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⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0
| 1
|
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
|
Yes, I am not new to coding but am learning new coding techniques or programming language
|
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community)
|
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
|
AI CodeGen tools or AI-enabled apps
| 14
|
Developer, mobile
|
20 to 99 employees
|
People manager
|
Remote
|
Yes, I influenced the purchase of a substantial addition to the tech stack
|
Work
|
Reliability and low latency
NA
|
Security or privacy concerns
NA
|
Fintech
|
Autonomy and trust to manage your own tasks
NA
|
I'm not sure
|
I have neither consider or transitioned into a new career or industry
| 7
| 3
|
Ukraine
|
EUR European Euro
| 52,800
|
Yes
|
Bash/Shell (all shells);Dart;SQL
|
Dart
|
Dart
|
NA
NA
|
Yes
|
Cloud Firestore;PostgreSQL
| null | null |
NA
NA
|
Yes
|
Amazon Web Services (AWS);Cloudflare;Firebase;Google Cloud;Gradle
| null | null |
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
Android Studio;Notepad++;Visual Studio;Visual Studio Code;Xcode
| null | null |
NA
NA
| null | null | null | null | null |
Windows;MacOS;Android
|
Windows;MacOS;Android;iOS;iPadOS
|
Confluence;GitHub;GitLab;Jira;Markdown File
|
Markdown File
|
Markdown File
|
NA
NA
|
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
| null | null |
NA
NA
|
Yes
|
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
| null | null |
NA
NA
|
Yes
|
A few times per week
|
Between 5 and 10 years
|
I have never participated in Q&A on Stack Overflow
| null |
Browse content related to Q&A posts I recently viewed
NA
|
Neutral
|
Rarely, almost never
|
Yes, I use AI tools monthly or infrequently
|
Indifferent
|
Neither trust nor distrust
|
Bad at handling complex tasks
|
Learning about a codebase;Writing code;Search for answers
|
Project planning;Deployment and monitoring;Learning new concepts or technologies
|
Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
| null | null |
AI solutions that are almost right, but not quite
|
No
|
Yes, I use AI agents at work monthly or infrequently
|
Not at all or minimally
|
Software engineering
| null |
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
|
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
| null | null | null |
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
|
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
|
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
| null | null | null | null |
Vertex AI
| null | null | null |
ChatGPT
| null |
When I don’t trust AI’s answers
|
Troubleshooting, profiling, debugging
| 61,256
| 10
|
1
| 2
|
I am a developer by profession
|
25-34 years old
|
Associate degree (A.A., A.S., etc.)
|
Employed
| null | 2
|
Yes, I am not new to coding but am learning new coding techniques or programming language
|
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
|
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
|
AI CodeGen tools or AI-enabled apps
| 10
|
Developer, back-end
|
500 to 999 employees
|
Individual contributor
|
Hybrid (some in-person, leans heavy to flexibility)
|
No
|
Personal Project
|
Easy-to-use API
NA
|
Poor usability
NA
|
Retail and Consumer Services
|
Developing specialized expertise
NA
|
I'm not sure
|
I have transitioned into a new career and/or industry voluntarily
| 6
| 5
|
Netherlands
|
EUR European Euro
| 90,000
|
Yes
|
Java
|
Java;Python;Swift
|
Java
|
NA
NA
|
Yes
|
Dynamodb;MongoDB
|
Dynamodb;MongoDB
|
Dynamodb;MongoDB
|
NA
NA
|
Yes
|
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Maven (build tool);Terraform
|
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Maven (build tool);Terraform
|
Amazon Web Services (AWS);Datadog;Docker;Homebrew;Kubernetes;Maven (build tool);Terraform
|
NA
NA
|
Yes
|
Spring Boot
|
Spring Boot
|
Spring Boot
|
NA
NA
|
Yes
|
IntelliJ IDEA;PyCharm;Visual Studio Code;Xcode
|
IntelliJ IDEA;PyCharm;Visual Studio Code;Xcode
|
IntelliJ IDEA;PyCharm;Visual Studio Code;Xcode
|
NA
NA
| null | null | null | null | null |
Windows;MacOS;iOS;iPadOS
|
MacOS
|
Confluence;GitHub;Jira
|
Confluence;GitHub;Jira
|
Confluence;GitHub;Jira
|
NA
NA
|
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack;Medium
|
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack;Medium
|
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Twitch;LinkedIn;Substack;Medium
|
NA
NA
|
Yes
|
openAI GPT (chatbot models)
|
openAI GPT (chatbot models)
|
openAI GPT (chatbot models)
|
NA
NA
|
Not sure/can't remember
|
Multiple times per day
|
Between 10 and 15 years
|
Infrequently, less than once per year
|
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
| null |
Yes, somewhat
|
About half of the time
|
Yes, I use AI tools weekly
|
Indifferent
|
Neither trust nor distrust
|
Bad at handling complex tasks
|
Learning new concepts or technologies
|
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring
|
Writing code;Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
| null | null |
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
|
No
|
No, and I don't plan to
|
Not at all or minimally
| null | null | null | null | null | null | null |
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
| null |
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
|
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
| null | null | null | null | null | null | null | null | 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 skills. AI is a flop.
| 104,413
| 9
|
2
| 3
|
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
|
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
|
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
|
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification)
| 12
|
Developer, front-end
| null | null | null |
No
|
Work
|
Reliability and low latency
NA
|
Poor usability
NA
|
Software Development
|
Solving real-world problems
NA
|
No
|
I have transitioned into a new career and/or industry involuntarily
| 3
| 3
|
Ukraine
|
UAH Ukrainian hryvnia
| 2,214,000
|
Yes
|
Dart;HTML/CSS;JavaScript;TypeScript
|
Dart;HTML/CSS;JavaScript;TypeScript
|
Dart;HTML/CSS;JavaScript;TypeScript
|
NA
NA
|
Yes
|
MongoDB;MySQL;PostgreSQL
|
Firebase Realtime Database;MongoDB
|
MongoDB
|
NA
NA
|
Yes
|
Datadog;Firebase;npm;pnpm
|
Amazon Web Services (AWS);Firebase;npm;pnpm;Vite
|
Firebase;npm;pnpm
|
NA
NA
|
Yes
|
Next.js;Node.js;React
|
Next.js;Node.js;React
|
Next.js;Node.js;React
|
NA
Solid.js
|
Yes
|
Visual Studio Code
|
Visual Studio Code;Windsurf
|
Visual Studio Code
|
NA
NA
|
Google Gemini
|
Google Gemini;Shadcn/ui
|
Google Gemini
| null | null |
MacOS;Android
|
MacOS
|
GitHub;GitLab;Jira
|
GitHub;GitLab;Jira
|
GitHub;GitLab;Jira
|
NA
NA
|
Stack Overflow;Discord;Dev.to;X;YouTube;LinkedIn
|
Stack Overflow;Discord;Dev.to;X;YouTube;LinkedIn
|
Stack Overflow;Discord;Dev.to;X;YouTube;LinkedIn
|
NA
NA
|
Yes
|
Gemini (Flash general purpose models);openAI GPT (chatbot models)
|
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
|
Gemini (Flash general purpose models);openAI GPT (chatbot models)
|
NA
NA
|
Not sure/can't remember
|
A few times per week
|
Between 5 and 10 years
|
Infrequently, less than once per year
|
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
|
Ask a question
NA
|
Neutral
|
About half of the time
|
Yes, I use AI tools daily
|
Favorable
|
Somewhat trust
|
Neither good or bad at handling complex tasks
|
Documenting code;Debugging or fixing code;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
| null |
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
|
Learning about a codebase;Writing code;Generating content or synthetic data
| null |
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
|
No
|
Yes, I use AI agents at work weekly
|
Yes, somewhat
|
Software engineering
|
Multi-platform search enablement
|
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
|
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
|
AI agents have improved collaboration within my team.
| null | null |
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.;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 |
Redis
| null | null | null | null | null |
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
| null |
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
|
Understand how things actually work, problem solving, and algorithms
| 53,061
| 8
|
3
| 4
|
I am a developer by profession
|
35-44 years old
|
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
|
Employed
|
None of the above
| 4
|
Yes, I am not new to coding but am learning new coding techniques or programming language
|
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 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)
| 5
|
Developer, back-end
|
10,000 or more employees
|
Individual contributor
|
Remote
|
No
|
Personal Project
| null |
Ethical concerns
NA
|
Retail and Consumer Services
|
Control over the level of quality in projects
NA
|
No
|
I have neither consider or transitioned into a new career or industry
| null | null |
Ukraine
|
EUR European Euro
| 31,200
|
Yes
|
Java;Kotlin;SQL
|
Java;Kotlin
|
Java;Kotlin
|
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
Amazon Web Services (AWS);Google Cloud
|
Amazon Web Services (AWS);Google Cloud
|
Amazon Web Services (AWS);Google Cloud
|
NA
NA
|
Yes
|
Spring Boot
|
Spring Boot
|
Spring Boot
|
NA
NA
|
No
| null | null | null |
NA
NA
|
Amazon Bedrock
| null | null | null | null |
Windows
|
Windows;Ubuntu
|
GitLab;Jira;Miro
|
GitLab;Jira
|
GitLab;Jira
|
NA
NA
|
Stack Overflow;Reddit;YouTube;LinkedIn
|
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
|
Stack Overflow;Reddit;YouTube;LinkedIn
|
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
|
Videos;Chat (bot/AI)
|
Browse content related to Q&A posts I recently viewed
NA
|
Neutral
|
Rarely, almost never
|
Yes, I use AI tools weekly
|
Favorable
|
Somewhat trust
|
Bad at handling complex tasks
| null |
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
|
Learning about a codebase;Writing code;Debugging or fixing code;Predictive analytics
|
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
| null |
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
|
NO
|
Yes, I use AI agents at work monthly or infrequently
|
Not at all or minimally
|
Software engineering
|
Language processing
|
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.
|
AI agents have helped me automate repetitive tasks.
| null | null |
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
| 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
|
Integrating AI agents with my existing tools and workflows can be difficult.
| null | null | null | null | null | null | null |
ChatGPT;Claude Code
| null |
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
| null | 36,197
| 6
|
4
| 5
|
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.)
| 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 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)
| 22
|
Engineering manager
| 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
|
Availability of better alternatives
NA
|
Software Development
|
Competitive pay and benefits
NA
|
No
|
I have neither consider or transitioned into a new career or industry
| 4
| 3
|
Ukraine
|
USD United States dollar
| 60,000
|
Yes
|
C;C#;C++;Delphi;HTML/CSS;Java;JavaScript;Lua;PowerShell;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
|
C#;Java;JavaScript;Python;SQL;TypeScript
|
C#;Java;JavaScript;Python;SQL;TypeScript
|
NA
NA
|
Yes
|
Elasticsearch;Microsoft SQL Server;MySQL;Oracle;PostgreSQL;Redis;SQLite
|
Elasticsearch;Oracle;PostgreSQL
|
Elasticsearch;Oracle;PostgreSQL
|
NA
NA
|
Yes
|
Amazon Web Services (AWS);APT;Docker;Make;Maven (build tool);MSBuild;npm;NuGet;Pip
|
Amazon Web Services (AWS);APT;Docker;Maven (build tool);MSBuild;npm;NuGet;Pip
|
Amazon Web Services (AWS);APT;Docker;Maven (build tool);MSBuild;npm;NuGet;Pip
|
NA
NA
|
Yes
|
Angular;ASP.NET;ASP.NET Core;Flask;jQuery
|
Angular;ASP.NET Core;Flask
|
Angular;ASP.NET Core;Flask
|
NA
NA
|
Yes
|
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Rider;Visual Studio;WebStorm
|
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Rider;Visual Studio;WebStorm
|
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Rider;Visual Studio;WebStorm
|
NA
NA
|
Large Language Model;Google Gemini
|
Large Language Model
|
Large Language Model
| null | null |
Windows;iOS
|
Windows;Ubuntu;Debian
|
Azure Devops;GitHub;Jira
|
Azure Devops;GitHub;Jira
|
Azure Devops;GitHub;Jira
|
NA
NA
|
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
|
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
|
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
|
NA
NA
|
Yes
|
openAI GPT (chatbot models)
|
openAI GPT (chatbot models)
|
openAI GPT (chatbot models)
|
NA
NA
|
No
|
A few times per month or weekly
|
Between 5 and 10 years
|
Infrequently, less than once per year
|
Long-form articles
|
Browse content related to Q&A posts I recently viewed
NA
|
No, not really
|
Rarely, almost never
|
Yes, I use AI tools weekly
|
Favorable
|
Neither trust nor distrust
|
Good, but not great at handling complex tasks
|
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
|
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
|
Generating content or synthetic data
| null | null |
AI solutions that are almost right, but not quite
|
partly
|
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
| null |
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
|
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
| null | null | null | null | null | null | null | null | null |
When I don’t trust AI’s answers
|
critical thinking, the skill to define the task correctly
| 60,000
| 7
|
5
| 6
|
I am a developer by profession
|
45-54 years old
|
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
|
Independent contractor, freelancer, or self-employed
|
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
| 15
|
Yes, I am not new to coding but am learning new coding techniques or programming language
|
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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
|
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts
| 20
|
Developer, back-end
| null | null | null |
Yes, I influenced the purchase of a substantial addition to the tech stack
|
Work
| null |
Security or privacy concerns
NA
|
Fintech
|
Solving real-world problems
NA
|
I'm not sure
|
I have somewhat considered changing my career and/or the industry I work in
| 5
| 5
|
Ukraine
|
USD United States dollar
| 120,000
|
Yes
|
Java;Scala
|
Java;Kotlin;Scala
|
Java;Scala
|
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
Amazon Web Services (AWS);Google Cloud;Microsoft Azure
|
Amazon Web Services (AWS)
|
Amazon Web Services (AWS)
|
NA
NA
|
Yes
|
Spring Boot
|
Spring Boot
|
Spring Boot
|
akka
akka
|
Yes
|
IntelliJ IDEA;Visual Studio Code
|
IntelliJ IDEA;Visual Studio Code
|
IntelliJ IDEA;Visual Studio Code
|
NA
NA
| null | null | null | null | null |
MacOS
|
MacOS
|
Azure Devops;GitHub;GitLab;Jira
|
GitHub;Jira
|
GitHub;Jira
|
NA
NA
|
Stack Overflow;Stack Exchange;X;YouTube;LinkedIn;Medium
|
Stack Overflow;Stack Exchange;X;YouTube;LinkedIn;Medium
|
Stack Overflow;Stack Exchange;X;YouTube;LinkedIn;Medium
|
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
A few times per month or weekly
|
Between 10 and 15 years
|
Infrequently, less than once per year
|
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
|
Upvote/Downvote Q&A posts
NA
|
Yes, somewhat
|
Rarely, almost never
|
Yes, I use AI tools daily
|
Indifferent
|
Somewhat distrust
|
Good, but not great at handling complex tasks
|
Learning about a codebase;Writing code;Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
|
Predictive analytics
|
Deployment and monitoring
|
Project planning;Debugging or fixing code;Committing and reviewing code
|
Testing code;Learning new concepts or technologies
|
AI solutions that are almost right, but not quite
|
No it isnt
|
Yes, I use AI agents at work monthly or infrequently
|
Not at all or minimally
|
Software engineering;Business process automation;Decision intelligence;IT operations
| 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.
| null |
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
|
AI agents have helped me automate repetitive tasks.
| null |
The cost of using certain AI agent platforms is a barrier.
| null |
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
|
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
|
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
| null | null | null | null | null | null |
GitHub Copilot
| null |
When I have ethical or security concerns about code
|
designing the architecture in the new domain
| 120,000
| 7
|
6
| 7
|
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
| 9
|
Yes, I am not new to coding but am learning new coding techniques or programming language
|
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
|
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
|
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
| 13
|
Developer, full-stack
| null | null | null |
No
|
Personal Project
|
Easy-to-use API
NA
|
Security or privacy concerns
NA
|
Insurance
|
Job stability and career growth with a single employer
NA
|
Yes
|
I have somewhat considered changing my career and/or the industry I work in
| null | null |
Ukraine
|
USD United States dollar
| 6,240
|
Yes
|
JavaScript;TypeScript
|
JavaScript;TypeScript
|
JavaScript;TypeScript
|
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
Amazon Web Services (AWS);Docker;Homebrew;npm;pnpm;Webpack
| null | null |
NA
NA
|
Yes
|
Next.js;Node.js;React
|
Next.js;Node.js;React
|
Next.js;Node.js;React
|
NA
NA
|
Yes
|
WebStorm
|
WebStorm
|
WebStorm
|
NA
NA
| null | null | null | null | null |
MacOS;Debian;Linux (non-WSL)
|
MacOS
| null | null | null |
NA
NA
| null | null | null |
NA
NA
|
No
| null | null | null |
NA
NA
|
Not sure/can't remember
|
A few times per month or weekly
|
Between 5 and 10 years
|
Infrequently, less than once per year
|
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
| null | null | null |
Yes, I use AI tools daily
|
Favorable
|
Somewhat trust
|
Neither good or bad at handling complex tasks
|
Learning about a codebase;Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
| null |
Project planning;Debugging or fixing code;Committing and reviewing code
| null | null |
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
| null |
Yes, I use AI agents at work monthly or infrequently
|
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 reduced the time spent on specific development tasks.
|
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
| null | null | null |
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.;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 | null | null | null | null |
Sentry
| null |
ChatGPT;Claude Code;Google Gemini
| null |
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
| null | 6,240
| 6
|
7
| 8
|
I am a developer by profession
|
35-44 years old
|
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
|
Employed
|
Engaged in paid work (20-29 hours per week);Transitioning to retirement (gradually reducing work hours)
| 22
|
Yes, I am not new to coding but am learning new coding techniques or programming language
|
Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
|
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
|
AI CodeGen tools or AI-enabled apps;Blogs or podcasts
| 30
|
Architect, software or solutions
|
Less than 20 employees
|
People manager
|
Remote
|
Yes, I influenced the purchase of a substantial addition to the tech stack
|
Personal Project
|
Robust and complete API
NA
|
Prohibitive pricing
NA
|
Software Development
|
Recognition from leadership for your work
NA
|
Yes
|
I have strongly considered changing my career and/or the industry I work in
| 10
| 10
|
Ukraine
|
USD United States dollar
| 72,000
|
Yes
|
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
|
Assembly;Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
|
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
|
NA
NA
|
Yes
|
MongoDB;PostgreSQL;SQLite
|
PostgreSQL;Redis;SQLite
|
PostgreSQL;SQLite
|
NA
NA
|
Yes
|
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew;npm;Pip
|
APT;Cargo;Docker;Homebrew;Pip
|
APT;Docker;Homebrew;Pip
|
NA
NA
|
Yes
|
Angular;Django
|
Django
|
Django
|
NA
NA
|
Yes
|
PyCharm;Visual Studio Code;WebStorm
|
Claude Code;PyCharm;Visual Studio Code
|
PyCharm;Visual Studio Code
|
NA
NA
|
Amazon Bedrock
|
Odoo;Large Language Model;RAG
| null | null | null |
MacOS;iOS;iPadOS
|
MacOS;Ubuntu;Linux (non-WSL)
|
GitHub;Jira
|
GitHub;GitLab;Jira;Wikis
|
GitHub;Jira
|
NA
NA
|
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn;Substack
|
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;LinkedIn
|
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);X;YouTube;LinkedIn
|
NA
NA
|
Yes
|
openAI GPT (chatbot models)
|
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models;Perplexity Sonar 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
|
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Chat (bot/AI)
|
Directly open a Q&A post via search, documentation or a peer
NA
|
Yes, definitely
|
About half of the time
|
Yes, I use AI tools daily
|
Very favorable
|
Somewhat trust
|
Neither good or bad at handling complex tasks
|
Writing code;Documenting code
| null |
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
|
Learning about a codebase;Testing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
|
Search for answers;Learning new concepts or technologies
|
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):
|
Yes
|
No, but I plan to
|
Yes, to a great extent
| null | null | null | null | null | null | null | null |
I have concerns about the security and privacy of data when using AI agents.
|
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.
|
The cost of using certain AI agent platforms is a barrier.
|
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
| null | null | null | null | null | null | null | null |
When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;Other (please specify):
|
Innovation, system design
| 72,000
| 6
|
8
| 9
|
I am a developer by profession
|
25-34 years old
|
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
|
Employed
|
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
| 9
|
Yes, I am not new to coding but am learning new coding techniques or programming language
|
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);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
|
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
| 15
|
Data engineer
|
5,000 to 9,999 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
|
Personal Project
| null |
Inefficient or time-costly
NA
|
Banking/Financial Services
|
Control over the level of quality in projects
NA
|
No
|
I have transitioned into a new career and/or industry voluntarily
| null | null |
Ukraine
|
USD United States dollar
| 70,000
| null |
Java;Python;Scala
|
Scala
|
Scala
|
NA
NA
| null |
Cassandra;Databricks SQL;DuckDB;Dynamodb;MariaDB;Microsoft SQL Server;MySQL;PostgreSQL;Snowflake;Amazon Redshift
|
Dynamodb;MySQL;PostgreSQL
|
Dynamodb;MySQL;PostgreSQL
|
NA
NA
| null |
Amazon Web Services (AWS);Datadog;Docker;Microsoft Azure;Splunk
|
Amazon Web Services (AWS);Datadog;Microsoft Azure
|
Amazon Web Services (AWS);Datadog;Microsoft Azure
|
NA
NA
| null |
FastAPI;Spring Boot
| null | null |
NA
NA
| null |
IntelliJ IDEA;Notepad++;PyCharm;Visual Studio Code
| 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 |
Browse content related to Q&A posts I recently viewed
NA
| null | null |
Yes, I use AI tools monthly or infrequently
|
Indifferent
|
Neither trust nor distrust
|
Neither good or bad at handling complex tasks
| null | null | null | null | null | null | null | null | null |
Software engineering;Data and analytics
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 70,000
| 8
|
9
| 10
|
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
| 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;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
|
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
| null | 10
|
Developer, mobile
|
20 to 99 employees
|
Individual contributor
|
Remote
|
No
|
Work
|
Customizable and manageable codebase
NA
|
Poor usability
NA
|
Software Development
| null |
No
|
I have somewhat considered changing my career and/or the industry I work in
| 6
| 2
|
Ukraine
|
USD United States dollar
| 5,400
|
Yes
| null | null | null |
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
| null | null | null |
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
Xcode
|
Cursor
| null |
NA
NA
| null | null | null | null | null |
MacOS;iOS
|
MacOS;iOS
|
GitHub;Jira
| null | null |
NA
NA
|
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
|
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
|
Stack Overflow;GitHub (public projects, not private repos);YouTube;Medium
|
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
Daily or almost daily
|
Between 5 and 10 years
|
I have never participated in Q&A on Stack Overflow
| null | null |
No, not really
|
I don't use AI or AI-enabled tools
|
No, and I don't plan to
|
Unfavorable
|
Highly distrust
|
Very poor at handling complex tasks
| null | null |
Testing code
| null | null |
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
|
No.
|
No, but I plan to
|
No, but my development work has changed somewhat 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 have concerns about the security and privacy of data when using AI agents.
|
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
|
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
| null | null | null | null | null | null | null | null |
When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
| null | 5,400
| 4
|
10
| 11
|
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
| 7
|
No, I am not new to coding and did not learn new coding techniques or programming languages
| null |
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
|
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
| 9
|
Developer, back-end
|
100 to 499 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
| null | null |
Fintech
|
Competitive pay and benefits
NA
|
No
|
I have neither consider or transitioned into a new career or industry
| 9
| 4
|
Ukraine
|
UAH Ukrainian hryvnia
| 2,740,980
|
Yes
|
HTML/CSS;Java;JavaScript;SQL;TypeScript
|
HTML/CSS;Java;JavaScript;SQL;TypeScript
|
HTML/CSS;Java;JavaScript;SQL;TypeScript
|
NA
NA
|
Yes
|
H2;Microsoft SQL Server;PostgreSQL;Redis
|
H2;Microsoft SQL Server;PostgreSQL;Redis
|
H2;Microsoft SQL Server;PostgreSQL;Redis
|
NA
NA
|
Yes
|
Kubernetes;Maven (build tool);npm
|
Kubernetes;Maven (build tool);npm
|
Kubernetes;Maven (build tool);npm
|
NA
NA
|
Yes
|
Spring Boot
|
Spring Boot
|
Spring Boot
|
NA
NA
|
Yes
|
Cursor;IntelliJ IDEA;Notepad++;Visual Studio Code
|
Cursor;IntelliJ IDEA;Notepad++;Visual Studio Code
|
Cursor;IntelliJ IDEA;Notepad++;Visual Studio Code
|
NA
NA
|
RAG
|
RAG
|
RAG
| null | null |
Windows;Android;Windows Subsystem for Linux (WSL);iPadOS
|
Windows
|
Confluence;GitHub;Jira;Miro;Obsidian;Stack Overflow for Teams
|
Confluence;GitHub;Obsidian;Stack Overflow for Teams
|
Confluence;GitHub;Obsidian;Stack Overflow for Teams
|
NA
NA
|
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
|
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
|
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
|
NA
NA
|
Yes
|
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
|
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
|
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
|
NA
NA
|
Yes
|
A few times per week
|
Between 3 and 5 years
|
I have never participated in Q&A on Stack Overflow
|
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
|
Browse content related to Q&A posts I recently viewed
NA
|
Yes, somewhat
|
About half of the time
|
Yes, I use AI tools daily
|
Very favorable
|
Somewhat distrust
|
Very poor at handling complex tasks
|
Learning about a codebase;Project planning;Writing code;Documenting code;Committing and reviewing code;Creating or maintaining documentation
|
Debugging or fixing code;Testing code;Deployment and monitoring
| null | null |
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
|
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
|
When I need to prototype something then yes it's part of my professional development work.
But when it's about maintenance or adding new features I'm not relying on vibe coding because it misses a lot of important things.
|
Yes, I use AI agents at work daily
|
Yes, somewhat
|
Software engineering
| null |
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
|
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
| null |
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
| null | null | 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
|
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.
| null | null | null |
Spring AI
| null | null |
ChatGPT;Claude Code;GitHub Copilot;Microsoft Copilot
| null |
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
|
Code writing. I know this sounds weird but you would still need to debug and if you do not understand code then you are in trouble.
Design/architecture principles. When AI gives you an answer you are responsible for the code not AI. So you must have broader picture of how things work. Error handling, security, high load - non functional requirements in general.
And most important of all will be Critical Thinking. Ability to think will always be valuable.
| 65,691
| 10
|
11
| 12
|
I am a developer by profession
|
18-24 years old
|
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
|
Employed
|
None of the above
| 3
|
No, I am not new to coding and did not learn new coding techniques or programming languages
| null |
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
|
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
| 5
|
Developer, back-end
|
100 to 499 employees
|
Individual contributor
|
Remote
|
No
| null | null | null |
Fintech
|
Control over the level of quality in projects
NA
|
No
|
I have neither consider or transitioned into a new career or industry
| null | null |
Ukraine
|
USD United States dollar
| 14,400
|
Yes
|
C#
|
C#
|
C#
|
NA
NA
|
Yes
|
Microsoft SQL Server;SQLite
|
Microsoft SQL Server;PostgreSQL
|
Microsoft SQL Server
|
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
ASP.NET Core
|
ASP.NET Core
|
ASP.NET Core
|
NA
NA
|
No
| null | null | null |
NA
NA
| null | null | null | null | null |
Windows;Android
|
Windows
|
Confluence;GitHub;Jira
|
Confluence;GitHub;Jira
|
Confluence;GitHub;Jira
|
NA
NA
|
Discord;YouTube;Twitch
|
Discord;YouTube;Twitch
|
Discord;YouTube;Twitch
|
NA
NA
|
No
| null | null | null |
NA
NA
|
Yes
|
Less than once per month or monthly
|
Between 3 and 5 years
|
Infrequently, less than once per year
| null | null |
No, not at all
|
Less than half of the time
|
Yes, I use AI tools daily
|
Very favorable
|
Neither trust nor distrust
|
Bad at handling complex tasks
|
Learning about a codebase;Writing code;Debugging or fixing code;Generating content or synthetic data
|
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
| null | null |
Search for answers;Learning new concepts or technologies
| null | null |
No, but I plan to
|
Not at all or minimally
| null | null | null | null | null | null | null |
I have concerns about the security and privacy of data when using AI agents.
| null |
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
|
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
|
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
| null | null | null | null | null | null | null | null |
When I don’t trust AI’s answers;When I need quick help troubleshooting
| null | 14,400
| 8
|
12
| 13
|
I am a developer by profession
|
35-44 years old
|
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
|
Independent contractor, freelancer, or self-employed
|
Caring for dependents (children, elderly, etc.)
| 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
|
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, front-end
| null | null | null |
No
|
Personal Project
|
Customizable and manageable codebase
NA
| null |
Software Development
|
Job stability and career growth with a single employer
NA
|
I'm not sure
|
I have neither consider or transitioned into a new career or industry
| 2
| 1
|
Ukraine
|
UAH Ukrainian hryvnia
| 45,840
| null |
HTML/CSS;JavaScript;TypeScript
|
C#;TypeScript
|
TypeScript
|
NA
NA
|
No
| null | null | null |
NA
NA
|
No
| null | null | null |
NA
NA
| null |
Angular
|
Angular;Node.js;React
|
Angular
|
NA
NA
|
No
| null | null | null |
NA
NA
| null | null | null | null | null |
Windows
|
Windows
|
Azure Devops
|
Azure Devops;GitHub;GitLab
|
Azure Devops
|
NA
NA
|
Stack Overflow;YouTube;Medium
|
Stack Overflow;YouTube;Medium
|
Stack Overflow;YouTube;Medium
|
NA
NA
| null |
openAI GPT (chatbot models)
|
openAI GPT (chatbot models)
|
openAI GPT (chatbot models)
|
NA
NA
|
Yes
|
A few times per month or weekly
|
Between 5 and 10 years
|
Infrequently, less than once per year
|
Videos;Chat (bot/AI)
|
Directly open a Q&A post via search, documentation or a peer
NA
|
No, not really
|
Less than half of the time
|
Yes, I use AI tools monthly or infrequently
|
Unfavorable
|
Somewhat distrust
|
Bad at handling complex tasks
| null |
Project planning
|
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
|
Learning about a codebase;Documenting code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
| null |
I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
|
No
|
No, and I don't plan to
|
No, but my development work has significantly changed due to non-AI factors
| null | null | null | null | null | null | null |
Write in the most significant challenge if not listed above:
| null |
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
|
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
| null | null | null | null | null | null | null | null | null |
When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
| null | 1,099
| 7
|
13
| 14
|
I am a developer by profession
|
25-34 years old
|
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
|
Employed
|
Caring for dependents (children, elderly, etc.)
| 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);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;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
| 6
|
Developer, full-stack
|
1,000 to 4,999 employees
|
People manager
|
In-person
|
Yes, I influenced the purchase of a substantial addition to the tech stack
| null | null | null |
Fintech
|
Solving real-world problems
NA
|
No
|
I have strongly considered changing my career and/or the industry I work in
| null | null |
India
|
INR Indian rupee
| null | null | null | null | null |
NA
NA
|
Yes
| null | null | null |
NA
NA
| null | null | null | null |
NA
NA
| null | null | null | null |
NA
NA
| null | null | null | null |
NA
NA
| null | null | null | null | null | null | null | null | null | null |
NA
NA
| null | null | null |
NA
NA
| null | null | null | null |
NA
NA
|
Yes
|
Less than once every 2 - 3 months
|
Less than one year
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 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
|
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