remain essential despite advances in AI. Including debugging and diagnosing complex issues, applying security best practices, optimizing performance, and designing scalable systems. Developers will still need to define testing strategies, conduct meaningful code reviews, and possess skills in managing CI/CD pipelines and performing safe deployments. Additionally, project and team management will remain critical to balance delivery, quality, and long-term maintainability.
500
6
41,740
41,741
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
5
Developer, full-stack
null
null
null
No
null
null
null
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,741
41,742
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
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
Personal Project
Other (please specify): cool technic behind it (p2p, scalability etc.)
Ethical concerns NA
null
null
No
I have somewhat considered changing my career and/or the industry I work in
3
2
Germany
EUR European Euro
null
Yes
Elixir;Go;Java;Rust;Zig
Elixir;Rust;Zig
Elixir;Rust;Zig
NA NA
null
null
null
null
NA NA
Yes
null
null
null
BEAM holochain, BEAM
null
null
null
null
NA NA
Yes
Visual Studio Code;VSCodium
VSCodium
VSCodium
Helix Helix
null
null
null
null
null
Arch
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;Dev.to
Stack Overflow;Discord;Reddit;Dev.to
Stack Overflow;Discord;Reddit;Dev.to
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Ask a question find a question where someone had the same problem like I 15 years ago
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Indifferent
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Debugging or fixing code
Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Learning about a codebase;Search for answers;Learning new concepts or technologies
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
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices
I think it is important to now the math/technic behind AIs
null
null
41,742
41,743
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
4
Developer, front-end
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
6
India
INR Indian rupee
614,000
Yes
HTML/CSS;JavaScript;TypeScript
Go;Python;Rust;SQL
null
NA NA
No
null
null
null
NA NA
Yes
Bun;Cloudflare;Digital Ocean;Netlify;npm;Supabase;Vite;Webpack
Firebase;Microsoft Azure
null
NA NA
Yes
Angular;Astro;jQuery;React
Express;Next.js;Node.js;Nuxt.js;Svelte;Vue.js
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows
Azure Devops;Clickup;GitHub;Jira;Obsidian
null
null
NA NA
Stack Overflow;Reddit;Dev.to;GitHub (public projects, not private repos);LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Not sure/can't remember
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Videos;Job board
null
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work weekly
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7,137
6
41,743
41,744
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
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
25
Developer, full-stack
Less than 20 employees
null
null
No
Work
Costs are manageable NA
Outdated or obsolete technology or features NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,744
41,745
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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
41,745
41,746
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 new to coding or currently a student
AI CodeGen tools or AI-enabled apps;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community)
5
Developer, back-end
100 to 499 employees
People manager
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
41,746
41,747
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, mobile
null
null
null
No
Work
Costs are manageable NA
Lack of or sub-par API NA
Insurance
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
15
20
Poland
EUR European Euro
108,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;SQL;Swift;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;SQL;Swift;TypeScript
NA NA
Yes
PostgreSQL;SQLite;Supabase
PostgreSQL;Redis;SQLite;Supabase
PostgreSQL;SQLite;Supabase
NA NA
Yes
Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;npm;Supabase;Vercel;Vite;Yarn
Amazon Web Services (AWS);Cloudflare;Datadog;Digital Ocean;Docker;Gradle;Homebrew;npm;Prometheus;Supabase;Vercel;Vite;Yarn
Cloudflare;Datadog;Digital Ocean;Docker;Gradle;Homebrew;npm;Supabase;Vercel;Vite;Yarn
NA NA
Yes
Deno;Express;NestJS;Next.js;Node.js;React
Next.js;Node.js;React;Spring Boot
Next.js;Node.js;React
NA NA
Yes
Android Studio;IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Shadcn/ui
null
null
MacOS;Ubuntu;iOS
MacOS;Android;iOS
Asana;Confluence;GitHub;Linear;Markdown File;Miro;Notion
GitHub;Linear;Markdown File
GitHub;Linear;Markdown File
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
null
No, not really
About half of the time
No, and I don't plan to
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
Learning about a codebase;Documenting code;Search for answers
Testing code;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
null
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms;Write in the most significant challenge if not listed above:
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
Critical thinking, creative thinking
125,296
8
41,747
41,748
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
12
Founder, technology or otherwise
Less than 20 employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
8
3
Israel
ILS Israeli new shekel
480,000
Yes
Go;Python;SQL
Go;Python;SQL
Go;Python;SQL
NA NA
Yes
BigQuery;Databricks SQL;Elasticsearch;PostgreSQL;Redis
Elasticsearch;PostgreSQL;Redis;Clickhouse;Cockroachdb
Elasticsearch;PostgreSQL;Redis
NA NeonDB
Yes
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Kubernetes;Make;Poetry;Prometheus;Terraform
Cloudflare;Docker;Google Cloud;Kubernetes;Make;Terraform
Cloudflare;Docker;Kubernetes;Make;Terraform
NA uv, Render, Google Cloud Run, Terraform Cloud
Yes
Flask
FastAPI;Node.js;React
null
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Lovable.dev;PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
PyCharm;Visual Studio Code
Jetbrains GoLand Jetbrains GoLand
null
null
null
null
null
MacOS;iPadOS
MacOS;Linux (non-WSL)
GitHub;Google Workspace;Jira;Markdown File;Monday.com;Notion
GitHub;Google Workspace;Jira;Markdown File;Notion
GitHub;Google Workspace;Jira;Markdown File;Notion
NA fathom.video
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Predictive analytics
Learning about a codebase;Deployment and monitoring
null
Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes. It performs the actual "writing" boring / time consuming task of software engineering.
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
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
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
CrewAI;OpenRouter;LangChain
Pydantic AI
Grafana + Prometheus;Langfuse
null
ChatGPT;GitHub Copilot;Google Gemini;Perplexity;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 want to compare different solutions;When I have ethical or security concerns about code
Deep problem and business goals understanding Complex System understanding
141,188
10
41,748
41,749
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
null
31
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
20
Developer, back-end
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Transportation, or Supply Chain
null
Yes
null
null
null
Sweden
SEK Swedish krona
null
Yes
C#;Python
C#
C#
NA NA
Yes
MongoDB
null
null
NA NA
Yes
Podman
Podman
Podman
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Confluence;GitHub;Jira
GitHub;Trello
GitHub
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
null
null
null
null
NA NA
No
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
null
No, not really
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;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Documenting code;Testing code;Predictive analytics
Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Generating content or synthetic data
null
null
Yes, but its stupid to trust amateurs with it since they can’t act on ai stupidity moments
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
AI agents have improved the quality of my code.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
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.
null
null
null
null
null
null
null
null
GitHub Copilot
null
When I don’t trust AI’s answers;Other (please specify):
Same skills different approaches
null
8
41,749
41,750
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
8
Developer, back-end
20 to 99 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
6
6
Poland
PLN Polish zloty
400,000
Yes
C;Elixir;Erlang;SQL
Elixir;Erlang;Rust;SQL;Gleam
Elixir;Erlang;SQL
NA NA
Yes
PostgreSQL
Cassandra;Elasticsearch;PostgreSQL
PostgreSQL
NA NA
Yes
Cloudflare;Datadog;Docker;Homebrew;Prometheus
Datadog;Docker;Homebrew;Prometheus
Datadog;Docker;Homebrew;Prometheus
NA NA
Yes
Phoenix
Phoenix
Phoenix
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
MacOS;Ubuntu
MacOS;Ubuntu
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Mistral AI models
Mistral AI models
Mistral AI models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;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 daily
Indifferent
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Deployment and monitoring
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers
null
null
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, somewhat
Software engineering;Business process automation
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more 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
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.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code
null
109,160
8
41,750
41,751
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.)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Blogs or podcasts
5
Applied scientist
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Computer Systems Design and Services
Developing specialized expertise NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
5
Austria
EUR European Euro
75,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
Cassandra;DuckDB;InfluxDB;MongoDB;Neo4J;PostgreSQL;Redis;SQLite
Cassandra;DuckDB;InfluxDB;MongoDB;Neo4J;PostgreSQL;Redis;SQLite;Pocketbase;Valkey
Cassandra;DuckDB;InfluxDB;MongoDB;Neo4J;PostgreSQL;Redis;SQLite
NA NA
Yes
Bun;Cloudflare;Docker;Homebrew;pnpm;Vite
Bun;Cloudflare;Docker;Homebrew;pnpm;Podman;Supabase;Vite
Bun;Cloudflare;Docker;Homebrew;pnpm;Vite
NA NA
Yes
FastAPI;Flask;Node.js;Svelte
FastAPI;Flask;Node.js;Svelte
FastAPI;Flask;Node.js;Svelte
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
Claude Code;Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code;Zed
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
null
null
MacOS;Ubuntu;Android
Ubuntu;iOS
Confluence;GitHub;GitLab;Jira;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube
GitHub (public projects, not private repos);X;YouTube
GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning 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);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning 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);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
No
Less than once per month or monthly
Between 3 and 5 years
Infrequently, less than once per year
null
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Generating content or synthetic data;Learning new concepts or technologies
null
Project planning;Committing and reviewing code
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Creating or maintaining documentation
Predictive analytics;Search for answers
AI solutions that are almost right, but not quite;Other (write in):
No
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation;Data and analytics
Language processing;Vector databases for AI applications;MCP servers;Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
null
Neo4j
null
Ollama;OpenRouter
null
null
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
null
87,011
8
41,751
41,752
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (part-time)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;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)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;Books / Physical media;School (i.e., University, College, etc)
10
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reputation for quality NA
Availability of better alternatives NA
Software Development
Control over the level of quality in projects NA
No
I have somewhat considered changing my career and/or the industry I work in
5
3
Ukraine
USD United States dollar
60
Yes
Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
C;Go;OCaml;Rust;SQL;TypeScript
Go;SQL;TypeScript
NA NA
Yes
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Redis
Dynamodb;Elasticsearch;MongoDB;PostgreSQL;Valkey
Dynamodb;Elasticsearch;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cargo;Datadog;Docker;Google Cloud;Kubernetes;Microsoft Azure;New Relic;npm;Pip;pnpm;Prometheus;Splunk;Terraform;Vite;Webpack;Yarn
Docker;Kubernetes;Terraform
Docker;Kubernetes;Terraform
NA NA
Yes
NestJS;Node.js
NestJS
NestJS
NA NA
Yes
Claude Code;Cursor;Zed
null
null
NA NA
Large Language Model;Google Gemini
Polars
null
null
null
MacOS;Fedora
MacOS;Fedora
GitHub;Jira;Markdown File;Obsidian
GitHub;Jira;Markdown File;Obsidian
GitHub;Jira;Markdown File;Obsidian
NA NA
Stack Exchange;Discord;Reddit
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Coding challenges
Browse content related to Q&A posts I recently viewed NA
No, not at all
About half of the time
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Documenting code;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Committing and reviewing code;Predictive analytics
Testing code;Deployment and monitoring
Creating or maintaining documentation
Search for answers;Generating content or synthetic data
Debugging AI-generated code is more time-consuming
vibe coding is a joke
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
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.;I have concerns about the security and privacy of data when using AI agents.;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
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;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
All hard skills will remain valuable. Except some primitive React stuff or so
60
7
41,752
41,753
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
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
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
41,753
41,754
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
20
Developer, back-end
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
17
7
Mongolia
USD United States dollar
40,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);JavaScript;Python;SQL;TypeScript
NA NA
Yes
MongoDB;Oracle;PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Microsoft Azure;npm;Pip;Poetry;Yarn
Cloudflare;Docker;Microsoft Azure;Yarn
Cloudflare;Docker;Microsoft Azure;Yarn
NA NA
Yes
AngularJS;Django;Express;FastAPI;Flask;Laravel;NestJS;Node.js
Deno;FastAPI;NestJS;Node.js
FastAPI;NestJS;Node.js
NA NA
null
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Pydantic
Pydantic;Shadcn/ui
Pydantic
null
null
Windows;MacOS;iOS
Windows;MacOS;Ubuntu;Linux (non-WSL)
Asana;GitHub;GitLab;Lucid (includes Lucidchart);Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI Reasoning models
Anthropic: Claude Sonnet;openAI Reasoning models
Anthropic: Claude Sonnet;openAI Reasoning models
NA NA
Yes
A few times per week
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Direct messaging of users
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
Learning about a codebase;Deployment and monitoring;Predictive analytics
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Generating content or synthetic data;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;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 compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Defining business requirements, system architecture
40,000
7
41,754
41,755
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
8
Student
1,000 to 4,999 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Ethical concerns NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,755
41,756
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
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;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;Blogs or podcasts
8
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
2
7
India
INR Indian rupee
400,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust;SQL;TypeScript
Go;Swift;Zig
null
NA NA
Yes
Cloud Firestore;Cosmos DB;Dynamodb;MongoDB;PostgreSQL;Redis;SQLite;Supabase
BigQuery;Elasticsearch;Clickhouse;Valkey
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Digital Ocean;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Pip;pnpm;Supabase;Vercel;Vite;Webpack
Cloudflare;New Relic
null
NA NA
Yes
Express;Next.js;Node.js;React
Angular;Deno;Svelte
null
NA NA
Yes
IntelliJ IDEA;RustRover;Vim;Visual Studio Code;Xcode
Zed
null
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui;Ollama
Amazon Bedrock
null
null
null
MacOS;Android
Ubuntu
GitHub;Jira;Markdown File;Notion
Obsidian;YouTrack
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Image generating models;openAI Reasoning models
X Grok models
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code
Predictive analytics
Documenting code;Search for answers;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming
No, vibe coding is just a fancy term. I one wants to build real world application, it is not possible to vibe code. Only small to medium SaaS can be somewhat reliable to be done with vibe coding.
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.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
Critical thinking for deciding best tools and technologies and coming up with systems that actually work. AI can't do this because it at the end, it leaves the prompter to do the ultimate decision.
4,650
5
41,756
41,757
I work with developers or my work supports developers but am not a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Volunteering (regularly)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Colleague or on-the-job training;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
25
Other (please specify):
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Reliability and low latency NA
Security or privacy concerns Very poor or non-customizable application to given requirements.
Other:
null
No
I have transitioned into a new career and/or industry voluntarily
3
10
Germany
EUR European Euro
32,700
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell
Assembly;Bash/Shell (all shells);C#;HTML/CSS;JavaScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript
NA NA
Yes
MongoDB;SQLite
MongoDB;SQLite
MongoDB;SQLite
NA NA
Yes
APT;Make;MSBuild;NuGet
APT;Docker;Make;MSBuild;npm;NuGet;Webpack;Yarn
APT;Make;MSBuild;NuGet
NA NA
Yes
ASP.NET;ASP.NET Core
AngularJS;ASP.NET;ASP.NET Core;jQuery;Node.js;Vue.js
ASP.NET;ASP.NET Core
NA NA
Yes
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
Nano;Notepad++;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian
Windows;Android;Debian
GitHub;GitLab;Trello
GitHub;GitLab;Monday.com;Trello
GitHub;GitLab;Trello
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers
null
Testing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
Other (write in):
Yes.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have 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.;Write in the most significant benefit 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
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
ChatGPT;GitHub Copilot;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
Ensuring the requirements and usability. Developing new solutions that are unknown worldwide or not accessible for AI. Monitoring code structures and architectures. Code committing. Correction of the generated code if AI misunderstands content or contexts.
37,937
null
41,757
41,758
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time)
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
null
9
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,758
41,759
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
9
Developer, back-end
Less than 20 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
41,759
41,760
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
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Colleague or on-the-job training;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types);School (i.e., University, College, etc)
6
Developer, desktop or enterprise applications
20 to 99 employees
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Poor usability NA
Retail and Consumer Services
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
21
6
France
EUR European Euro
31,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL
C;C++
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL
null
null
NA NA
Yes
Chocolatey;Docker;Maven (build tool);NuGet;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;PyCharm;Visual Studio;Visual Studio Code;WebStorm
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
35,965
5
41,760
41,761
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
6
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
41,761
41,762
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
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
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
10
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
6
6
Italy
EUR European Euro
13,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;PHP;SQL;TypeScript;Visual Basic (.Net)
HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
MySQL
MySQL;Redis
MySQL
NA NA
Yes
npm;Vite
Amazon Web Services (AWS);Composer;Docker;Kubernetes;Maven (build tool);Microsoft Azure;npm;NuGet;Pip;Prometheus;Vite
npm;Vite
NA NA
Yes
AngularJS;Express;Next.js;Node.js;React;WordPress
Angular;ASP.NET;ASP.NET Core;Blazor;Express;Laravel;Node.js;React;Spring Boot;Vue.js;WordPress
Express;Node.js;React;WordPress
NA NA
Yes
null
null
null
NA NA
Tailwind CSS 4;Google Gemini
.NET 8 or higher;c++23;Tailwind CSS 4;hostinger;Large Language Model;SwiftData;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Ubuntu;Debian
Windows;Ubuntu;Debian
GitHub;Monday.com;Wikis
Azure Devops;GitHub;GitLab;Google Workspace;Jira;Monday.com;Stack Overflow for Teams;Wikis;YouTrack
GitHub;Monday.com;Wikis
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Debugging or fixing code
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data;Learning new concepts or technologies
null
Search for answers;Creating or maintaining documentation
I haven’t encountered any problems
Satisfaction
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
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 help troubleshooting
Design and customisation for own specifics needs and requirements
15,082
9
41,762
41,763
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
Online Courses or Certification (includes all media types);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;Blogs or podcasts
25
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
41,763
41,764
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
17
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
21
Developer, back-end
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
Availability of better alternatives NA
Internet, Telecomm or Information Services
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
3
4
South Africa
ZAR South African rand
1,353,840
null
null
null
null
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
Infrequently, less than once per year
Chat (people);Coding challenges;Day-in-the-life profiles/interviews with experts
Ask a question 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
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
76,328
7
41,764
41,765
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)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
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
41,765
41,766
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)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
12
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Robust and complete API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
6
4
France
EUR European Euro
65,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Kotlin
null
NA NA
Yes
PostgreSQL;Supabase;Clickhouse
Valkey
null
NA NA
Yes
Cargo;Make;Netlify;npm;Pip;Prometheus;Supabase;Vercel;Vite;Webpack;Yarn
null
null
NA NA
Yes
Angular;Deno;jQuery;Next.js;Node.js;React
null
null
NA NA
Yes
Visual Studio Code
Android Studio;Cursor
null
NA NA
Large Language Model
RAG
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Ubuntu
Airtable;Clickup;Confluence;GitHub;GitLab;Jira;Miro;Notion
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium
null
null
NA NA
Yes
openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Mistral AI models
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;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 at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
Deployment and monitoring;Predictive analytics
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I haven’t encountered any problems
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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.
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;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
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;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving when the answer or tasks require to solve the problem are not clear or information is missing
75,410
7
41,766
41,767
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;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
5
Student
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
41,767
41,768
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, front-end
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,768
41,769
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am 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
No, I didn't spend time learning in the past year
null
10
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
41,769
41,770
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
5
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Reliability and low latency NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,770
41,771
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
14
Yes, I am not new to coding but am learning new coding techniques or programming language
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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
17
Developer, back-end
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Availability of better alternatives NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have neither consider or transitioned into a new career or industry
30
0
Ireland
EUR European Euro
160,000
Yes
Bash/Shell (all shells);C++;Go;Java;Python
Bash/Shell (all shells);C++;Go;Python;Rust
Bash/Shell (all shells);C++;Go;Python
gcl configuration language (and other proprietary configuration languages) p4
Yes
null
null
null
NA NA
Yes
APT;Docker;Google Cloud;Make;Podman
APT;Docker;Google Cloud;Homebrew;Make;Podman
APT;Docker;Google Cloud;Make;Podman
NA NA
null
null
null
null
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
NA NA
Large Language Model;Google Gemini
c++23;Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Linux (non-WSL);ChromeOS
Linux (non-WSL)
GitHub
null
null
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
null
null
null
NA NA
Yes
Less than once per month or monthly
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)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers
Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
Learning about a codebase;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need quick help troubleshooting;Other (please specify):
troubleshooting, ability to learn fast, strategic thinking / mindset
185,623
7
41,771
41,772
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
null
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, QA or test
100 to 499 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Energy
Recognition from peers for your work NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
France
EUR European Euro
null
Yes
Bash/Shell (all shells);Java;JavaScript;SQL
Java;SQL
Java;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Sublime Text
IntelliJ IDEA;Sublime Text
IntelliJ IDEA;Sublime Text
NA NA
null
null
null
null
null
Ubuntu;Android
Windows
GitLab;Jira
GitLab;Jira
GitLab;Jira
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
No
null
null
null
NA NA
null
null
null
null
null
null
null
null
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
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
41,772
41,773
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Associate degree (A.A., A.S., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Attending school (part-time);Engaged in paid work (less than 10 hours per week)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
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 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)
6
Student
Just me - I am a freelancer, sole proprietor, etc.
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
Availability of better alternatives NA
Other:
null
No
I have transitioned into a new career and/or industry involuntarily
5
15
Italy
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;MicroPython;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;MicroPython;Python;SQL
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MySQL
Microsoft Access;Microsoft SQL Server;MySQL
Microsoft Access;Microsoft SQL Server;MySQL
NA NA
No
null
null
null
NA NA
Yes
Django;FastAPI;Flask
Django;FastAPI;Flask
Django;FastAPI;Flask
NA NA
Yes
PyCharm;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Linux (non-WSL)
Windows;Android
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
Stack Overflow;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Microsoft Phi-4 models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Less than once every 2 - 3 months
null
Ask a question NA
No, not really
Less than half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Predictive analytics;Search for answers
Debugging or fixing code;Committing and reviewing code
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Deployment and monitoring;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
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Business process automation;Data and analytics
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.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
null
null
null
41,773
41,774
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);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);Online Courses or Certification (includes all media types)
7
Developer, front-end
null
null
null
null
School
Reputation for quality NA
Outdated or obsolete technology or features NA
null
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
4
4
India
INR Indian rupee
1,700,000
Yes
HTML/CSS;JavaScript;TypeScript
Go;HTML/CSS;JavaScript;Python;Ruby;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Astro;Express;Next.js;Node.js;React;Ruby on Rails
AngularJS;Astro;Django;Express;FastAPI;NestJS;Next.js;Node.js;React;Ruby on Rails;Vue.js
Astro;Express;Next.js;Node.js;React;Ruby on Rails
NA NA
Yes
Visual Studio Code
Cursor
null
NA NA
Tailwind CSS 4;Shadcn/ui
Tailwind CSS 4;Large Language Model;RAG;Shadcn/ui;LangGraph
Tailwind CSS 4;Shadcn/ui
null
null
MacOS
MacOS
GitHub;GitLab;Notion
GitHub;GitLab;Notion
GitHub;GitLab;Notion
NA NA
Stack Overflow;Stack Exchange;Dev.to;Hashnode;LinkedIn
Stack Overflow;Stack Exchange;Dev.to;Hashnode;LinkedIn
Stack Overflow;Stack Exchange;Dev.to;Hashnode;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts;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
Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Testing code
Deployment and monitoring
Learning about a codebase;Documenting code
Search for answers;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
Multi-platform search enablement;Vector databases for AI applications;MCP servers;Integration with external agents and APIs
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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
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
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
In the next 3–5 years, skills such as system design, debugging, and strong computer science fundamentals will remain critical, as AI will not fully replace deep technical reasoning. Domain knowledge and communication skills will make developers more valuable by bridging the gap between human and business needs. Adaptability and AI tool mastery will separate those who lead from those left behind.
19,761
8
41,774
41,775
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
6
Developer, QA or test
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,775
41,776
I am a developer by profession
45-54 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
30
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
42
Developer, back-end
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
Costs are manageable NA
Security or privacy concerns NA
Energy
Innovation through solving challenging and complex problems NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
5
10
Australia
AUD Australian dollar
170,000
Yes
Bash/Shell (all shells);GDScript;Go;HTML/CSS;JavaScript;Lua;SQL
Bash/Shell (all shells);GDScript;Go;HTML/CSS;Lua;Rust;SQL;Zig
Bash/Shell (all shells);GDScript;Go;HTML/CSS;Lua;SQL
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
VictoriaMetrics VictoriaMetrics
No
null
null
null
NA NA
Yes
null
null
null
htmx htmx
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
null
null
null
Gitea Gitea
Reddit;GitHub (public projects, not private repos)
null
null
Fediverse Fediverse
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
I don't use Stack Overflow
Infrequently, less than once per year
null
null
No, not at all
null
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;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
Writing code
null
null
I don’t use AI tools regularly
Fuck vibe coding
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
null
With AI replacing junior developers, who will become senior developers?
110,516
9
41,776
41,777
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Other (please specify):
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, full-stack
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Outdated or obsolete technology or features NA
Software Development
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
5
4
France
EUR European Euro
50,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
HTML/CSS;JavaScript;PHP;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
Composer;Docker;Webpack;Yarn
Composer;Docker;Webpack;Yarn
Composer;Docker;Webpack;Yarn
NA NA
Yes
Angular;Symfony
Angular;Symfony
Angular;Symfony
NA NA
Yes
PhpStorm
PhpStorm
PhpStorm
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows
Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Discord;GitHub (public projects, not private repos);LinkedIn
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
Less than once every 2 - 3 months
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great 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;Other (write in):
Project planning;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Testing code
null
null
AI solutions that are almost right, but not quite
for repetitive code behaviours, to get a concret answer on my probleme or a way to fix it, to learn some things about my used technology. But never to code for me. Some quality is required and AI can't provide it and I think will never
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;GitHub Copilot
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
conception
58,007
9
41,777
41,778
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
24
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
29
Developer, back-end
20 to 99 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
null
Other:
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
1
null
Indonesia
IDR Indonesian rupiah
null
Yes
C#;HTML/CSS;SQL
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
NuGet
null
null
Octopus NA
Yes
ASP.NET
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub;Jira
null
null
NA NA
Stack Overflow;Reddit
null
null
NA NA
No
null
null
null
NA 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)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
null
Generating content or synthetic data
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
not really
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
communications, even using AI requires communication skills with AI
null
9
41,778
41,779
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.)
15
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
41,779
41,780
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
Caring for dependents (children, elderly, etc.)
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Architect, software or solutions
null
null
null
No
Work
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
41,780
41,781
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.)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
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)
18
Developer, back-end
500 to 999 employees
Individual contributor
Remote
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Retail and Consumer Services
Working with new technologies and tools NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
5
2
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
50,000
Yes
C#;HTML/CSS;PowerShell;SQL;Visual Basic (.Net)
Bash/Shell (all shells);C#;Go;HTML/CSS;PowerShell;Python;SQL;TypeScript;Visual Basic (.Net)
C#;HTML/CSS;PowerShell;SQL;Visual Basic (.Net)
NA NA
Yes
Cosmos DB;Microsoft Access;Microsoft SQL Server;MySQL;Oracle
Cosmos DB;MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis
Cosmos DB;Microsoft Access;Microsoft SQL Server;MySQL;Oracle
NA NA
Yes
Docker;Google Cloud;Kubernetes;Microsoft Azure;NuGet
Amazon Web Services (AWS);Ansible;Docker;Google Cloud;Kubernetes;Microsoft Azure;MSBuild;NuGet;Podman;Prometheus;Terraform
Docker;Google Cloud;Kubernetes;Microsoft Azure;NuGet
NA Bicep
Yes
ASP.NET Core;Blazor
ASP.NET Core;Blazor;React
ASP.NET Core;Blazor
NA NA
Yes
Visual Studio
Visual Studio;Visual Studio Code
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher;RAG;Microsoft Fabric;Google Gemini;Ollama;LangGraph
.NET 8 or higher
null
LangChain, GitHub CoPilot
Windows;Ubuntu;Windows Subsystem for Linux (WSL);iPadOS
Windows;Ubuntu;Debian;Linux (non-WSL)
Azure Devops;Confluence;GitHub;Google Workspace;Jira;Markdown File;Miro
Azure Devops;Confluence;GitHub;Google Workspace;Markdown File;Miro
Azure Devops;Confluence;GitHub;Google Workspace;Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hashnode;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Not sure
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Deployment and monitoring
null
Documenting code
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
Debugging or fixing code;Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering;Decision intelligence;IT operations
Language processing
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
problem solving, communication, system design
68,071
6
41,781
41,782
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)
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;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Games or coding challenges;Books / Physical media
7
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,782
41,783
I am a developer by profession
35-44 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,783
41,784
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., 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);Online Courses or Certification (includes all media types)
7
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Customizable and manageable codebase NA
Security or privacy concerns NA
Retail and Consumer Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,784
41,785
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
4
null
null
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
41,785
41,786
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
10
Data scientist
100 to 499 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,786
41,787
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Attending school (part-time);Engaged in paid work (10-19 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Prohibitive pricing NA
Other:
You like your manager NA
Yes
I have somewhat considered changing my career and/or the industry I work in
3
2
France
EUR European Euro
17,400
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PHP;Python;SQL
Bash/Shell (all shells);C;HTML/CSS;Java;Perl;PHP;Rust;SQL;TypeScript
Bash/Shell (all shells);C;HTML/CSS;Java;PHP;SQL
NA NA
Yes
MariaDB;MySQL;Oracle;SQLite
Elasticsearch;Firebase Realtime Database;MongoDB;PostgreSQL;Redis
null
NA NA
Yes
Docker;Make;Maven (build tool);npm;Pip;Vite;Yarn
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Kubernetes;Make;Maven (build tool);Vite;Yarn
Docker;Make;Maven (build tool);Vite;Yarn
NA NA
Yes
Django;FastAPI;jQuery;Node.js;Vue.js;WordPress
FastAPI;Laravel;Next.js;Nuxt.js;React;Spring Boot;Symfony;Vue.js
FastAPI;Vue.js
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;Sublime Text;Vim;Visual Studio;Visual Studio Code;VSCodium
IntelliJ IDEA;PhpStorm;Visual Studio Code;VSCodium;WebStorm
IntelliJ IDEA;Visual Studio Code;VSCodium
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL);Arch;Fedora;NixOS
Ubuntu;Debian;Linux (non-WSL)
GitHub;GitLab;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Project planning;Testing code;Committing and reviewing code
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
Not at all
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
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 improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
I believe frontend developers will be less and less required, but data engineers and DBMS experts as weel as data scientists will be more needed, as well as cybersec operators
20,187
7
41,787
41,788
I work with developers or my work supports developers but am not a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
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)
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
14
Project manager
Less than 20 employees
People manager
Remote
No
Work
Connected to an open-source project NA
Availability of better alternatives NA
Computer Systems Design and Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
3
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL
Swift
null
NA NA
Yes
Dynamodb;MySQL;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
Django;Drupal;Flask;jQuery;Node.js;Svelte;Symfony;Vue.js;WordPress
null
null
NA NA
Yes
IntelliJ IDEA;PhpStorm;PyCharm;Vim;Visual Studio Code;WebStorm;Xcode
null
null
NA NA
null
null
null
null
null
MacOS;Ubuntu;Linux (non-WSL)
MacOS;Ubuntu;Linux (non-WSL)
GitHub;Google Workspace;Notion;Trello
null
null
NA NA
Stack Overflow;Stack Exchange;Dev.to;LinkedIn
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
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
null
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
null
null
null
41,788
41,789
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Some college/university study without earning a degree
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);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
1
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
41,789
41,790
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
42
Architect, software or solutions
10,000 or more 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
Availability of better alternatives NA
Software Development
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,790
41,791
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Other (please specify):
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (full-time)
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other (please specify):
20
Other (please specify):
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Reliability and low latency C++ language alone is capable to develop everything with easy to understand coding, high performance, blaming memory leak is developer mistake not c++. corporate companies offering bloated softwares and languages at unjustified prices.
Prohibitive pricing NA
Other:
null
No
I have neither consider or transitioned into a new career or industry
4
4
India
INR Indian rupee
15,000,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;SQL
Bash/Shell (all shells);C;C++;HTML/CSS;SQL
Bash/Shell (all shells);C;C++;HTML/CSS;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;Oracle;PostgreSQL
Microsoft SQL Server;MySQL;Oracle;PostgreSQL
Microsoft SQL Server;MySQL;Oracle;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
null
null
null
This is total stupidity, without spending money for licensed I can develop web application in c++, though it would be a web server C++ with api
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
c++23
c++23
c++23
null
null
Android;Debian;Red Hat;ChromeOS
Windows;Red Hat
null
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);X Grok models
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Other (write in):
Documenting code
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Other (write in):
AI is not very accurate so needs to review design, code, ask AI for different techniques to choose from, give it clarity of my requirements and concerns
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
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
Other (please specify):
Efficient easy and robust resilient coding
174,360
null
41,791
41,792
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)
2
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
41,792
41,793
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
24
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
22
Architect, software or solutions
null
null
null
null
Personal Project
Reputation for quality NA
Ethical concerns NA
null
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Turkey
TRY Turkish lira
null
Yes
C#;Go;HTML/CSS;Lua;SQL
null
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MongoDB;PostgreSQL;Redis
Elasticsearch
Elasticsearch
NA NA
Yes
Cloudflare;Docker;Firebase;Kubernetes;NuGet;Prometheus
Cloudflare;Docker;Kubernetes
Cloudflare;Docker;Kubernetes
NA NA
Yes
ASP.NET Core
null
null
NA NA
No
null
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
Confluence;GitHub;GitLab;Jira;Miro
GitHub
GitHub
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Unsure
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Testing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
I don’t use AI tools regularly
ai coding
No, but I plan to
Not at all or minimally
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
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.;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 want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
critical thinking, planning, decision making
null
null
41,793
41,794
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
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
25
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Inefficient or time-costly NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,794
41,795
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
5
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
41,795
41,796
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
14
Developer, front-end
500 to 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
Work
Reputation for quality NA
Poor usability NA
Software Development
Innovation through solving challenging and complex problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
3
2
Germany
EUR European Euro
53,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell
null
null
NA NA
No
null
null
null
NA NA
Yes
Microsoft Azure
null
null
NA NA
Yes
Express;Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Claude Code;Visual Studio Code;WebStorm
Claude Code;Visual Studio Code;WebStorm
Claude Code;Visual Studio Code;WebStorm
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
MacOS;Android
MacOS
Azure Devops
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Chat (people);Message Boards;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts
null
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
null
null
Project planning;Testing code;Deployment and monitoring
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
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 have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
GitHub MCP Server
null
null
null
Grafana + Prometheus
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem
null
61,488
8
41,796
41,797
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system)
22
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Outdated or obsolete technology or features NA
Retail and Consumer Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
5
5
Brazil
BRL Brazilian real
450,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Python;SQL
null
null
NA NA
Yes
PostgreSQL;Redis
null
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Poetry
null
null
Uv, hatch NA
Yes
Django
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
Large Language Model;Pydantic;uv
null
null
null
null
Windows;Android;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Clickup;Confluence;GitHub;GitLab;Jira;Miro
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
null
null
Mastodon NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
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;Learning new concepts or technologies
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Predictive analytics
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
Yes, I use AI agents at work daily
Not at all or minimally
Software engineering
Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs
null
AI agents have improved collaboration within my team.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
pgvector
Pydantic AI
null
Pydantic AI
Sentry;Snyk
null
Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Software architecture, optimization
81,917
9
41,797
41,798
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Engaged in paid work (20-29 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
3
Student
I don’t know
Individual contributor
Remote
No
Personal Project
Reputation for quality NA
Prohibitive pricing NA
Software Development
null
Yes
I have somewhat considered changing my career and/or the industry I work in
3
3
India
INR Indian rupee
null
Yes
Assembly;Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Python;Rust;SQL;TypeScript
C++;Go;OCaml
null
NA NA
Yes
MariaDB;MongoDB;MySQL;PostgreSQL
Dynamodb;Elasticsearch;Redis;Supabase
null
NA NA
Yes
APT;Bun;Cargo;npm;Pip;pnpm;Vercel;Vite;Yarn
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Kubernetes;Microsoft Azure;Prometheus;Railway
null
NA NA
Yes
Express;FastAPI;Next.js;Node.js;React
Ruby on Rails
null
NA NA
Yes
Bolt;Lovable.dev;Nano;Visual Studio Code
null
null
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui;uv
c++23;Large Language Model;RAG;Ollama;LangGraph
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian
Debian
GitHub;Google Colab;Markdown File;Miro;Notion;Obsidian
Jira
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Stack Exchange;LinkedIn
Stack Overflow;Stack Exchange
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models)
null
null
Groq NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
Directly open a Q&A post via search, documentation or a peer NA
No, not really
About half of the time
Yes, I use AI tools weekly
Unfavorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Testing code
Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Committing and reviewing code;Generating content or synthetic data
null
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
NO, I dont encourage it, vibe coding is a sin which has brought death to this community and I tried it and don't ever want to part of that.
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.
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
System design and problem solving in multiple ways
null
null
41,798
41,799
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Developer, full-stack
20 to 99 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Opportunities to mentor and lead junior-level coworkers NA
No
I have strongly considered changing my career and/or the industry I work in
null
null
Switzerland
CHF Swiss franc
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL
Microsoft Access;Microsoft SQL Server;MySQL
NA NA
Yes
Microsoft Azure;npm;NuGet
Docker;Microsoft Azure;npm;NuGet
Microsoft Azure;npm;NuGet
NA NA
Yes
ASP.NET Core;Blazor;jQuery;WordPress
ASP.NET Core;Blazor;jQuery;WordPress
ASP.NET Core;Blazor;jQuery;WordPress
NA NA
Yes
Nano;Notepad++;Visual Studio;Visual Studio Code
Android Studio;Nano;Notepad++;Visual Studio;Visual Studio Code
Nano;Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android;Debian
Windows;Android
Azure Devops
Azure Devops;GitHub
Azure Devops
NA NA
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
null
Ask a question NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Debugging or fixing code
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase
Documenting code;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;Other (write in):;I haven’t encountered any problems
null
No, and I don't plan to
null
null
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’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;Other (please specify):
The see/recognize the "big picture" - to translste between enduser and developer. Beside the technical code base
null
5
41,799
41,800
I am a developer by profession
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null