Unnamed: 0
int64
0
49.2k
responseid
int64
1
49.2k
are_you_someone_who_writes_code_please_select_one_of_the_following_options_that_best_describes_you_today
stringclasses
6 values
what_is_your_age
stringclasses
7 values
which_of_the_following_best_describes_the_highest_level_of_formal_education_that_youve_completed
stringclasses
8 values
which_of_the_following_best_describes_your_current_employment_status
stringclasses
6 values
which_of_the_following_additional_activities_are_you_currently_engaged_in
stringclasses
171 values
how_many_years_of_professional_work_experience_do_you_have_please_round_to_the_nearest_whole_number_excluding_any_decima
float64
1
100
did_you_begin_learning_to_code_or_learn_a_new_coding_skill_programming_language_in_the_last_year
stringclasses
3 values
how_did_you_learn_to_code_in_the_past_year_select_all_that_apply
stringlengths
15
513
did_you_spend_time_in_the_last_year_learning_ai_programming_or_ai_enabled_tooling_on_your_own_or_at_work
stringclasses
5 values
how_did_you_learn_to_code_for_ai_in_the_past_year_select_all_that_apply
stringlengths
15
513
including_any_education_how_many_years_have_you_been_coding_in_total_please_round_to_the_nearest_whole_number_excluding
float64
1
100
which_of_the_following_describes_your_current_job_or_the_job_you_had_for_the_most_time_in_the_past_year
stringclasses
32 values
approximately_how_many_people_are_employed_by_your_employer_this_should_only_include_your_primary_company_and_if_there_w
stringclasses
9 values
are_you_an_individual_contributor_or_people_manager
stringclasses
2 values
which_best_describes_your_current_work_situation
stringclasses
5 values
have_you_influenced_or_endorsed_a_new_technology_purchase_at_your_organization_or_sole_proprietor_job_in_the_past_year
stringclasses
5 values
when_youre_in_a_position_to_influence_or_endorse_a_technology_whether_at_work_for_school_or_for_a_personal_project_youre
stringclasses
3 values
what_attracts_you_to_a_technology_or_causes_you_to_endorse_it_most_to_least_important_options_ai_integration_or_ai_agent
stringlengths
5
529
what_would_turn_you_off_or_cause_you_to_reject_it_most_to_least_important_options_lack_of_ai_or_ai_agents_poor_usability
stringlengths
1
372
what_industry_do_you_work_for_in
stringclasses
15 values
rank_the_following_attributes_of_your_current_professional_job_in_technology_according_to_those_that_contribute_your_job
stringclasses
617 values
do_you_believe_ai_is_a_threat_to_your_current_job
stringclasses
3 values
have_you_considered_a_career_change_or_transitioned_into_a_new_role_in_the_past_year
stringclasses
5 values
for_your_primary_work_role_student_developer_or_technologist_over_the_past_year_excluding_general_operating_systems_like
float64
0
10k
for_your_side_projects_or_other_personal_work_over_the_past_year_focus_on_the_project_you_spent_the_most_time_on_if_appl
float64
0
1k
where_do_you_live
stringclasses
177 values
which_currency_do_you_use_day_to_day_if_your_answer_is_complicated_please_pick_the_one_you_re_most_comfortable_estimatin
stringclasses
142 values
what_is_your_current_total_annual_compensation_salary_bonuses_and_perks_before_taxes_and_deductions_in_terms_of_your_day
float64
0
555,555,555,555,555,700,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000B
did_you_work_with_programming_scripting_and_markup_languages_in_the_last_year_or_do_you_plan_to_in_the_year_to_come_here
stringclasses
2 values
languagehaveworkedwith
stringlengths
1
285
languagewanttoworkwith
stringlengths
1
285
languageadmired
stringlengths
1
285
was_the_programming_language_you_use_not_listed_above_list_below_separated_by_a_comma_and_a_space_for_each_the_programmi
stringlengths
3
2.33k
did_you_work_with_database_environments_in_the_last_year_or_do_you_plan_to_in_the_year_to_come_here_we_are_referring_to
stringclasses
2 values
databasehaveworkedwith
stringlengths
2
317
databasewanttoworkwith
stringlengths
2
317
databaseadmired
stringlengths
2
317
which_database_environments_have_you_done_extensive_development_work_in_over_the_past_year_and_which_do_you_want_to_work
stringlengths
3
502
did_you_work_with_cloud_platforms_containerization_orchestration_tools_package_managers_build_tools_or_infrastructure_as
stringclasses
2 values
platformhaveworkedwith
stringlengths
3
368
platformwanttoworkwith
stringlengths
3
368
platformadmired
stringlengths
3
368
which_cloud_platforms_containerization_orchestration_tools_package_managers_build_tools_and_infrastructure_as_code_solut
stringlengths
3
360
did_you_work_with_web_frameworks_and_web_technologies_in_the_last_year_or_do_you_plan_to_in_the_year_to_come_here_we_are
stringclasses
2 values
webframehaveworkedwith
stringlengths
4
223
webframewanttoworkwith
stringlengths
4
223
webframeadmired
stringlengths
4
223
which_web_frameworks_and_web_technologies_have_you_done_extensive_development_work_in_over_the_past_year_and_which_do_yo
stringlengths
3
924
did_you_work_with_development_environments_or_ai_enabled_code_editing_tools_in_the_last_year_or_do_you_plan_to_in_the_ye
stringclasses
2 values
devenvshaveworkedwith
stringlengths
3
270
devenvswanttoworkwith
stringlengths
3
270
devenvsadmired
stringlengths
3
270
was_the_developer_environment_or_ai_enabled_code_editing_tool_you_use_not_listed_above_list_below_separated_by_a_comma_a
stringlengths
3
810
sotagshaveworkedwith
stringlengths
2
218
sotagswanttoworkwith
stringlengths
2
218
sotagsadmired
stringlengths
2
218
which_rising_technology_of_the_added_as_new_tag_or_tag_subject_area_on_stack_overflow_in_the_last_three_years_have_you_u
stringclasses
347 values
was_the_new_tag_on_stack_overflow_i_e_added_in_the_last_2_3_years_you_want_to_use_not_listed_above_list_below_separated
stringclasses
323 values
opsyspersonal_use
stringlengths
3
139
opsysprofessional_use
stringlengths
3
139
officestackasynchaveworkedwith
stringlengths
4
262
officestackasyncwanttoworkwith
stringlengths
4
262
officestackasyncadmired
stringlengths
4
262
was_the_collaborative_work_management_and_or_code_documentation_tools_you_use_not_listed_above_list_below_separated_by_a
stringlengths
3
1.5k
commplatformhaveworkedwith
stringlengths
1
232
commplatformwanttoworkwith
stringlengths
1
232
commplatformadmired
stringlengths
1
232
which_community_platforms_have_you_utilized_considerably_or_consistently_in_the_past_year_and_which_would_you_like_to_us
stringclasses
844 values
did_you_utilize_or_integrate_specific_large_language_models_llms_to_power_your_development_tools_or_applications_in_the
stringclasses
2 values
aimodelshaveworkedwith
stringlengths
13
446
aimodelswanttoworkwith
stringlengths
13
446
aimodelsadmired
stringlengths
13
446
which_llm_models_for_ai_tools_have_you_used_for_development_work_in_the_past_year_and_which_would_you_like_to_use_next_y
stringclasses
572 values
do_you_have_a_stack_overflow_account
stringclasses
3 values
how_frequently_would_you_say_you_visit_stack_overflow
stringclasses
7 values
how_long_have_you_used_stack_overflow
stringclasses
7 values
how_frequently_would_you_say_you_participate_in_q_a_on_stack_overflow_by_participate_we_mean_ask_answer_and_vote_or_comm
stringclasses
8 values
whether_it_be_to_solve_a_problem_for_career_growth_or_connecting_with_a_community_of_developers_is_there_an_alternative
stringlengths
6
274
when_visiting_stack_overflow_which_following_activities_are_you_most_interested_in_please_rank_the_following_so_the_firs
stringclasses
801 values
do_you_consider_yourself_a_member_of_the_stack_overflow_community
stringclasses
6 values
when_you_visit_stack_overflow_how_often_is_it_a_result_of_encountering_issues_from_ai_or_ai_enabled_tools_that_require_e
stringclasses
5 values
do_you_currently_use_ai_tools_in_your_development_process
stringclasses
5 values
how_favorable_is_your_stance_on_using_ai_tools_as_part_of_your_development_workflow
stringclasses
6 values
how_much_do_you_trust_the_accuracy_of_the_output_from_ai_tools_as_part_of_your_development_workflow
stringclasses
5 values
how_well_do_the_ai_tools_you_use_in_your_development_workflow_handle_complex_tasks
stringclasses
6 values
aitoolcurrently_partially_ai
stringlengths
12
337
aitooldon_t_plan_to_use_ai_for_this_task
stringlengths
12
337
aitoolplan_to_partially_use_ai
stringlengths
12
337
aitoolplan_to_mostly_use_ai
stringlengths
12
337
aitoolcurrently_mostly_ai
stringlengths
12
337
when_using_ai_tools_which_of_the_following_problems_or_frustrations_have_you_encountered_select_all_that_apply
stringclasses
100 values
in_your_own_words_is_vibe_coding_part_of_your_professional_development_work_for_this_question_we_define_vibe_coding_acco
stringlengths
1
2.18k
are_you_using_ai_agents_in_your_work_development_or_otherwise_ai_agents_refer_to_autonomous_software_entities_that_can_o
stringclasses
6 values
have_ai_tools_or_ai_agents_changed_how_you_complete_development_work_in_the_past_year
stringclasses
5 values
what_industry_purposes_or_specific_tasks_are_you_using_ai_agents_in_your_development_work_select_all_that_apply_from_bot
stringclasses
397 values
agentusesgeneral
stringclasses
152 values
aiagentimpactsomewhat_agree
stringclasses
222 values
aiagentimpactneutral
stringclasses
232 values
aiagentimpactsomewhat_disagree
stringclasses
161 values
aiagentimpactstrongly_agree
stringclasses
200 values
aiagentimpactstrongly_disagree
stringclasses
159 values
aiagentchallengesneutral
stringclasses
126 values
aiagentchallengessomewhat_disagree
stringclasses
89 values
aiagentchallengesstrongly_agree
stringclasses
123 values
aiagentchallengessomewhat_agree
stringclasses
124 values
aiagentchallengesstrongly_disagree
stringclasses
83 values
you_indicated_you_use_or_develop_ai_agents_as_part_of_your_development_work_have_you_used_any_of_the_following_tools_for
stringclasses
528 values
was_the_tool_or_tools_for_ai_agent_orchestration_or_agent_frameworks_you_used_in_the_past_year_not_listed_above_please_w
stringclasses
561 values
you_indicated_you_use_or_develop_ai_agents_as_part_of_your_development_work_have_you_used_any_of_the_following_tools_for__aiagentorchestration
stringclasses
620 values
was_the_tool_or_tools_for_ai_agent_orchestration_or_agent_frameworks_you_used_in_the_past_year_not_listed_above_please_w__aiagentorchwrite
stringclasses
332 values
you_indicated_you_use_or_develop_ai_agents_as_part_of_your_development_work_have_you_used_any_of_the_following_tools_for__aiagentobservesecure
stringclasses
314 values
was_the_tool_or_tools_for_ai_agent_observability_monitoring_or_security_you_used_in_the_past_year_not_listed_above_pleas
stringclasses
195 values
you_indicated_you_use_or_develop_ai_agents_as_part_of_your_development_work_have_you_used_any_of_the_following_out_of_th
stringlengths
4
263
was_the_out_of_the_box_agents_copilots_or_assistants_you_used_in_the_past_year_not_listed_above_please_write_them_below
stringclasses
421 values
in_the_future_if_ai_can_do_most_coding_tasks_in_which_situations_would_you_still_want_to_ask_another_person_for_help_sel
stringclasses
574 values
looking_ahead_35_years_what_skills_do_you_believe_will_remain_valuable_for_developers_even_as_ai_tools_become_more_capab
stringlengths
1
175k
convertedcompyearly
float64
1
50M
how_satisfied_are_you_in_your_current_professional_developer_role
float64
0
10
26,500
26,501
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
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
17
Developer, full-stack
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
Connected to an open-source project NA
Prohibitive pricing usage of AI or crypto
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
6
3
Canada
CAD Canadian dollar
273,000
Yes
Elixir;Go;HTML/CSS;JavaScript;Python;Ruby;Rust;SQL
Elixir;Erlang;HTML/CSS;JavaScript;Ruby;SQL;Gleam
Elixir;HTML/CSS;JavaScript;Ruby;SQL
NA NA
Yes
PostgreSQL;Redis
PostgreSQL;Redis;SQLite
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Datadog;Digital Ocean;Docker;Heroku;npm;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Datadog;Heroku;Kubernetes;Terraform;Vite
Amazon Web Services (AWS);Datadog;Heroku;Terraform;Vite
NA nix
Yes
jQuery;Phoenix;React;Ruby on Rails
Phoenix;React;Ruby on Rails
Phoenix;React;Ruby on Rails
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Fedora
MacOS;Ubuntu
Clickup;GitHub;Markdown File;Notion;Trello
GitHub;Markdown File;Trello
GitHub;Markdown File;Trello
emacs emacs
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
Discord;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube
hexdevs hexdevs
Yes
openAI GPT (chatbot models)
null
null
github copilot NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Long-form articles;Videos;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Search for answers
null
null
AI solutions that are almost right, but not quite;I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
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:
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;Other (please specify):
writing safe, readable, simple, maintainable code.
199,176
9
26,501
26,502
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Coding Bootcamp;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Coding Bootcamp;Books / Physical media
10
Developer, full-stack
10,000 or more 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
Lack of AI or AI agents NA
Fintech
Working with new technologies and tools NA
Yes
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
26,502
26,503
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)
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
16
Developer, full-stack
I don’t know
Individual contributor
Remote
No
Personal Project
Reliability and low latency NA
Poor usability NA
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
20
20
Romania
EUR European Euro
84,000
Yes
HTML/CSS;JavaScript;SQL;TypeScript
Dart;Go;HTML/CSS;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;SQL;TypeScript
NA NA
Yes
Cosmos DB;Dynamodb;MongoDB;PostgreSQL;Redis
Cassandra;Cosmos DB;Dynamodb;MongoDB;PostgreSQL;Redis
Cosmos DB;Dynamodb;MongoDB;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;npm;pnpm;Railway;Vite
Amazon Web Services (AWS);Cloudflare;Datadog;Docker;Google Cloud;IBM Cloud;Kubernetes;New Relic;npm;pnpm;Prometheus;Railway;Terraform;Vite
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;npm;pnpm;Railway;Vite
NA NA
Yes
Express;Fastify;NestJS;Next.js;Node.js;React;Ruby on Rails
Fastify;NestJS;Next.js;Node.js;React;Svelte
Fastify;NestJS;Next.js;Node.js;React
NA NA
Yes
Cursor;Visual Studio Code;WebStorm
Cursor;Visual Studio Code;Windsurf
Cursor;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Amazon Bedrock;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
Windows;MacOS;iOS;iPadOS
MacOS
Confluence;GitHub;GitLab;Google Workspace;Jira;Linear;Notion;YouTrack
GitHub;GitLab;Google Workspace;Linear;Notion;YouTrack
GitHub;GitLab;Google Workspace;Linear;Notion;YouTrack
NA NA
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;YouTube;LinkedIn
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
Stack Overflow;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI Reasoning models
DeepSeek (R- Reasoning models);openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
Message Boards;Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Testing code;Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Committing and reviewing code
Learning about a codebase;Writing code;Documenting code;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me solve complex problems more effectively.
null
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
yes
97,452
7
26,503
26,504
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Blogs or podcasts;Games or coding challenges
25
Developer, back-end
1,000 to 4,999 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
You like your manager NA
No
I have strongly considered changing my career and/or the industry I work in
11
3
United States of America
USD United States dollar
235,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Chat (people);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in 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
235,000
7
26,504
26,505
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
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
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)
16
Developer, full-stack
100 to 499 employees
People manager
Your choice (very flexible, you can come in when you want or just as needed)
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
26,505
26,506
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
7
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;Blogs or podcasts
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,506
26,507
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,507
26,508
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.)
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Books / Physical media
25
Developer, QA or test
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
AI integration or AI Agent capabilities NA
Outdated or obsolete technology or features NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
5
Brazil
BRL Brazilian real
315,000
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Scala
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;Java;JavaScript
NA NA
No
null
null
null
NA NA
Yes
Digital Ocean;Docker;Gradle;Homebrew;Kubernetes;Maven (build tool);npm;Splunk
Docker;Homebrew;npm;Splunk
Docker;Homebrew;npm;Splunk
NA NA
Yes
Express;jQuery;Node.js;React;Spring Boot
Express;jQuery;Node.js;React
Express;jQuery;Node.js;React
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS
MacOS
Confluence;GitHub;Jira;Markdown File;Redmine;YouTrack
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;Discord;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once per month or monthly
Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Generating content or synthetic data
null
null
Project planning;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
MCP servers;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
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
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
null
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
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
Communication, technical knowledge to make better questions, services orchestration, pipeline configuration.
57,342
8
26,508
26,509
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Student
Attending school (full-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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
10
Developer, embedded applications or devices
null
null
null
null
School
Connected to an open-source project NA
Prohibitive pricing NA
null
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
8
10
United States of America
USD United States dollar
29,250
Yes
Bash/Shell (all shells);C;JavaScript;Python
Bash/Shell (all shells);C;Elixir;Go;Lisp;Lua;Perl;Python;Rust
Bash/Shell (all shells);C;Python
NA NA
Yes
MariaDB;PostgreSQL;Redis
PostgreSQL;Valkey
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Angular;Node.js;Vue.js
null
null
NA NA
Yes
Vim;Visual Studio Code
Vim
Vim
NA NA
null
null
null
null
null
Debian;Arch
Windows
GitHub;Markdown File
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);Kaggle
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Somewhat trust
Good, but not great at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
Software engineering
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
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
Effective technical communication and creative endeavors.
29,250
4
26,509
26,510
I am learning to code
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
11
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Security or privacy concerns NA
null
null
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);C++;JavaScript;PHP;Python
Bash/Shell (all shells);C++;PHP;Python;Rust
Bash/Shell (all shells);C++;PHP;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
c++23
c++23
c++23
null
null
Debian;Arch
null
Markdown File
Markdown File;Wikis
Markdown File
NA NA
Stack Overflow;Stack Exchange;Hacker News
Stack Overflow;Stack Exchange;Hacker News
Stack Overflow;Stack Exchange;Hacker News
Matrix, XMPP Matrix, XMPP
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
Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
null
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
No, because of privacy/security issues, dubious benefits with high-level tasks, and ethical concerns with LLM training (such as the underrepresentation of minority groups), using LLM-based software is something I strictly avoid.
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
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Actual programming tasks and other tasks that require intelligence, rather than low-level formatting or other mechanical tasks.
null
null
26,510
26,511
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Coding Bootcamp
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);Colleague or on-the-job training
10
Data scientist
5,000 to 9,999 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
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
Fintech
Developing specialized expertise NA
Yes
I have somewhat considered changing my career and/or the industry I work in
4
1
Japan
JPY Japanese yen
18,000,000
Yes
SQL
SQL
SQL
NA NA
Yes
MySQL;Oracle;PostgreSQL;Snowflake
Oracle
Oracle
NA NA
No
null
null
null
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
NA NA
No
null
null
null
NA NA
RAG;Google Gemini;LangGraph
Google Gemini
Google Gemini
null
null
Windows;iOS;Linux (non-WSL)
Windows;Linux (non-WSL);Red Hat
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Discord;X
Stack Overflow;Discord;X
Stack Overflow;Discord;X
NA NA
Yes
Anthropic: Claude Sonnet;Cohere: Command A;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Cohere: Command A;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Cohere: Command A;Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
NA NA
No
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Chat (people);Coding challenges
Upvote/Downvote Q&A posts NA
Neutral
About half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
null
Project planning;Other (write in):
Learning about a codebase;Documenting code;Testing code;Predictive analytics;Search for answers;Creating or maintaining documentation
Committing and reviewing code
I haven’t encountered any problems
null
Yes, I use AI agents at work daily
Yes, to a great extent
Data and analytics;Customer service support;Marketing
Language processing;Personalized agent creation
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
null
AI agents have helped me automate repetitive tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platfor...
null
Redis
null
Vertex AI;Llama Index;LangChain;LangGraph
null
New Relic
null
Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something
Human Skill
124,359
7
26,511
26,512
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
12
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Remote
No
Personal Project
Reputation for quality literally anything but AI, fuck AI
Availability of better alternatives AI shills
Software Development
Other (please specify): union job
Yes
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
440,000
Yes
Bash/Shell (all shells);C;C++;Go;PowerShell;Python
C#;Java;Kotlin;Rust
null
NA NA
Yes
null
null
null
Spanner NA
Yes
Docker;Google Cloud;Gradle;Make;Ninja;Pip;Poetry
Docker;Gradle
Docker;Gradle
CMake NA
No
null
null
null
NA NA
Yes
Android Studio;Neovim;Visual Studio Code
IntelliJ IDEA;Neovim;Rider;RustRover;Visual Studio Code
Neovim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
Windows;MacOS;Ubuntu;Android;Debian;Linux (non-WSL)
Airtable;Doxygen;GitHub;GitLab;Markdown File;Wikis
GitHub;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Substack;Medium;Company-sponsored forums
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
More than 15 years, or since Stack Overflow started in 2008
A few times per week
null
Directly open a Q&A post via search, documentation or a peer none of the below
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
fuck 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.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
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;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
They won't become more capable in any way that matters. All the companies shilling this garbage are losing money on each additional user. This industry cannot possibly exist except as a short term tactic for decreasing worker power.
440,000
0
26,512
26,513
I code primarily as a hobby
Prefer not to say
Primary/elementary school
I prefer not to say
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);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;Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Other (please specify):
6
Other (please specify):
null
null
null
null
Personal Project
Connected to an open-source project Useful
Poor usability NA
null
null
No
I have neither consider or transitioned into a new career or industry
0
11
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;GDScript;HTML/CSS;JavaScript;PowerShell;Python
Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;F#;GDScript;Go;HTML/CSS;JavaScript;PowerShell;Python
Assembly;Bash/Shell (all shells);C;GDScript;HTML/CSS;JavaScript;PowerShell;Python
Brainf**k Brainf**k
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
(Python module) flask, (Python module) http, (Python module) socket (Python module) flask, (Python module) http, (Python module) socket
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
Thonny Thonny
null
null
null
null
null
Windows
null
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 1 and 3 years
Less than once per month or monthly
null
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Learning about a codebase
Creating or maintaining documentation
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No. I do let it write code, but I test and write my own parts, too. Me and ChatGPT work together. I'm still putting in effort.
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
Problem-solving.
null
null
26,513
26,514
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.)
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 for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
20
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Availability of better alternatives NA
Manufacturing
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
26
15
United States of America
USD United States dollar
115,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
C;C#
C;C#
NA NA
Yes
Microsoft SQL Server;SQLite
MongoDB;PostgreSQL
null
NA NA
null
NuGet;Pip
null
null
NA NA
Yes
ASP.NET;ASP.NET Core
ASP.NET Core
ASP.NET Core
NA NA
Yes
Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Google Gemini
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
GitHub
null
null
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models)
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning models);X Grok models
DeepSeek (R- Reasoning models);Gemini (Pro Reasoning 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)
Ask a question NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Predictive analytics
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No. Vibe coding creates garbage because the LLM can't process the context correctly and gets stuck inserting the same bug over and over.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I have concerns about the security and privacy of data when using AI agents.
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;I don’t think I’ll need help from people anymore
Handling physical hardware I guess.
115,000
9
26,514
26,515
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
18
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);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 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
24
Engineering manager
100 to 499 employees
People manager
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
7
Canada
CAD Canadian dollar
246,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Ruby;SQL;TypeScript;Gleam
Ruby
Ruby
NA NA
null
PostgreSQL;Redis;SQLite
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Datadog;Digital Ocean;Docker;Make;npm;Podman;Webpack
Docker
Docker
NA NA
Yes
React;Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Cursor;Visual Studio Code
Cline and/or Roo;Cursor;Visual Studio Code;Zed
Cursor;Visual Studio Code
NA NA
Large Language Model;Google Gemini
Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Ubuntu
Fedora
Clickup;GitHub;Markdown File;Notion
GitHub;Markdown File;Notion
GitHub;Markdown File;Notion
NA NA
Reddit;Hacker News;Slack (public channels, not work)
Reddit;Hacker News
Reddit;Hacker News
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
Message Boards
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Project planning;Deployment and monitoring;Predictive analytics
Committing and reviewing code;Learning new concepts or technologies
Writing code;Creating or maintaining documentation
Testing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Yes based on the definition. Vibe coding has been mostly interpreted as writing code without understanding it and validating it, and releasing it to production. I take ownership of code generated by AI, personalize it, adjust it, test it.
Yes, I use AI agents at work daily
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 improved collaboration within my team.
AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
Write in the most significant challenge if not listed above:
null
null
null
null
GitHub MCP Server
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini
Cursor
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Designing software, having a great end-to-end understanding of a problem from the business side all the way to the tech side, ability to study/learn by yourself, soft skills (human-to-human interactions)
179,478
10
26,515
26,516
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
1
Student
null
null
null
null
Personal Project
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Nigeria
NGN Nigerian naira
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Not sure/can't remember
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Logic games/puzzles;Job board;Day-in-the-life profiles/interviews with experts
Answer a question 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
26,516
26,517
I am learning to code
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)
1
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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
4
Other (please specify):
I don’t know
Individual contributor
Remote
No
Work
Reputation for quality NA
Security or privacy concerns NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Nepal
USD United States dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
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
Favorable
Neither trust nor distrust
Very well at handling complex tasks
Learning about a codebase;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics
null
Creating or maintaining documentation
Project planning;Writing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work daily
Yes, to a great extent
Customer service support
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,517
26,518
I am not primarily a developer, but I write code sometimes as part of my work/studies
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (20-29 hours per week)
28
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);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
23
Data scientist
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Ethical concerns NA
Manufacturing
null
No
I have neither consider or transitioned into a new career or industry
15
5
Colombia
COP Colombian peso
100,000,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;Lisp;Python;R;SQL
Bash/Shell (all shells);C;Go;HTML/CSS;Lisp;Python;R;Rust;SQL
Bash/Shell (all shells);HTML/CSS;Lisp;Python;R;SQL
elisp elisp
Yes
MySQL;PostgreSQL;SQLite
DuckDB;MariaDB;MongoDB;MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Heroku
Heroku
Heroku
NA NA
Yes
Django
Django
Django
NA NA
No
null
null
null
NA NA
Polars
Polars
Polars
null
null
Ubuntu
Ubuntu
GitHub;GitLab;Markdown File
Markdown File
Markdown File
codeberg, orgmode codeberg, orgmode
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Hacker News
Stack Overflow;Stack Exchange;Hacker News
NA lobste.rs
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
null
Directly open a Q&A post via search, documentation or a peer NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code
Project planning;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers
Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
null
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.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
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
domain-specific understanding of the problems to be solved
24,468
null
26,518
26,519
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)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Books / Physical media
8
Senior executive (C-suite, VP, etc.)
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
Work
Good brand and public image NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
15
7
United States of America
USD United States dollar
950,000
Yes
Bash/Shell (all shells);C;C#;C++;Elixir;Java;JavaScript;Lua;Python;Rust;TypeScript
Zig
null
NA NA
Yes
BigQuery;Elasticsearch;MariaDB;MongoDB;MySQL;Redis;SQLite;Pocketbase
null
null
NA NA
Yes
Amazon Web Services (AWS);Bun;Cargo;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Ninja;npm;NuGet;Pacman;Pip;Podman;Prometheus;Supabase;Terraform;Vercel;Vite;Yarn
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Vim;Visual Studio;Visual Studio Code;Zed
null
null
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch;iPadOS
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Google Colab;Obsidian
null
null
NA NA
Discord;Reddit;Bluesky;YouTube;Twitch;LinkedIn;Company-sponsored forums
null
null
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;Logic games/puzzles;Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec ...
null
null
null
null
null
null
null
null
null
null
Other (please specify):
All skills will remain useful, the AI needs people with skills to train.
950,000
10
26,519
26,520
I am learning to code
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (part-time);Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
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);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
School (i.e., University, College, etc)
1
Other (please specify):
10,000 or more employees
People manager
In-person
No
Personal Project
Customizable and manageable codebase NA
Lack of or sub-par API NA
Other:
null
Yes
I have strongly considered changing my career and/or the industry I work in
2
3
United States of America
USD United States dollar
null
Yes
HTML/CSS;Java;PowerShell;Python
Java
Java
NA NA
null
H2
H2
H2
NA NA
No
null
null
null
NA NA
Yes
Spring Boot
Spring Boot
Spring Boot
NA NA
Yes
Cursor;IntelliJ IDEA;Visual Studio Code
null
null
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu
Windows
Airtable;Clickup;GitHub;Google Workspace;Markdown File;Trello
GitHub;Google Workspace;Markdown File
GitHub;Google Workspace;Markdown File
NA NA
Discord;Reddit;LinkedIn
Discord;Reddit;LinkedIn
Discord;Reddit;LinkedIn
NA NA
Yes
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;Perplexity Sonar models
NA NA
No
A few times per month or weekly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Message Boards;Videos;Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Good, but not great at handling complex tasks
Testing code
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Learning new concepts or technologies
null
Project planning;Documenting code;Debugging or fixing code
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
No why would I do that to myself? Debugging is hell
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I 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 quick help troubleshooting
Communcation, team skills, problem solving
null
null
26,520
26,521
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
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
8
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API NA
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
5
5
United States of America
USD United States dollar
130
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Kotlin;Lua;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Elixir;Erlang;Go;HTML/CSS;Kotlin;Python;Rust;SQL;TypeScript;Zig
Bash/Shell (all shells);Go;HTML/CSS;Kotlin;Python;Rust;SQL;TypeScript
NA NA
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
130
null
26,521
26,522
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
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, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Prohibitive pricing NA
Software Development
Developing specialized expertise NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
Neutral
null
Yes, I use AI tools weekly
Unsure
Highly distrust
Good, but not great at handling complex tasks
Writing code;Search for answers
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
No.
null
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
6
26,522
26,523
I am not primarily a developer, but I write code sometimes as part of my work/studies
65 years or older
Associate degree (A.A., A.S., etc.)
Employed
Volunteering (regularly)
46
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
40
Engineering manager
10,000 or more employees
People manager
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
30
40
United States of America
USD United States dollar
600,000
Yes
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C;Dart;Elixir;Go;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript;Zig
Bash/Shell (all shells);C;HTML/CSS;Java;JavaScript;Kotlin;PowerShell;Python;SQL;TypeScript
NA NA
Yes
Dynamodb;PostgreSQL;Redis;SQLite
Dynamodb;PostgreSQL;Redis;SQLite
Dynamodb;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Docker;Kubernetes;Netlify;npm;Pip;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Digital Ocean;Docker;Google Cloud;Kubernetes;Netlify;npm;Pip;Podman;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Ansible;APT;Chocolatey;Cloudflare;Docker;Kubernetes;Netlify;npm;Pip;Terraform;Webpack;Yarn
NA NA
Yes
Django;Flask;jQuery;Next.js;Node.js;React;Spring Boot
Django;FastAPI;Flask;jQuery;Next.js;Node.js;Phoenix;React;Vue.js
Django;Flask;jQuery;Next.js;Node.js;React
NA NA
Yes
Claude Code;Nano;Vim;Visual Studio Code
Cursor;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Vim;Visual Studio Code;Windsurf
Nano;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Windows Subsystem for Linux (WSL);Debian;Fedora
Windows;Ubuntu;Linux (non-WSL);NixOS
Asana;GitHub;Google Workspace;Markdown File;Wikis
Asana;Azure Devops;Clickup;GitHub;Google Workspace;Markdown File;Wikis
Asana;GitHub;Google Workspace;Markdown File;Wikis
NA NA
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
Yes
Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Amazon Titan models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Less than once every 2 - 3 months
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Message Boards;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)
Other (write in): I stopped using SO because I have many other places I can find the same information faster.
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Committing and reviewing code;Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Deployment and monitoring;Predictive analytics
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
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics
MCP servers
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
People skills, business skills
600,000
null
26,523
26,524
I am learning to code
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);Engaged in paid work (less than 10 hours per week)
12
Yes, I am new to coding or currently a student
Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;Games or coding challenges
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
9
Developer, mobile
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a substantial addition to the tech stack
Personal Project
Reliability and low latency NA
Ethical concerns 10 4 6 7
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Saudi Arabia
SAR Saudi Arabian riyal
40,000
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
Not sure/can't remember
A few times per month or weekly
null
Infrequently, less than once per year
Videos;Coding challenges;Chat (bot/AI)
Upvote/Downvote Q&A posts 9
Yes, definitely
About half of the time
Yes, I use AI tools daily
Favorable
Highly trust
Very well at handling complex tasks
null
null
null
Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies;Other (write in):
It’s hard to understand how or why the code works
لا
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;IT operations;Data and analytics
Language processing;Vector databases for AI applications
null
null
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have 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.
AI agents have improved collaboration within my team.
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.
null
null
null
null
null
null
null
null
null
null
10,663
null
26,524
26,525
I am learning to code
18-24 years old
Associate degree (A.A., A.S., etc.)
Student
Attending school (full-time)
null
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
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
26,525
26,526
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Student
null
null
null
null
Personal Project
Reliability and low latency NA
Ethical concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
null
null
Nigeria
NGN Nigerian naira
null
Yes
HTML/CSS;JavaScript;Python;SQL
HTML/CSS;JavaScript;Python;SQL
HTML/CSS;JavaScript;Python;SQL
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Django;jQuery;Node.js;Vue.js
Django;FastAPI;jQuery;Node.js;Nuxt.js;Vue.js
Django;jQuery;Node.js;Vue.js
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
GitHub
GitHub
GitHub
NA NA
X;YouTube;LinkedIn
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium
X;YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
Infrequently, less than once per year
Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Day-in-the-life profiles/interviews with experts
Browse content related to Q&A posts I recently viewed NA
Yes, definitely
null
No, and I don't plan to
Very unfavorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
null
Not at all. Never
No, and I don't plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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.
null
I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
Writing scalable, readable and efficient code.
null
null
26,526
26,527
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
23
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
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)
6
Developer, front-end
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
No
null
null
null
Software Development
null
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Ukraine
USD United States dollar
30,000
Yes
C++;JavaScript;TypeScript
C++;JavaScript;TypeScript
C++;JavaScript;TypeScript
NA NA
Yes
PostgreSQL
PostgreSQL
PostgreSQL
NA NA
Yes
APT;Cloudflare;Docker;Netlify;npm;Vercel;Webpack
APT;Cloudflare;Docker;Netlify;npm;Vercel;Webpack
APT;Cloudflare;Docker;Netlify;npm;Vercel;Webpack
NA NA
Yes
Express;jQuery;React
Express;jQuery;React
Express;jQuery;React
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
c++23
c++23
c++23
null
null
Ubuntu;Android;Debian
Ubuntu;Android;Debian
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);X
NA NA
Yes
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
null
null
null
null
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
Debugging or fixing code
null
Writing code
null
Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
null
Yes, I use AI agents at work daily
Yes, to a great extent
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
Sentry
null
ChatGPT;Claude Code;Google Gemini
DeepSeek
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
null
30,000
2
26,527
26,528
I am a developer by profession
25-34 years old
Other (please specify):
Employed
None of the above
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
10
UX, Research Ops or UI design professional
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing NA
Media & Advertising Services
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
United Arab Emirates
AED United Arab Emirates dirham
null
Yes
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Ada;Assembly;Bash/Shell (all shells);C;C#;C++;COBOL;Dart;Delphi;Elixir;Erlang;F#;Fortran;GDScript;Go;Groovy;HTML/CSS;Java;JavaScript;Kotlin;Lisp;Lua;MATLAB;MicroPython;OCaml;Perl;PHP;PowerShell;Prolog;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net);Zig;Mojo;Gleam
Yas Yas
Yes
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Datomic;DuckDB;Dynamodb;Elasticsearch;Firebase Realtime Database;H2;IBM DB2;InfluxDB;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Clickhouse;Cockroachdb;Amazon Redshift;Pocketbase;Valkey
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase...
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase...
Amazon Web Services (AWS);Ansible;APT;Bun;Cargo;Chocolatey;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Homebrew;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;New Relic;Ninja;npm;NuGet;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Railway;Splunk;Supabase...
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Deno;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;Vue.js;WordPress;Axum
Past Next
Yes
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Nano;Neovim;Notepad++;PhpStorm;PyCharm;Rider;RustRover;Sublime Text;Trae;Vim;Visual Studio;Visual Studio Code;VSCodium;WebStorm;Windsurf;Xcode;Zed
NA NA
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
.NET 8 or higher;c++23;Tailwind CSS 4;Polars;hostinger;Odoo;Large Language Model;SwiftData;Amazon Bedrock;Pydantic;RAG;Microsoft Fabric;Google Gemini;Shadcn/ui;Delphi 12+ Athens;Ollama;LangGraph;uv;Ultralytics;visionOS
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;Debian;Linux (non-WSL);Arch;iPadOS;Red Hat;Fedora;ChromeOS;Pop!_OS;NixOS
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
Airtable;Asana;Azure Devops;Clickup;Coda;Confluence;Doxygen;GitHub;GitLab;Google Colab;Google Workspace;Jira;Linear;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro;Monday.com;Notion;Obsidian;Redmine;Stack Overflow for Teams;Trello;Wikis;YouTrack
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;Hashnode;GitHub (public projects, not private repos);Slack (public channels, not work);Bluesky;X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
Yes
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;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);op...
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;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);op...
Alibaba Cloud Qwen models;Amazon Titan models;Anthropic: Claude Sonnet;Cohere: Command A;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);op...
NA NA
Not sure/can't remember
Infrequently, less than once per year
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);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);Other (write in):
Ask a question NA
Neutral
Rarely, almost never
No, but I plan to soon
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
null
null
Learning about a codebase;Documenting code;Deployment and monitoring;Learning new concepts or technologies
Project planning;Writing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;Other (write in):;It’s hard to understand how or why the code works;I haven’t encountered any problems
Tariqaziz5636@gmail.com
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has significantly changed due to non-AI factors
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing;Robotics;Cybersecurity;Other Industry purpose (write in):
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;MCP servers;Integration with external agents and APIs;Personalized agent creation;Other specific task (write in):
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
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.;Write in the most significant challenge if not listed above:
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick h...
10
null
null
26,528
26,529
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Colleague or on-the-job training
20
AI/ML engineer
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Software Development
null
Yes
I have somewhat considered changing my career and/or the industry I work in
6
null
Australia
AUD Australian dollar
340,000
Yes
Python;SQL
Java;Python;SQL
Python;SQL
NA NA
Yes
BigQuery;Cloud Firestore
BigQuery;Cloud Firestore;Neo4J
BigQuery;Cloud Firestore
NA NA
Yes
Docker;Google Cloud;Kubernetes;Pip
Google Cloud;Kubernetes;Terraform
Google Cloud;Kubernetes
pulumi NA
Yes
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Vim;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Google Gemini;LangGraph
Polars;Google Gemini;LangGraph
Google Gemini;LangGraph
null
null
MacOS;Android
MacOS;Android;Linux (non-WSL)
Asana;Confluence;GitHub;Google Colab;Google Workspace;Jira;Miro
Google Colab;Google Workspace
Google Colab;Google Workspace
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning 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;Videos;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
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Documenting code;Debugging or fixing code;Testing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
null
Writing code;Committing and reviewing code;Learning new concepts or technologies
Learning about a codebase;Project planning;Deployment and monitoring
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
no i like to understand the code
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;Data and analytics;Customer service support;Marketing
Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I 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
pgvector
vertex ai search
Vertex AI;Llama Index;LangChain;LangGraph
ADK
null
GCP Model Armor
Google Gemini
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
troubleshooting
221,032
null
26,529
26,530
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
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Blogs or podcasts;School (i.e., ...
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
12
Developer, full-stack
1,000 to 4,999 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
null
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
2
Jordan
JOD Jordanian dinar
84,000
null
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
C#;HTML/CSS;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MongoDB;PostgreSQL;SQLite
Microsoft SQL Server;MongoDB;SQLite
Microsoft SQL Server;MongoDB;SQLite
NA NA
No
null
null
null
NA NA
Yes
Angular;ASP.NET Core;React
ASP.NET Core;React
ASP.NET Core;React
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Visual Studio;Visual Studio Code
Notepad++;Rider;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
Azure Devops;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Kaggle;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 10 and 15 years
Less than once per month or monthly
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Other (write in):
null
null
Learning about a codebase;Project planning;Documenting code;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming
No
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 accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.;Write in the most significant benefit if not listed above.
null
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.
null
null
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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 a...
null
null
null
null
null
null
null
null
null
null
null
118,479
9
26,530
26,531
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
None of the above
null
Yes, I am new to coding or currently a student
Videos (not associated with specific online course or certification)
No, I didn't spend time learning in the past year
null
null
Student
null
null
null
null
Personal Project
AI integration or AI Agent capabilities NA
Lack of AI or AI agents NA
null
null
I'm not sure
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
null
null
null
null
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
No, but I plan to soon
Unsure
Somewhat trust
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,531
26,532
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)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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);Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
19
Engineering manager
10,000 or more employees
People manager
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Availability of better alternatives NA
Fintech
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
20
10
United States of America
USD United States dollar
190,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
BigQuery;Dynamodb;Microsoft SQL Server
Dynamodb;Elasticsearch;Microsoft SQL Server
Dynamodb;Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Firebase;Google Cloud;Homebrew;MSBuild;New Relic;npm;NuGet;Pip;Terraform;Webpack
Amazon Web Services (AWS);Firebase;Google Cloud;Homebrew;Microsoft Azure;MSBuild;New Relic;npm;NuGet;Pip;Terraform;Vite;Webpack
Amazon Web Services (AWS);Firebase;Google Cloud;Homebrew;MSBuild;New Relic;npm;NuGet;Pip;Terraform;Webpack
NA NA
Yes
ASP.NET;Express;jQuery;Node.js;Vue.js
ASP.NET;ASP.NET Core;Express;Node.js;React;Vue.js
ASP.NET;Express;Node.js;Vue.js
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code;Xcode
Cursor;Rider;Visual Studio;Visual Studio Code;Xcode
Visual Studio;Visual Studio Code;Xcode
NA NA
.NET 8 or higher;Large Language Model
.NET 8 or higher;Large Language Model;Amazon Bedrock;Google Gemini
.NET 8 or higher;Large Language Model
null
null
Windows;MacOS;iOS
Windows;Android;iOS
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Yes, definitely
Rarely, almost never
No, but I plan to soon
Indifferent
Somewhat distrust
Bad at handling complex tasks
Debugging or fixing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
Project planning;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Testing code;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
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.;It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Specialization and architecture
190,000
7
26,532
26,533
I am not primarily a developer, but I write code sometimes as part of my work/studies
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,533
26,534
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.)
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);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
Work
Reputation for quality NA
Poor usability NA
Fintech
Expert mentors NA
No
I have transitioned into a new career and/or industry voluntarily
12
12
Chile
CLP Chilean peso
13,500,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Google Cloud;Heroku;npm;Pip;Vite
Amazon Web Services (AWS);Docker;Google Cloud;Heroku;Kubernetes;npm;Pip;Vite
Amazon Web Services (AWS);Docker;Google Cloud;Heroku;npm;Pip;Vite
NA NA
Yes
Django;jQuery;Node.js;React
Django;FastAPI;React
Django;React
NA NA
Yes
Visual Studio Code
Cursor;Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4;Pydantic
Tailwind CSS 4;Pydantic
Tailwind CSS 4;Pydantic
null
null
Windows
Windows
GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch;LinkedIn
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Twitch
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
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
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
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Search for answers;Learning new concepts or technologies
null
null
null
Testing code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Business process automation
Integration with external agents and APIs
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.
null
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
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
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Generally the more all-encompasing/architectural parts of software development, as AI tools are good at generating smaller chunks of code but bad at integrating all the parts of a project together.
14,314
8
26,534
26,535
I used to be a developer by profession, but no longer am
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
Volunteering (regularly);Attending school (part-time)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;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
Online Courses or Certification (includes all media types);Games or coding challenges
12
Developer, full-stack
null
null
null
null
Work
Connected to an open-source project NA
Availability of better alternatives NA
null
null
No
I have transitioned into a new career and/or industry involuntarily
7
4
Germany
EUR European Euro
68,000
Yes
Assembly;Bash/Shell (all shells);C;C++;Go;HTML/CSS;Java;JavaScript;Lua;Perl;PHP;Python;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Lua;Python;Rust;SQL;TypeScript;Zig
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Lua;Python;Rust;SQL;TypeScript
NA NA
Yes
MariaDB;Microsoft Access;MongoDB;MySQL;PostgreSQL;Redis;SQLite;Supabase
MariaDB;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cargo;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Gradle;Heroku;IBM Cloud;Kubernetes;Make;Maven (build tool);Microsoft Azure;Ninja;npm;Pacman;Pip;Prometheus;Supabase;Terraform;Vercel;Vite
Ansible;Cargo;Digital Ocean;Docker;Gradle;Make;Maven (build tool);Ninja;npm;Pacman;Pip
Ansible;Cargo;Digital Ocean;Docker;Gradle;Make;Maven (build tool);Ninja;npm;Pacman;Pip
nix NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23;Pydantic;uv
null
null
null
null
Ubuntu;iOS;Debian;Arch;NixOS
iOS;Arch;NixOS
Doxygen;GitHub;GitLab;Jira;Markdown File;Miro
Doxygen;GitHub;GitLab;Markdown File;Obsidian
Doxygen;GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);LinkedIn;Substack;Medium
mastodon, infosec.social 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
null
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Unfavorable
Highly distrust
Very poor at handling complex tasks
Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Project planning;Debugging or fixing 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
definitely not.
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.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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 need help fixing complex or unfamiliar code
creative problem solving, finding new solutions.
78,890
null
26,535
26,536
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
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
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
15
Developer, AI apps or physical AI
null
null
null
No
Work
Connected to an open-source project NA
Inefficient or time-costly NA
Software Development
Autonomy and trust to manage your own tasks NA
Yes
I have strongly considered changing my career and/or the industry I work in
5
5
Poland
PLN Polish zloty
200,000
Yes
C++;Groovy;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript
null
null
NA NA
Yes
Elasticsearch;MariaDB;MySQL;PostgreSQL;Redis;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Cargo;Composer;Docker;Kubernetes;Make;npm;Pip;pnpm;Podman;Vite
null
null
NA NA
Yes
Django;FastAPI;Flask;Next.js;Symfony;Vue.js
null
null
NA NA
Yes
Nano;Vim;Visual Studio Code
null
null
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;Ollama
c++23
null
null
null
Debian
Debian;Red Hat
Clickup;Confluence;GitHub;GitLab;Jira;Markdown File
null
null
NA NA
Reddit;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Deployment and monitoring
Committing and reviewing code;Predictive analytics
Learning about a codebase;Testing code;Creating or maintaining documentation
Learning new concepts or technologies
AI solutions that are almost right, but not quite
Yes
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
I don’t think I’ll need help from people anymore
Farming
54,580
0
26,536
26,537
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above;Attending school (part-time)
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);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Books / Physical media;School (i.e., University, College, etc...
10
Developer, full-stack
null
null
null
No
Personal Project
Costs are manageable NA
Poor usability NA
Software Development
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
10
10
Nepal
NPR Nepalese rupee
null
Yes
HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Dart;Go;Python;Rust;Swift
Python
NA NA
Yes
PostgreSQL;SQLite;Supabase
PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);APT;Cloudflare;Docker;Netlify;npm;Railway;Supabase;Vercel;Vite
Amazon Web Services (AWS);APT;Cloudflare;Docker;Netlify;npm;pnpm;Poetry;Supabase;Terraform;Vercel;Vite;Yarn
Amazon Web Services (AWS);APT;Cloudflare;Docker;Netlify;npm;Supabase;Vercel;Vite
NA NA
Yes
Flask;Next.js;React;Spring Boot;Vue.js
Flask;React
Flask;React
NA NA
Yes
Android Studio;Cursor;Eclipse;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code;Xcode;Zed
Android Studio;Claude Code;Cursor;Jupyter Notebook/JupyterLab;Neovim;Sublime Text;Visual Studio Code;Windsurf;Xcode;Zed
Android Studio;Cursor;Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code;Xcode;Zed
NA NA
Tailwind CSS 4;hostinger;Large Language Model;Pydantic;RAG;Google Gemini;Ollama
Tailwind CSS 4;hostinger;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv;visionOS
Tailwind CSS 4;hostinger;Large Language Model;Pydantic;RAG;Google Gemini;Ollama
null
null
MacOS;Ubuntu;Android;Linux (non-WSL)
MacOS;Ubuntu;Android;Linux (non-WSL)
GitHub;Google Colab;Markdown File;Obsidian
GitHub;Google Colab;Markdown File;Obsidian
GitHub;Google Colab;Markdown File;Obsidian
NA NA
Discord;Reddit;Dev.to;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;Twitch;LinkedIn;Substack;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models;Perplexity Sonar models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Reasoning models;Perplexity Sonar models
NA NA
Yes
Infrequently, less than once per year
Between 3 and 5 years
A few times per month or weekly
Chat (people);Long-form articles;Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning new concepts or technologies
Deployment and monitoring
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics
Documenting code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
I don't use it like the twitter like "vibe coding". for most of the projects i lay down initial project, tools, dependencies and initial setup myself and then only allow the editor like cursor with some of my own preferences in for some of my distinct feature requirement, verify and review diligently and approve it, al...
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Language processing;Vector databases for AI applications;Integration with external agents and APIs
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
supabase;Pinecone
null
Ollama;LangChain
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;v0.dev;Perplexity
Cursor (of that qualifies as "out-of-the-box")
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
problem solving, critical thinking, system design, architecture, research/experimentation based thinking
null
9
26,537
26,538
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Colleague or on-the-job training;Blogs or podcasts
8
Developer, embedded applications or devices
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Fintech
Expert mentors NA
No
I have neither consider or transitioned into a new career or industry
3
1
Brazil
BRL Brazilian real
100,000
Yes
Dart;Java;Kotlin
Dart;Go;Java;Kotlin
Dart;Java;Kotlin
NA NA
Yes
H2;PostgreSQL;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Make;Maven (build tool);npm
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Make;Maven (build tool)
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Make;Maven (build tool)
NA NA
Yes
Spring Boot;Vue.js
Spring Boot;Vue.js
Spring Boot;Vue.js
NA NA
Yes
Android Studio;IntelliJ IDEA;Visual Studio;Xcode
Android Studio;IntelliJ IDEA;Visual Studio
Android Studio;IntelliJ IDEA;Visual Studio
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Ubuntu
GitHub;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models)
Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Videos;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Upvote/Downvote Q&A posts NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers
Project planning
Documenting code;Testing code;Committing and reviewing 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
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
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.;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 need quick help troubleshooting
business logic integration
18,204
7
26,538
26,539
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);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
Technical documentation (is generated for/by the tool or system)
9
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
Media & Advertising Services
Solving real-world problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
12
3
Peru
PEN Peruvian sol
42,000
Yes
HTML/CSS;JavaScript;PHP
HTML/CSS;JavaScript;PHP;Rust;TypeScript
HTML/CSS;JavaScript;PHP
NA NA
Yes
MongoDB;MySQL;Redis
InfluxDB;MongoDB;Neo4J;PostgreSQL;Redis;Supabase
MongoDB;Redis
NA NA
Yes
Amazon Web Services (AWS);Docker;Make;npm;Vite
Amazon Web Services (AWS);Ansible;Cargo;Cloudflare;Digital Ocean;Docker;Make;Vite
Amazon Web Services (AWS);Docker;Make;Vite
NA just
Yes
jQuery;Laravel
Astro;Deno;Laravel;Svelte;Vue.js
Laravel
NA NA
Yes
Visual Studio Code;Zed
Zed
Zed
NA Helix
null
null
null
null
null
Ubuntu;Android;Pop!_OS
Ubuntu
GitLab;Jira
GitLab
GitLab
NA NA
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube
Stack Overflow;Hacker News;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
No, not really
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
Project planning
Learning about a codebase;Writing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving;Other (write in):
null
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
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 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
Know the basics of what you're doing, so you will know what and how to ask in an acceptable way. Debugging. Creativity.
11,702
5
26,539
26,540
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
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
11
Architect, software or solutions
1,000 to 4,999 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
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
Collaboration and support from a team NA
Yes
I have somewhat considered changing my career and/or the industry I work in
5
3
Brazil
BRL Brazilian real
210,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
GDScript;Go;HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
HTML/CSS;JavaScript;Lua;Python;SQL;TypeScript
NA NA
Yes
PostgreSQL
Databricks SQL;Microsoft SQL Server;MySQL;PostgreSQL;Supabase;Pocketbase
PostgreSQL
NA NA
Yes
Chocolatey;Docker;Firebase;Microsoft Azure;npm;Pip;Yarn
Amazon Web Services (AWS);Bun;Docker;Firebase;Kubernetes;Microsoft Azure;Pip;Poetry;Yarn
Docker;Firebase;Microsoft Azure;Pip;Yarn
NA Deno
Yes
Express;FastAPI;Next.js;Node.js;React
Angular;ASP.NET;ASP.NET Core;Deno;Next.js;Node.js;Nuxt.js;React;Vue.js
Next.js;Node.js;React
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Sublime Text;Visual Studio Code
Notepad++;Sublime Text;Visual Studio Code
Notepad++;Sublime Text;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows
GitHub;Microsoft Planner;Obsidian
GitHub;Microsoft Planner;Obsidian
GitHub;Microsoft Planner;Obsidian
Azure DevOps Azure DevOps
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;Company-sponsored forums
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
null
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Documenting code;Testing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No, I use AI for smalls sections of code at a time only.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Understanding the big picture of systems, how parts relate to each other and the whole. Knowing how to ask/direct AI agents. Having critical thinking to decide why something was done in a certain way.
38,228
7
26,540
26,541
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time);Engaged in paid work (10-19 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);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)
3
Applied scientist
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
null
No
null
null
null
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
5
5
India
INR Indian rupee
null
Yes
Bash/Shell (all shells);Python;Rust
Bash/Shell (all shells);Python;Rust
Bash/Shell (all shells);Python;Rust
NA NA
No
null
null
null
NA NA
Yes
Pacman
Pacman
Pacman
NA NA
No
null
null
null
NA NA
Yes
Neovim
Neovim
Neovim
NA NA
null
null
null
null
null
Arch
Arch;NixOS
null
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
No, not really
null
No, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no - it just does not work. I mostly work on large datasets, and i can use it know what library to use or something, but that is almost a 1 line search. when i get to actual logic, they go don pretty fast, and if i give algorithm, or a pseudo code (which i was possibly writing for docs for example), then i am just usin...
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
When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
writing algorithms. "ai" still can not think. it can regurgetate what it has trained on, but not novelly generate much.
null
null
26,541
26,542
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
25
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
25
Developer, desktop or enterprise applications
null
null
null
No
Work
Costs are manageable NA
Prohibitive pricing NA
Manufacturing
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,542
26,543
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Online Courses or Certification (includes all media types);Blogs or podcasts;Coding Bootcamp;Books / Physical media
10
Developer, back-end
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
null
Software Development
Competitive pay and benefits NA
Yes
I have somewhat considered changing my career and/or the industry I work in
3
2
Ukraine
USD United States dollar
40,000
Yes
Assembly;Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript;VBA
C#;Elixir;Erlang;Go;HTML/CSS;Java;JavaScript;Kotlin;PHP;PowerShell;Python;R;Ruby;Rust;Scala;SQL;Swift;TypeScript;VBA;Visual Basic (.Net)
HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;TypeScript;VBA
10 NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Neo4J;Oracle;PostgreSQL;Redis;SQLite;Supabase
BigQuery;Cassandra;Cloud Firestore;Cosmos DB;Databricks SQL;Elasticsearch;MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;Snowflake;SQLite;Supabase;Amazon Redshift
MariaDB;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis;SQLite;Supabase
NA NA
null
Amazon Web Services (AWS);Ansible;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Kubernetes;Maven (build tool);Microsoft Azure;Netlify;npm;pnpm;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Cloudflare;Composer;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Kubernetes;Make;Maven (build tool);Microsoft Azure;MSBuild;Netlify;npm;pnpm;Prometheus;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Ansible;Cloudflare;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Gradle;Heroku;Kubernetes;Maven (build tool);Microsoft Azure;Netlify;npm;pnpm;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
NA NA
null
Angular;AngularJS;Django;Express;FastAPI;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;React;Spring Boot;Vue.js
Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;Django;Drupal;Express;FastAPI;Fastify;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;Phoenix;React;Ruby on Rails;Spring Boot;Svelte;Symfony;WordPress
Angular;AngularJS;Django;Express;FastAPI;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;React;Spring Boot
NA NA
null
Android Studio;Bolt;Claude Code;Cursor;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Lovable.dev;Notepad++;PhpStorm;Sublime Text;Visual Studio;Visual Studio Code
Android Studio;IntelliJ IDEA;Sublime Text;Visual Studio Code
Android Studio;IntelliJ IDEA;Sublime Text;Visual Studio Code
NA NA
Tailwind CSS 4;hostinger;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
Tailwind CSS 4;hostinger;Odoo;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph
Tailwind CSS 4;hostinger;Large Language Model;RAG;Google Gemini;Shadcn/ui;Ollama
null
null
Windows;Android
MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;Linux (non-WSL);Red Hat;Fedora;ChromeOS
Asana;Confluence;GitHub;GitLab;Jira;Markdown File;Notion;Trello
Asana;Confluence;GitHub;Jira;Markdown File;Trello
Asana;Confluence;GitHub;Jira;Markdown File;Trello
NA NA
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Discord;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
NA NA
null
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Not sure/can't remember
Less than once every 2 - 3 months
Less than one year
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
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
Yes, I use AI agents at work daily
Yes, somewhat
Decision intelligence;IT operations;Data and analytics;Customer service support;Marketing
Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs;Personalized agent creation
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
Redis;supabase;Pinecone
null
Vertex AI;Llama Index;Ollama;LangChain;Zapier;LangGraph
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;Replit;Perplexity;Bolt.new;Blackbox AI;Cody
null
null
null
40,000
8
26,543
26,544
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
5
Academic researcher
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives NA
Other:
null
No
I have strongly considered changing my career and/or the industry I work in
3
2
United States of America
USD United States dollar
null
Yes
HTML/CSS;JavaScript;MATLAB;Python
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Less than once every 2 - 3 months
Chat (people);Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
ChatGPT;GitHub Copilot;Perplexity
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
null
null
null
26,544
26,545
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
26,545
26,546
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
School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Blogs or podcasts;Stack Overflow or Stack Exchange
13
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Security or privacy concerns NA
Software Development
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
2
4
Taiwan
TWD New Taiwan dollar
3,500,000
Yes
Java;Kotlin;Python;SQL
C;C++;Go;Kotlin;Python;Rust;Scala;Mojo
Kotlin;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
Android Studio;IntelliJ IDEA;Vim;Visual Studio Code
NA NA
null
null
null
null
null
Windows;MacOS;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
MacOS;Android;iOS;Linux (non-WSL)
Confluence;GitHub;Jira
null
null
Gerrit NA
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
Stack Overflow;Stack Exchange;Reddit
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Videos;Coding challenges
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
Debugging or fixing code
Generating content or synthetic data
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
sometimes, when I have repetitive task that I want to automate and don't want to spent 30 minutes on it.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;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.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I 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
ability to identify what tasks to do to achieve a goal and the ability to breakdown tasks into smaller pieces.
118,602
9
26,546
26,547
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
No, I didn't spend time learning in the past year
null
15
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,547
26,548
I am a developer by profession
25-34 years old
Other (please specify):
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
13
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podc...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Stack Overflow or Stack Exchange
7
Developer, back-end
1,000 to 4,999 employees
Individual contributor
Remote
No
Work
Robust and complete API NA
Ethical concerns NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
3
10
Brazil
BRL Brazilian real
144,000
Yes
HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Java;JavaScript;TypeScript
Java;JavaScript;TypeScript
NA NA
Yes
BigQuery;Dynamodb;MongoDB;MySQL;PostgreSQL;Redis
Dynamodb;Elasticsearch;PostgreSQL
Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Maven (build tool);New Relic;npm;pnpm;Prometheus;Splunk;Terraform
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Maven (build tool);Splunk
Amazon Web Services (AWS);Datadog;Docker;Kubernetes;Maven (build tool);Splunk
NA NA
Yes
Angular;AngularJS;Express;NestJS;Node.js;Spring Boot;WordPress
Express;Node.js;Spring Boot;WordPress
Express;Node.js;Spring Boot;WordPress
Quarkus Quarkus
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
IntelliJ IDEA;Visual Studio Code
NA NA
RAG
null
null
null
null
Windows
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Confluence;GitHub;Google Workspace;Jira;Miro;Notion;Trello
GitHub;Google Workspace;Jira
GitHub;Google Workspace;Jira
NA NA
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Discord;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Substack;Medium;Company-sponsored forums
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Not sure/can't remember
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Chat (people);Lists of recommendations (tools, frameworks, technologies, etc.);Job board;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Highly trust
Good, but not great at handling complex tasks
Writing code;Committing and reviewing code;Predictive analytics;Search for answers
null
null
Deployment and monitoring
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;I haven’t encountered any problems
null
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation;IT operations;Customer service support
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
null
The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
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
Stackspot
null
Stackspot
New Relic;Snyk;Grafana + Prometheus
Stackspot
ChatGPT;GitHub Copilot;Microsoft Copilot
Stackspot
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
null
26,213
9
26,548
26,549
I code primarily as a hobby
18-24 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Student
Attending school (part-time)
null
Yes, I am new to coding or currently a student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,549
26,550
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
Volunteering (regularly)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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
45
Cloud infrastructure engineer
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
null
Energy
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,550
26,551
I am learning to code
35-44 years old
Associate degree (A.A., A.S., etc.)
Retired
Engaged in paid work (20-29 hours per week)
null
Yes, I am new to coding or currently a student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,551
26,552
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.);Attending school (part-time)
33
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;St...
42
Data engineer
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Availability of better alternatives NA
Healthcare
Innovation through solving challenging and complex problems NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
New Zealand
NZD New Zealand dollar
170,000
Yes
Bash/Shell (all shells);C#;HTML/CSS;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;Lisp;Python;SQL
Bash/Shell (all shells);HTML/CSS;Python;SQL
NA NA
Yes
Microsoft SQL Server;Snowflake;SQLite
DuckDB;PostgreSQL;Snowflake;SQLite
Snowflake;SQLite
NA NA
Yes
APT;Docker;Homebrew;Kubernetes;Microsoft Azure;NuGet;Pip
Amazon Web Services (AWS);APT;Docker;Google Cloud;Homebrew
APT;Docker;Homebrew
uv uv
Yes
FastAPI
FastAPI
FastAPI
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Claude Code;Jupyter Notebook/JupyterLab;PyCharm;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
Large Language Model;Pydantic;RAG;Google Gemini;Ollama;uv
Polars;Large Language Model;Pydantic;RAG;Google Gemini;LangGraph;uv
Large Language Model;Pydantic;RAG;Google Gemini;uv
null
null
MacOS;Ubuntu;iOS;Linux (non-WSL);iPadOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;GitHub;Google Colab;Jira;Markdown File;Wikis
GitHub;Google Colab;Markdown File;Wikis
GitHub;Google Colab;Markdown File;Wikis
NA NA
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Kaggle;YouTube
Stack Overflow;Stack Exchange;Discord;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
A few times per month or weekly
Long-form articles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Predictive analytics
Committing and reviewing code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
Not really. I use AI to generate short functions in the range of 3-20 lines. Usually, I'm adding functionality to existing code, or I've already broken the problem down to smallish steps in my head.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
Write in the most significant challenge if not listed above:
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;Other (please specify):
Breaking down problems or workflows into smaller pieces. Understanding the components, such as OS's, cloud services, etc. Setting realistic expectations about what is feasible. Understanding problem domains and what users want.
102,400
4
26,552
26,553
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled ap...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Blogs or podcasts
13
Developer, back-end
10,000 or more employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
null
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
8
8
United States of America
USD United States dollar
290,000
Yes
C#;Go;JavaScript;Rust;TypeScript
null
null
NA NA
Yes
Microsoft SQL Server
Databricks SQL
null
NA NA
Yes
Cargo;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Prometheus;Terraform
null
null
NA NA
No
null
null
null
NA NA
Yes
Claude Code;Neovim;Visual Studio Code
Claude Code;Neovim;Zed
Claude Code;Neovim
NA NA
Microsoft Fabric
Polars;Large Language Model;Microsoft Fabric
Microsoft Fabric
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Azure Devops;GitHub;Obsidian;Stack Overflow for Teams
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work)
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools weekly
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Predictive analytics
Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;Write in the most significant benefit if not listed above.
AI agents have improved collaboration within my team.
AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
290,000
6
26,553
26,554
I am a developer by profession
65 years or older
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
Volunteering (regularly)
34
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
51
Retired
null
null
null
null
Work
Reputation for quality NA
Availability of better alternatives NA
null
Solving real-world problems NA
null
null
null
5
Australia
AUD Australian dollar
null
Yes
Assembly;C;C++;Delphi;Java;JavaScript;Lua;MicroPython;Python;SQL
null
null
NA NA
Yes
MariaDB;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
Windows
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Videos
null
null
null
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
I don’t use AI tools regularly
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers
null
null
10
26,554
26,555
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
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)
11
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Reliability and low latency NA
Outdated or obsolete technology or features NA
Software Development
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
3
3
Taiwan
TWD New Taiwan dollar
600,000
Yes
Go;HTML/CSS;Java;JavaScript;Kotlin;PHP;Python;Rust;TypeScript;Zig
JavaScript;Rust;TypeScript;Zig
JavaScript;Rust;TypeScript;Zig
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Deno;Next.js;Node.js;Nuxt.js;React;Vue.js;Axum
Deno;Node.js;Nuxt.js;React;Vue.js;Axum
Deno;Node.js;Nuxt.js;React;Vue.js;Axum
NA NA
Yes
Cursor;Neovim;Vim;Visual Studio Code;Xcode
Cursor;Neovim;Vim;Visual Studio Code
Cursor;Neovim;Vim;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;uv
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama;uv
Tailwind CSS 4;Large Language Model;uv
null
null
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Arch
Windows;MacOS;Ubuntu;Linux (non-WSL)
GitHub
GitHub
GitHub
NA NA
Discord;Reddit;Dev.to;Hacker News;X;YouTube
Discord;Reddit;X;YouTube
Discord;Reddit;X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
Anthropic: Claude Sonnet;openAI GPT (chatbot models)
NA NA
Yes
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
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
null
null
Deployment and monitoring;Search for answers
Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data
Learning about a codebase;Testing code;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
no
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;IT operations
MCP servers;Personalized agent creation
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.
null
Qdrant
null
Ollama
null
null
null
ChatGPT;Claude Code;GitHub Copilot
null
When I need quick help troubleshooting
rust
20,332
6
26,555
26,556
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
10
Developer, QA or test
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
26,556
26,557
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
30
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 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;Books / Physical media
20
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Prohibitive pricing NA
Internet, Telecomm or Information Services
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,557
26,558
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,558
26,559
I am learning to code
65 years or older
Other (please specify):
Retired
Caring for dependents (children, elderly, etc.)
100
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,559
26,560
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
null
AI/ML engineer
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,560
26,561
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
I prefer not to say
null
11
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
Videos (not associated with specific online course or certification)
12
AI/ML engineer
null
null
null
null
Work
Reputation for quality NA
Prohibitive pricing NA
null
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
5
1
Sweden
SEK Swedish krona
null
Yes
HTML/CSS;Java;JavaScript;MATLAB;Python;R;Rust;SQL;TypeScript;VBA;Visual Basic (.Net)
Assembly;Bash/Shell (all shells);C;C#;C++;Go;HTML/CSS;Java;JavaScript;Kotlin;Lisp;MATLAB;Perl;PHP;Python;R;Rust;SQL;TypeScript;VBA;Visual Basic (.Net)
HTML/CSS;Java;JavaScript;MATLAB;Python;R;Rust;SQL;TypeScript;VBA;Visual Basic (.Net)
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
Google Gemini
Large Language Model;Google Gemini
Google Gemini
null
null
Windows;Android
Windows;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Azure Devops;GitHub;Markdown File;Trello
GitHub;Markdown File
GitHub;Markdown File
ZenHub ZenHub
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Stack Exchange;Discord
Stack Overflow;Stack Exchange;Discord
NA NA
No
null
null
null
NA NA
Yes
Infrequently, less than once per year
Between 5 and 10 years
Less than once every 2 - 3 months
Chat (people)
Ask a question NA
Yes, somewhat
Rarely, almost never
No, but I plan to soon
Very favorable
Highly trust
I don't use AI tools for complex tasks / I don't know
Other (write in):
Learning about a codebase;Documenting code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Testing code;Generating content or synthetic data
Project planning
null
I don’t use AI tools regularly
null
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 spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
When I’m stuck and can’t explain the problem
Reading the manual first
null
7
26,561
26,562
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.)
11
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training;Other (please specify):
14
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reputation for quality NA
Prohibitive pricing NA
Fintech
Competitive pay and benefits NA
Yes
I have neither consider or transitioned into a new career or industry
5
null
New Zealand
NZD New Zealand dollar
165,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Ruby;SQL;TypeScript
null
null
NA NA
Yes
PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Datadog;Docker;Vite;Yarn
null
null
circleci, sentry NA
Yes
Node.js;React;Ruby on Rails
null
null
NA NA
Yes
Visual Studio Code
null
null
NA NA
null
null
null
null
null
MacOS
null
GitHub
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models)
null
null
NA NA
No
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Bad at handling complex tasks
Writing code;Committing and reviewing code;Search for answers;Generating content or synthetic data
Project planning;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Debugging or fixing code
Learning about a codebase;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Other (write in):
Professionally: only for very small things that I know how to do, but can't be bothered with.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I’m stuck and can’t explain the problem
null
99,388
8
26,562
26,563
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
None of the above
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Games or coding challenges;School (i.e., University, College, etc)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,563
26,564
I am learning to code
55-64 years old
Primary/elementary school
Employed
Attending school (part-time)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,564
26,565
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;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
27
Developer, full-stack
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
12
2
Canada
CAD Canadian dollar
165,000
Yes
C;C#;C++
Rust;Swift
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Rider;Visual Studio;Visual Studio Code;Xcode
null
null
NA NA
.NET 8 or higher
null
null
null
null
MacOS;iOS;iPadOS;Red Hat
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL)
Confluence;GitLab;Jira;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn;Substack;Medium
null
null
NA NA
Yes
null
null
null
GitHub Copilot 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.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.;My company...
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
The ability to understand and architect large solutions with many projects and hundreds of files.
120,381
9
26,565
26,566
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
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;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Architect, software or solutions
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,566
26,567
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
Independent contractor, freelancer, or self-employed
None of the above
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
15
Other (please specify):
null
null
null
No
Personal Project
Other (please specify): Ability to solve a unique and complex problem with a simple solution
Availability of better alternatives NA
Media & Advertising Services
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
3
3
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);C#;Go;HTML/CSS;JavaScript;PHP;PowerShell;Python;SQL;TypeScript
C;C++;Ruby;Rust
null
NA NA
Yes
SQLite
Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Redis;SQLite
SQLite
NA NA
null
Cargo;Chocolatey;MSBuild;npm;NuGet;Pip;Poetry;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Kubernetes;Vercel;Vite;Webpack;Yarn
Vercel;Vite;Webpack;Yarn
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;jQuery;Node.js
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Blazor;Django;Flask;jQuery;Laravel;NestJS;Next.js;Node.js;Nuxt.js;React;Ruby on Rails;Svelte;Vue.js;WordPress
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;jQuery;Node.js
NA NA
Yes
Claude Code;Cursor;Nano;Neovim;Notepad++;Visual Studio;Visual Studio Code
Nano;Neovim;Notepad++;Visual Studio;Visual Studio Code
Nano;Neovim;Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher;Tailwind CSS 4;Google Gemini
.NET 8 or higher
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub;Markdown File
GitHub;GitLab;Markdown File;Obsidian
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube;Twitch;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Adobe Firefly Adobe Firefly
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Search for answers;Learning new concepts or technologies
null
Deployment and monitoring;Predictive analytics
null
Documenting code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation
AI solutions that are almost right, but not quite;Other (write in):
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Decision intelligence;Marketing
Language processing;Personalized agent creation
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Project / Product Management. AI's can't yet orchestrate a team of developers and delegate responsibilities to the right people in furtherance of a business objective. There will always be a need for someone to manage a team of developers irrespective of the intelligence that AI agents may have/provide. This may change...
null
null
26,567
26,568
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (full-time)
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)
No, I didn't spend time learning in the past year
null
6
System administrator
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Easy-to-use API NA
null
Government
null
No
I have neither consider or transitioned into a new career or industry
null
null
Germany
EUR European Euro
null
null
HTML/CSS;JavaScript;Python;TypeScript
Rust
null
NA NA
Yes
MariaDB;Microsoft SQL Server;MySQL;PostgreSQL
Redis
null
NA NA
No
null
null
null
NA NA
Yes
Flask;Next.js;Node.js;WordPress
null
null
NA NA
Yes
Visual Studio Code
IntelliJ IDEA
null
NA NA
Tailwind CSS 4;Shadcn/ui
null
null
null
null
Windows;MacOS;Ubuntu
null
GitHub;GitLab
null
null
NA NA
Stack Overflow;Stack Exchange;Discord
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
null
null
null
null
null
null
null
null
Yes, I use AI tools monthly or infrequently
Indifferent
Highly distrust
Bad at handling complex tasks
null
null
null
null
Writing code;Debugging or fixing code;Committing and reviewing code
Debugging AI-generated code is more time-consuming
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
null
null
null
null
26,568
26,569
I used to be a developer by profession, but no longer am
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
27
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,569
26,570
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
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;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Books / Physical media
20
Data engineer
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable 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
6
11
India
INR Indian rupee
6,750,000
Yes
Bash/Shell (all shells);Java;JavaScript;Python;Scala;SQL
null
null
NA NA
Yes
BigQuery;Databricks SQL;MongoDB;MySQL;Oracle;PostgreSQL;Redis
Neo4J;Oracle;PostgreSQL;Redis
Oracle;PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Composer;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);npm;Pip;Prometheus;Terraform;Yarn
Composer;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);npm;Pip;Prometheus;Terraform
Composer;Docker;Google Cloud;Gradle;Homebrew;Kubernetes;Make;Maven (build tool);npm;Pip;Prometheus;Terraform
NA NA
Yes
Flask;Spring Boot
null
null
NA NA
Yes
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini;LangGraph
Large Language Model;RAG;Google Gemini;LangGraph
Large Language Model;RAG;Google Gemini;LangGraph
null
null
Windows;MacOS;Ubuntu;Windows Subsystem for Linux (WSL);iOS;iPadOS;ChromeOS
Windows;MacOS;Android;iPadOS;ChromeOS
Asana;GitHub;GitLab;Google Colab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Microsoft Planner;Miro
Asana;GitHub;GitLab;Google Colab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Miro
Asana;GitHub;GitLab;Google Colab;Google Workspace;Lucid (includes Lucidchart);Markdown File;Miro
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium;Company-sponsored forums
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium;Company-sponsored forums
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Not sure/can't remember
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Message Boards;Long-form articles;Videos;Coding challenges;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts
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 daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Learning new concepts or technologies
null
null
null
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
Not mostly, only in parts
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
Agent/multi-agent orchestration;MCP servers
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;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 a...
null
pgvector
ADK LangGraph
Vertex AI;LangGraph
ADK(google)
Grafana + Prometheus
null
Google Gemini
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Solving nuanced and complex problems in person which requires human interaction
78,462
null
26,570
26,571
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)
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);Stack Overflow or Stack Exchange
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Applied scientist
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Robust and complete API NA
Inefficient or time-costly NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
1
4
Japan
JPY Japanese yen
null
Yes
C++;PowerShell;Python
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23
null
null
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Linux (non-WSL)
Red Hat
Confluence;Doxygen;GitHub;Jira
null
null
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
No
Daily or almost daily
Between 5 and 10 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Answer a question NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat distrust
Very poor at handling complex tasks
Writing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
null
null
null
AI solutions that are almost right, but not quite
No, I use LLM to create snippets of code that I review to understand the API of a library that I don't know.
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 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.
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
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.
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
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 need help fixing complex or unfamiliar code
HPC code
null
8
26,571
26,572
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.)
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
24
Developer, full-stack
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Government
Autonomy and trust to manage your own tasks NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
4
2
United States of America
USD United States dollar
137,000
Yes
HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
Elasticsearch;PostgreSQL
PostgreSQL
PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
Express;Flask;Node.js;Vue.js
AngularJS;Express;Flask;Node.js;React;Vue.js
Express;Flask;Node.js;Vue.js
NA NA
No
null
null
null
NA NA
RAG
null
null
null
null
Ubuntu;Android;ChromeOS
Windows;Windows Subsystem for Linux (WSL);iOS
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
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
The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Ability to test against statutory government requirements; detecting, understanding, and describing edge-case errors; security red teaming (e.g., discovering policy vs. implementation mismatch, discovering zero-day attacks based on previously not-considered patterns of misuse, etc.)
137,000
7
26,572
26,573
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);Attending school (part-time)
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
14
Academic researcher
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Easy-to-use API NA
Poor usability NA
Higher Education
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
5
4
United States of America
USD United States dollar
38,000
Yes
Python;R
Python;R
Python;R
lean lean, haskell
Yes
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Sublime Text
Sublime Text
Sublime Text
RStudio RStudio
null
null
null
null
null
MacOS
MacOS
GitHub;Markdown File;Monday.com
GitHub;Markdown File;Monday.com
GitHub;Markdown File;Monday.com
NA NA
Stack Exchange;YouTube
Stack Exchange;YouTube
Stack Exchange;YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
A few times per month or weekly
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
No, and I don't plan to
Favorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation
Learning new concepts or technologies
null
null
I don’t use AI tools regularly
I don't even know what to say to this...
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
38,000
null
26,573
26,574
I am learning to code
35-44 years old
Associate degree (A.A., A.S., etc.)
Student
Attending school (part-time)
10
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types)
No, I didn't spend time learning in the past year
null
2
Student
null
null
null
null
School
Reputation for quality NA
Poor usability NA
null
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
null
26,574
26,575
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)
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,575
26,576
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (part-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);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
3
Developer, full-stack
Less than 20 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
Personal Project
Customizable and manageable codebase NA
Lack of or sub-par API NA
Internet, Telecomm or Information Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
2
Myanmar
MMK Myanmar kyat
7,800,000
Yes
HTML/CSS;JavaScript;PHP;Python
C;C++;Go
null
NA NA
Yes
MySQL;Redis;Valkey
PostgreSQL
null
NA NA
No
null
null
null
NA NA
Yes
jQuery;Laravel;Vue.js
Nuxt.js
null
NA NA
Yes
PhpStorm;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Fedora
Fedora
GitHub
GitLab
null
NA NA
Stack Overflow
Reddit
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
Not sure
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Project planning;Documenting code;Committing and reviewing code
Learning about a codebase;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite
null
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I 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
3,715
8
26,576
26,577
I used to be a developer by profession, but no longer am
55-64 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Retired
None of the above
43
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
43
Retired
null
null
null
null
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
null
null
null
null
null
5
Australia
AUD Australian dollar
null
Yes
Bash/Shell (all shells);Perl;PowerShell;Rust;SQL
Bash/Shell (all shells);Perl;PowerShell;Rust;SQL
Bash/Shell (all shells);Perl;PowerShell;Rust;SQL
V V
Yes
MySQL;PostgreSQL
MySQL;PostgreSQL
MySQL;PostgreSQL
NA NA
Yes
APT;Cargo;Google Cloud
APT;Cargo;Google Cloud
APT;Cargo;Google Cloud
NA NA
Yes
Node.js
Node.js
Node.js
NA NA
Yes
Sublime Text;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
Windows;MacOS;Ubuntu;ChromeOS
Windows;MacOS;Ubuntu;ChromeOS
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Reddit;GitHub (public projects, not private repos)
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
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers
Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Documenting code;Testing code
null
AI solutions that are almost right, but not quite
NO
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
null
null
null
null
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.
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
GitHub MCP Server
null
null
null
null
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Having an open mind
null
null
26,577
26,578
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week);Attending school (full-time)
16
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;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 ...
19
Academic researcher
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Costs are manageable NA
Ethical concerns NA
Government
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
3
7
Saudi Arabia
SAR Saudi Arabian riyal
null
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;HTML/CSS;Java;JavaScript;MATLAB;PHP;PowerShell;Prolog;Python;R;SQL;TypeScript;Visual Basic (.Net)
F#;Go
null
NA NA
Yes
Firebase Realtime Database;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;SQLite
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Heroku;Microsoft Azure;npm;NuGet;Pip
null
null
NA NA
Yes
Angular;AngularJS;ASP.NET;ASP.NET Core;Express;FastAPI;jQuery;NestJS;Next.js;Node.js;React;Vue.js;WordPress
null
null
NA NA
Yes
Android Studio;Eclipse;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PhpStorm;PyCharm;Trae;Vim;Visual Studio;Visual Studio Code;WebStorm
null
null
NA NA
Large Language Model;RAG;Google Gemini;Ollama
null
null
null
null
Windows;Ubuntu;Android
null
Azure Devops;GitHub;Google Colab;Google Workspace;Stack Overflow for Teams;Wikis
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Medium
null
null
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Re...
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Chat (people);Videos;Coding challenges;Chat (bot/AI)
Answer a question NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Testing code
Generating content or synthetic data
Creating or maintaining documentation
Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
No, but I plan to
Yes, somewhat
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.
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 fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Providing better ideas and innovation.
null
6
26,578
26,579
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
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
9
Developer, back-end
10,000 or more employees
Individual contributor
In-person
No
Personal Project
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
26,579
26,580
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
16
Engineering manager
20 to 99 employees
People manager
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Prohibitive pricing NA
Other:
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
12
null
Chile
CLP Chilean peso
58,000,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
Go
null
NA NA
Yes
MongoDB;MySQL;Redis;SQLite
BigQuery
null
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Google Cloud;Kubernetes;New Relic;npm;Pip;Podman;Terraform;Vite;Webpack
Prometheus
null
Nx NA
Yes
Angular;Fastify;Flask;Next.js;Node.js;React;Ruby on Rails
null
null
NA NA
Yes
Vim;Visual Studio Code
null
null
NA NA
Large Language Model
RAG;Google Gemini
null
null
null
Windows;MacOS;Pop!_OS;NixOS
MacOS
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Medium
null
null
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
null
NA NA
No
A few times per week
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
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
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Writing code;Documenting code;Testing code;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Committing and reviewing code
null
Search for answers;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
For simple and/or boilerplate code, for which I know what is the solution but AI greatly reduces the time for it.
Yes, I use AI agents at work monthly or infrequently
Yes, to a great extent
Software engineering
Language processing
AI agents have helped me automate repetitive tasks.
AI agents have increased my productivity.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have 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.
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
null
null
null
null
null
ChatGPT;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 want to compare different solutions;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Critical thinking, usability, system design and problem solving.
61,498
8
26,580
26,581
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Student
Volunteering (regularly);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
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
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
7
Developer, full-stack
100 to 499 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Personal Project
Connected to an open-source project NA
Ethical concerns NA
Software Development
null
No
I have somewhat considered changing my career and/or the industry I work in
10
20
Spain
EUR European Euro
null
Yes
Assembly;C++;HTML/CSS;Java;JavaScript;PHP;Python;R;Rust;SQL;TypeScript
Assembly;Bash/Shell (all shells);C;GDScript;HTML/CSS;Lua;Rust;TypeScript;Gleam
Assembly;HTML/CSS;Rust;TypeScript
NA NA
Yes
InfluxDB;MariaDB;Microsoft Access;MongoDB;MySQL;Oracle;PostgreSQL
Cassandra;MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA SurrealDB
Yes
APT;Cargo;Chocolatey;Cloudflare;Docker;npm;NuGet;Pacman;Vite;Webpack
APT;Cargo;Pacman;Vite
APT;Cargo;Pacman;Vite
NA NA
Yes
Angular;Express;jQuery;Nuxt.js;Vue.js;WordPress
Express;Nuxt.js;Vue.js
Express;Nuxt.js;Vue.js
NA yew, koajs
No
null
null
null
NA NA
Amazon Bedrock
null
null
null
null
Arch;Pop!_OS
Ubuntu
GitHub;Markdown File;Miro;Trello
GitHub;GitLab;Markdown File
GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Bluesky;YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
null
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Project planning;Generating content or synthetic data
Learning about a codebase;Documenting code;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
No, please 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.;The cost of using certain AI agent platforms is a barrier.
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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
design system architectures, low level code and optimizations
null
6
26,581
26,582
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.)
19
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
28
Cloud infrastructure engineer
100 to 499 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable 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
10,000
1,000
United States of America
USD United States dollar
218,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Less than once every 2 - 3 months
null
null
Neutral
About half of the time
Yes, I use AI tools daily
Indifferent
Highly distrust
Neither good or bad at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
218,000
5
26,582
26,583
I used to be a developer by profession, but no longer am
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
14
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
18
System administrator
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reliability and low latency NA
Security or privacy concerns NA
Manufacturing
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
20
5
Australia
AUD Australian dollar
95,000
Yes
Bash/Shell (all shells);C#;JavaScript;PowerShell;Python;Rust;TypeScript;VBA
Bash/Shell (all shells);C#;Python;Rust;TypeScript
Bash/Shell (all shells);C#;Python;Rust;TypeScript
NA NA
Yes
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server;PostgreSQL
NA NA
Yes
Docker;Microsoft Azure;Podman
Docker;Microsoft Azure;Podman
Docker;Microsoft Azure;Podman
NA NA
Yes
ASP.NET Core;React
ASP.NET Core
ASP.NET Core
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Ubuntu;Android;Debian;iPadOS;Fedora
Windows;Android;iPadOS
GitHub;Obsidian
Confluence;GitHub;Jira;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Stack Exchange;Reddit;YouTube;LinkedIn
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Directly open a Q&A post via search, documentation or a peer NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;...
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
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
Integrating AI agents with my existing tools and workflows can be difficult.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
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
All skills will continue to remain valuable. Anyone can copy and paste code, but developers still need to understand code in order to make good decisions and troubleshoot.
61,759
null
26,583
26,584
I am a developer by profession
18-24 years old
Primary/elementary school
Independent contractor, freelancer, or self-employed
Attending school (full-time)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,584
26,585
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
40
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange
41
Developer, mobile
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Robust and complete API NA
null
Government
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
2
1
United States of America
USD United States dollar
null
Yes
Dart;Groovy;HTML/CSS;Java;Kotlin;Python;SQL
Dart;Kotlin;Python
Dart;Kotlin;Python
NA NA
Yes
MongoDB;PostgreSQL;SQLite
SQLite
SQLite
NA NA
Yes
Docker;Gradle
Amazon Web Services (AWS);Docker;Gradle
Docker;Gradle
NA NA
Yes
React
null
null
Ktor NA
Yes
Android Studio;IntelliJ IDEA;Notepad++;PyCharm;Vim
Android Studio;IntelliJ IDEA;Notepad++;PyCharm;Vim
Android Studio;IntelliJ IDEA;Notepad++;PyCharm;Vim
NA NA
null
null
null
null
null
Windows;MacOS;Android;iOS;Linux (non-WSL)
Windows;Android;Linux (non-WSL)
GitHub;GitLab;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
GitHub;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Slack (public channels, not work);Bluesky;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;Discord;Slack (public channels, not work);Bluesky
Stack Overflow;Stack Exchange;Discord;Slack (public channels, not work);Bluesky
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Answer a question NA
Neutral
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;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Project planning;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Testing code;Deployment and monitoring
null
null
AI solutions that are almost right, but not quite;Other (write in):
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Architecture, UX
null
null
26,585
26,586
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;Attending school (part-time)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
20
Developer, full-stack
10,000 or more 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
Inefficient or time-costly NA
Software Development
Working with new technologies and tools NA
No
I have strongly considered changing my career and/or the industry I work in
120
120
United States of America
USD United States dollar
85,000
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Videos;Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Ask a question NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Very favorable
Highly trust
Very well at handling complex tasks
Learning about a codebase;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
null
Project planning;Documenting code;Deployment and monitoring;Creating or maintaining documentation
null
I haven’t encountered any problems
Yes
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
85,000
6
26,586
26,587
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
None of the above
15
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
16
Developer, back-end
null
null
null
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
null
null
France
USD United States dollar
null
Yes
Bash/Shell (all shells);Go;JavaScript;TypeScript
Bash/Shell (all shells);Go;JavaScript;Rust;TypeScript;Zig
Bash/Shell (all shells);Go;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Docker;Make;npm;pnpm
Docker;Make;npm;pnpm
Docker;Make;npm;pnpm
NA NA
Yes
null
null
null
NA NA
Yes
null
null
null
NA NA
null
null
null
null
null
Arch
Ubuntu;Linux (non-WSL);Arch
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
Stack Overflow;Reddit;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Infrequently, less than once per year
null
null
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
Very poor at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
26,587
26,588
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Not employed
null
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Other (please specify):
No, I didn't spend time learning in the past year
null
6
Other (please specify):
null
null
null
null
null
null
null
null
null
No
I have neither consider or transitioned into a new career or industry
10,000
1,000
United States of America
USD United States dollar
0
Yes
Assembly;Bash/Shell (all shells);Rust
Assembly;C;Rust
Assembly;Rust
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
Linux (non-WSL);Arch
null
GitHub;GitLab;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Message Boards;Videos;Day-in-the-life profiles/interviews with experts
Read and/or vote on comments for a Question or Answer I am interested in NA
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
Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Documenting code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
I am unemployed, this is 5th time you asked me.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
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
null
null
null
26,588
26,589
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-...
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all ...
7
Developer, full-stack
20 to 99 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Availability of better alternatives NA
Software Development
Solving real-world problems NA
Yes
I have transitioned into a new career and/or industry involuntarily
null
null
China
CNY Chinese Yuan Renminbi
20
Yes
C++;Java;JavaScript;Python;SQL
C++;Java;Python;SQL
C++;Java;Python;SQL
NA NA
Yes
Elasticsearch;H2;PostgreSQL;Redis;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
Docker;Kubernetes;Make;Maven (build tool);npm;Pip;pnpm;Yarn
Docker;Kubernetes;Make;Maven (build tool);npm;Pip;pnpm;Yarn
Docker;Kubernetes;Make;Maven (build tool);npm;Pip;pnpm;Yarn
NA NA
Yes
Node.js;React;Spring Boot
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Vim;Visual Studio;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
Windows;iOS;iPadOS
Windows;Ubuntu;Linux (non-WSL)
Coda;GitHub;GitLab;Obsidian
Coda;GitHub;GitLab;Obsidian
Coda;GitHub;GitLab;Obsidian
NA NA
Stack Overflow
Stack Overflow;X;LinkedIn;Medium
Stack Overflow
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;DeepSeek (V- General purpose models);openAI GPT (chatbot models)
Alibaba Cloud Qwen models;DeepSeek (V- General purpose models);openAI GPT (chatbot models)
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
Infrequently, less than once per year
Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Deployment and monitoring;Learning new concepts or technologies
null
null
Project planning;Documenting code;Testing code;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Writing code;Search for answers
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
I‘ve already applied "vibe coding" in my professional dev work,especailly when I need some simple python scripts for data process or translate from a language to another.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Data and analytics
null
null
AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
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
AutoGen (Microsoft)
null
null
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem
Problem-solving solutions and acceptance
3
5
26,589
26,590
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
13
Developer, front-end
20 to 99 employees
People manager
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
Reputation for quality NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
3
1
New Zealand
GBP Pound sterling
63,350
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
NA NA
Yes
Firebase Realtime Database;MySQL;PostgreSQL;Redis;SQLite
MySQL;PostgreSQL;Redis;SQLite
MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Ansible;Composer;Docker;Firebase;Homebrew;Netlify;npm;Vite;Webpack
Ansible;Composer;Docker;Homebrew;Netlify;npm;pnpm;Vercel;Vite;Webpack
Ansible;Composer;Docker;Homebrew;Netlify;npm;Vite;Webpack
NA NA
Yes
Drupal;jQuery;Nuxt.js;Symfony;Vue.js;WordPress
Nuxt.js;Symfony;Vue.js
Nuxt.js;Symfony;Vue.js
Eleventy Eleventy
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Tailwind CSS 4
null
null
null
null
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;ChromeOS
Windows;MacOS;Ubuntu;Android;Windows Subsystem for Linux (WSL);iOS;ChromeOS
GitHub;Jira;Trello
GitHub;Jira;Trello
GitHub;Jira;Trello
Bitbucket NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;Twitch;LinkedIn;Substack;Medium
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Substack
Stack Overflow;Discord;Reddit;Hacker News;GitHub (public projects, not private repos);Bluesky;YouTube;Twitch;LinkedIn;Substack
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 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 weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;Other (write in):
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 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.
null
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
Accessibility, CSS, requirements analysis
86,246
6
26,590
26,591
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
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
15
Other (please specify):
100 to 499 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,591
26,592
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
14
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
22
Developer, full-stack
null
null
null
No
Work
Connected to an open-source project NA
Availability of better alternatives Presence of AI or AI agents
Media & Advertising Services
Control over the level of quality in projects NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
5
5
Uruguay
UYU Uruguayan peso
1,440,000
Yes
Bash/Shell (all shells);C;C++;Java;JavaScript;Lua;Python;Scala;SQL
Scala;SQL
Scala;SQL
NA NA
Yes
Elasticsearch;MySQL;PostgreSQL;SQLite
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Google Cloud;Homebrew;Kubernetes;Make;Maven (build tool);Ninja;npm;Podman;Terraform;Yarn
null
null
NA NA
No
null
null
null
NA NA
Yes
Neovim;Xcode
Neovim
Neovim
NA NA
null
null
null
null
null
Linux (non-WSL)
Linux (non-WSL)
Confluence;GitHub;Google Workspace;Jira;Markdown File
Markdown File
Markdown File
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);LinkedIn
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Long-form articles
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Bad at handling complex tasks
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Search for answers
null
null
I don’t use AI tools regularly
no, never
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or pla...
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
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
to be a human and value others efforts
35,524
6
26,592
26,593
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
4
Data scientist
Less than 20 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
Easy-to-use API NA
Availability of better alternatives NA
Fintech
Innovation through solving challenging and complex problems NA
No
I have neither consider or transitioned into a new career or industry
7
5
Mexico
MXN Mexican peso
2,170,000
Yes
Bash/Shell (all shells);Python;Scala;SQL
Bash/Shell (all shells);Python;Rust;Scala;SQL;Mojo
Bash/Shell (all shells);Python;Scala;SQL
NA NA
Yes
DuckDB;MongoDB;PostgreSQL
DuckDB;MongoDB;Neo4J;PostgreSQL;Amazon Redshift
DuckDB;MongoDB;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Homebrew;Maven (build tool);Pip;Yarn
Amazon Web Services (AWS);Homebrew;Pip;Yarn
Amazon Web Services (AWS);Homebrew;Pip;Yarn
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Sublime Text;Visual Studio Code
Jupyter Notebook/JupyterLab;Sublime Text;Visual Studio Code
NA NA
Polars;Large Language Model;Pydantic;Google Gemini
Polars;Large Language Model;Pydantic;Google Gemini
Polars;Large Language Model;Pydantic;Google Gemini
null
null
MacOS;Android
MacOS;Ubuntu;Linux (non-WSL)
Confluence;GitHub;Google Colab;Google Workspace;Jira;Markdown File;Miro;Notion
Confluence;GitHub;Google Colab;Google Workspace;Jira;Markdown File;Obsidian
Confluence;GitHub;Google Colab;Google Workspace;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;Hacker News;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
About half of the time
Yes, I use AI tools daily
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Documenting code;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring
Writing code;Debugging or fixing code;Committing and reviewing code
Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Just for a quick proof-of-concept, I would never push AI code into production.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have improved collaboration within my team.
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I need quick help troubleshooting
Cybersecurity
114,227
10
26,593
26,594
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)
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Games or coding challenges;Coding Bootcamp
3
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Work
AI integration or AI Agent capabilities NA
Lack of or sub-par API NA
Manufacturing
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
Indonesia
IDR Indonesian rupiah
7,000,000
Yes
HTML/CSS;JavaScript;Kotlin;SQL;TypeScript
Go;PHP;Python;TypeScript
TypeScript
NA NA
Yes
MySQL;Oracle;SQLite
Elasticsearch;MongoDB;PostgreSQL;Redis;Valkey
null
NA NA
Yes
Docker;Gradle;npm;Vite
Docker;Firebase;Kubernetes;Podman
Docker
NA NA
Yes
Express;Fastify;Node.js;React
Deno;Django;Laravel;Next.js
null
NA NA
Yes
Android Studio;Cline and/or Roo;Cursor;Nano;Notepad++;Vim;Visual Studio Code;WebStorm
Cursor;Windsurf;Zed
Cursor
NA NA
Tailwind CSS 4;Large Language Model;Google Gemini;Ollama
Large Language Model;Amazon Bedrock;Shadcn/ui;uv
Large Language Model
null
null
Windows;Android;iPadOS
Windows;Ubuntu;Android;Windows Subsystem for Linux (WSL)
GitHub;GitLab;Notion;Obsidian
Trello
null
NA NA
Stack Overflow;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Reasoning 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);Mistral AI models;openAI GPT (chatbot models);X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
Infrequently, less than once per year
Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
No, not really
About half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Search for answers;Learning new concepts or technologies
Debugging or fixing code;Committing and reviewing code
Project planning;Documenting code;Testing code;Deployment and monitoring;Creating or maintaining documentation
Predictive analytics
Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
somewhat
No, but I plan to
Yes, somewhat
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.;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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
debugging AI generated code
429
5
26,594
26,595
I am a developer by profession
Prefer not to say
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
20
Yes, I am not new to coding but am learning new coding techniques or programming language
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
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)
24
Developer, full-stack
Less than 20 employees
People manager
Remote
No
Personal Project
Costs are manageable privacy
Security or privacy concerns NA
Software Development
Recognition from peers for your work NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
10
10
United States of America
USD United States dollar
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript
Go;PowerShell
null
NA NA
Yes
BigQuery;MariaDB;MongoDB;MySQL;Redis;SQLite
Dynamodb;MongoDB;Redis;SQLite
MongoDB;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cargo;Cloudflare;Composer;Docker;New Relic;npm;Prometheus;Vite
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;Microsoft Azure;New Relic;npm;Prometheus;Terraform;Vite
Amazon Web Services (AWS);Cargo;Cloudflare;Docker;New Relic;npm;Prometheus;Vite
NA NA
Yes
Django;Drupal;jQuery;Laravel;Node.js;Vue.js;WordPress
Django;Drupal;FastAPI;Laravel;Node.js;React;Symfony;Vue.js;WordPress
Django;Drupal;Laravel;Node.js;Vue.js;WordPress
NA NA
Yes
Sublime Text;Visual Studio Code;VSCodium;Windsurf
Sublime Text;Visual Studio Code;VSCodium;Windsurf
Sublime Text;Visual Studio Code;VSCodium;Windsurf
NA NA
null
null
null
null
null
Ubuntu
MacOS
null
null
null
Teamwork 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
Anthropic: Claude Sonnet;Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Meta Llama (all models)
Anthropic: Claude Sonnet;Meta Llama (all models)
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once every 2 - 3 months
Videos
null
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Generating content or synthetic data
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spen...
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or Info...
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 need help fixing complex or unfamiliar code
Critical thinking, analysis, creativity
null
4
26,595
26,596
I code primarily as a hobby
18-24 years old
Associate degree (A.A., A.S., etc.)
Student
Attending school (part-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Blogs or podcasts
No, I didn't spend time learning in the past year
null
7
Other (please specify):
null
null
null
null
Personal Project
Connected to an open-source project NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
26,596
26,597
I used to be a developer by profession, but no longer am
55-64 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Retired
None of the above
37
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
45
Retired
null
null
null
null
Personal Project
Reliability and low latency NA
Availability of better alternatives NA
null
null
null
null
null
10
United States of America
USD United States dollar
0
Yes
Bash/Shell (all shells);Fortran;HTML/CSS;JavaScript;Perl;PHP;Python;SQL;Swift
Assembly
null
AppleScript; POVRay; BASIC; Nisus Writer Pro NA
Yes
MariaDB;MySQL;PostgreSQL;SQLite
null
null
Tab-delimited text, CSV files, Markdown text NA
No
null
null
null
NA NA
Yes
Django;Node.js
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
MacOS
Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;X;YouTube;Substack
null
null
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
null
Browse content related to Q&A posts I recently viewed NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
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 analysis of other people’s code will include critical analysis of AI code.
null
null
26,597
26,598
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Not employed
None of the above
null
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);Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Games or coding challenges
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
Connected to an open-source project NA
Prohibitive pricing NA
null
null
I'm not sure
I have neither consider or transitioned into a new career or industry
7
7
Ukraine
UAH Ukrainian hryvnia
null
Yes
Assembly;Bash/Shell (all shells);C++;Python;Ruby;Rust
C++;OCaml;Ruby;Rust
C++;Ruby;Rust
haskell haskell
No
null
null
null
NA NA
Yes
Cargo;Ninja;Pip
Cargo;Ninja
Cargo;Ninja
conan, vcpkg, cmake xmake
No
null
null
null
NA NA
No
null
null
null
NA NA
c++23
c++23
c++23
null
null
MacOS
null
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Discord;Reddit;Hacker News
GitHub (public projects, not private repos)
null
NA NA
No
null
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Indifferent
Highly distrust
Very poor at handling complex tasks
null
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Search for answers;Generating content or synthetic data
null
null
I don’t use AI tools regularly
no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions
doubting everything
null
null
26,598
26,599
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.)
30
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
30
Senior executive (C-suite, VP, etc.)
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Availability of better alternatives 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
null
null
Canada
CAD Canadian dollar
250,000
Yes
Bash/Shell (all shells);Erlang;Go;HTML/CSS;JavaScript;Kotlin;Python;Rust;SQL;Swift;TypeScript
SQL;TypeScript
SQL;TypeScript
CYPHER CYPHER
Yes
BigQuery;Cloud Firestore;Neo4J;PostgreSQL;Redis;Snowflake;SQLite;Supabase
Cloud Firestore;Neo4J;PostgreSQL;Redis
Cloud Firestore;Neo4J;PostgreSQL;Redis
NA NA
Yes
Cloudflare;Datadog;Docker;Firebase;Google Cloud;Heroku;Kubernetes;Make;npm;Pip;Terraform;Vite;Webpack;Yarn
Cloudflare;Docker;Firebase;Google Cloud;Make;Terraform;Vite
Cloudflare;Docker;Firebase;Google Cloud;Make;Terraform;Vite
NA NA
Yes
Express;NestJS;Next.js;Node.js;Nuxt.js;React
Express;Node.js;React
Express;Node.js;React
NA NA
Yes
Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart)
Google Workspace;Lucid (includes Lucidchart)
Google Workspace;Lucid (includes Lucidchart)
NA NA
null
null
null
NA NA
Yes
openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI Image generating models;openAI Reasoning models
openAI Image generating models;openAI Reasoning models
NA NA
Yes
Infrequently, less than once per year
Between 10 and 15 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;Job board
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code
Project planning;Predictive analytics
Learning new concepts or technologies
Documenting code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Search for answers
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
no
Yes, I use AI agents at work monthly or infrequently
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 spen...
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the se...
null
null
null
null
null
null
null
null
null
null
null
null
null
null
182,396
7
26,599
26,600
I am learning to code
45-54 years old
Other (please specify):
Not employed
None of the above
22
Yes, I am new to coding or currently a student
Other online resources (e.g. standard search, forum, online community)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
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