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
13,400
13,401
I am a developer by profession
45-54 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
None of the above
24
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
35
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
School
null
Prohibitive pricing NA
Insurance
Control over the level of quality in projects NA
Yes
I have neither consider or transitioned into a new career or industry
3
2
Germany
EUR European Euro
60,000
Yes
HTML/CSS;Scala;SQL
null
null
NA NA
Yes
H2;Microsoft SQL Server;PostgreSQL
Neo4J
null
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Play NA
Yes
IntelliJ IDEA;Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows
GitLab
null
null
Code with me NA
Stack Overflow;Discord;GitHub (public projects, not private repos);X;YouTube
null
null
NA NA
Yes
null
null
null
NA NA
No
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
Lists of recommendations (tools, frameworks, technologies, etc.)
null
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Good, but not great at handling complex tasks
null
null
Writing code;Learning new concepts or technologies
Learning about a codebase;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;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 have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Developing algorithms, debugging
69,609
7
13,401
13,402
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (part-time)
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);Videos (not associated with specific online course or certification);School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange
5
Student
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reliability and low latency NA
Availability of better alternatives 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
13,402
13,403
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
9
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
20
Developer, back-end
100 to 499 employees
null
null
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Connected to an open-source project NA
Security or privacy concerns 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
8
2
Italy
EUR European Euro
32,000
Yes
Bash/Shell (all shells);Groovy;Java
Go;Java;JavaScript;Kotlin;Rust;TypeScript
Java
NA Haskell
Yes
H2;PostgreSQL
MongoDB;PostgreSQL
PostgreSQL
NA NA
Yes
Datadog;Docker;Gradle;Kubernetes;Maven (build tool);Pacman
Datadog;Pacman;Podman
Datadog;Pacman
NA NA
Yes
Spring Boot
React;Spring Boot
Spring Boot
NA NA
Yes
IntelliJ IDEA;Vim
IntelliJ IDEA;Vim;WebStorm
IntelliJ IDEA;Vim
NA NA
null
null
null
null
null
Android;Arch
Arch
Confluence;Jira;Lucid (includes Lucidchart);Markdown File
Markdown File
Markdown File
figma NA
Stack Overflow
Stack Overflow;Reddit
Stack Overflow
Mastodon Mastodon
Yes
openAI GPT (chatbot models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models)
NA NA
Yes
Daily or almost daily
Between 5 and 10 years
Less than once every 2 - 3 months
Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Bad at handling complex tasks
Writing code;Search for answers;Generating content or synthetic data
Testing code;Committing and reviewing code;Predictive analytics;Learning new concepts or technologies
Learning about a codebase;Project planning;Debugging or fixing code;Deployment and monitoring
Documenting code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite
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.;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
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
The actual intelligence
37,125
8
13,403
13,404
I work with developers or my work supports developers but am not a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts
1
Founder, technology or otherwise
Just me - I am a freelancer, sole proprietor, etc.
Individual contributor
Remote
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Personal Project
Good brand and public image NA
Poor usability NA
Media & Advertising Services
null
No
I have transitioned into a new career and/or industry involuntarily
2
3
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
50,000
No
null
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
Large Language Model
null
null
null
null
Windows
null
GitHub
null
null
NA NA
Reddit;X;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
No
Less than once per month or monthly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
Message Boards
Upvote/Downvote Q&A posts NA
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
Project planning
null
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
Predictive analytics;Search for answers;Learning new concepts or technologies
null
I’ve become less confident in my own problem-solving;I haven’t encountered any problems
no
Yes, I use AI agents at work daily
Yes, somewhat
Marketing
Language processing
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 collaboration within my team.
AI agents have improved the quality of my code.
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;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
IBM watsonx.ai
null
null
null
null
null
When I’m stuck and can’t explain the problem
more time
68,071
null
13,404
13,405
I am a developer by profession
35-44 years old
Other (please specify):
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
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);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I didn't spend time learning in the past year
null
9
Developer, mobile
null
null
null
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,405
13,406
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.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (20-29 hours per week)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
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
13,406
13,407
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
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);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community)
40
Developer, full-stack
null
null
null
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Autonomy and trust to manage your own tasks NA
No
I have neither consider or transitioned into a new career or industry
11
11
Republic of North Macedonia
EUR European Euro
25,000
Yes
HTML/CSS;JavaScript;PHP;SQL
Bash/Shell (all shells);Delphi;HTML/CSS;JavaScript;PHP;Rust;SQL
HTML/CSS;JavaScript;PHP;SQL
NA NA
Yes
MariaDB;MySQL;Redis;SQLite
MySQL;PostgreSQL;SQLite
MySQL;SQLite
NA NA
Yes
Cloudflare;Composer;Docker;Microsoft Azure;npm;Webpack
Cloudflare;Composer;Docker;npm;Podman
Cloudflare;Composer;Docker;npm
NA NA
Yes
jQuery;Node.js;React;WordPress
Laravel;Next.js;Node.js;React;WordPress
Node.js;React;WordPress
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Large Language Model;Ollama
Tailwind CSS 4;Large Language Model;RAG;Delphi 12+ Athens;Ollama
Large Language Model;Ollama
null
null
Ubuntu
Ubuntu
GitHub;GitLab
GitHub;GitLab
GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);X;YouTube
NA NA
Yes
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models)
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models;Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Other (write in):
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
About half of the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Very poor at handling complex tasks
Project planning;Writing code
Committing and reviewing code;Predictive analytics
Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Generating content or synthetic data;Creating or maintaining documentation
null
Learning about a codebase;Search for answers;Learning new concepts or technologies
Other (write in):
no
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 spent on specific development tasks.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I have ethical or security concerns about code
coding, architect
29,004
10
13,407
13,408
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 didn't spend time learning in the past year
null
13
Developer, full-stack
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Reputation for quality NA
Availability of better alternatives NA
Retail and Consumer Services
Solving real-world problems NA
No
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
C#;HTML/CSS;JavaScript;PowerShell;SQL
C#;HTML/CSS;JavaScript;PowerShell;SQL;TypeScript
C#;HTML/CSS;JavaScript;PowerShell;SQL
NA NA
Yes
Cosmos DB;Microsoft SQL Server;MongoDB
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Docker;Kubernetes;Microsoft Azure;NuGet;Terraform
Docker;Kubernetes;NuGet;Terraform
Docker;Kubernetes;NuGet;Terraform
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
Angular;ASP.NET;ASP.NET Core;jQuery;React
ASP.NET;ASP.NET Core;jQuery
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
null
null
null
null
null
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
3
13,408
13,409
I am a developer by profession
18-24 years old
Associate degree (A.A., A.S., etc.)
Employed
Engaged in paid work (less than 10 hours per week)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Colleague or on-the-job training;Other (please specify):
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
8
Developer, full-stack
Less than 20 employees
Individual contributor
In-person
No
Work
Robust and complete API NA
Lack of or sub-par API NA
Software Development
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
10
10
Netherlands
EUR European Euro
55,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);Go;PHP;SQL
Bash/Shell (all shells);Go;PHP;SQL
NA NA
Yes
BigQuery;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
BigQuery;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
BigQuery;Elasticsearch;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Kubernetes;npm;Pip;Yarn
Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Pip
Cloudflare;Composer;Digital Ocean;Docker;Google Cloud;Pip
NA NA
Yes
Django;Flask;jQuery;Laravel;WordPress
Django;Flask;jQuery;Laravel
Django;Flask;jQuery;Laravel
NA NA
Yes
PhpStorm;PyCharm;WebStorm
PhpStorm;PyCharm;WebStorm
PhpStorm;PyCharm;WebStorm
NA NA
Google Gemini
Google Gemini
Google Gemini
null
null
MacOS
MacOS
Airtable;Confluence;GitHub;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Markdown File;Redmine
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
A few times per month or weekly
null
null
Neutral
Rarely, almost never
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;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
Documenting code;Testing code
null
null
Debugging AI-generated code is more time-consuming
No its not. I tried it for a week and it was the worst week I've had so far. The code quality sucked and it was all half assed work.
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Marketing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
63,808
10
13,409
13,410
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
10
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types)
2
Developer, front-end
Just me - I am a freelancer, sole proprietor, etc.
null
null
No
Work
Easy-to-use API NA
Poor usability NA
Media & Advertising Services
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
null
null
Madagascar
USD United States dollar
null
No
null
null
null
NA NA
Yes
MongoDB
Firebase Realtime Database
null
NA NA
No
null
null
null
NA NA
Yes
Next.js
Svelte
null
NA NA
Yes
PyCharm;Visual Studio
Xcode
null
NA NA
null
null
null
null
null
Linux (non-WSL)
Windows
GitHub
Google Colab
null
NA NA
Stack Overflow;GitHub (public projects, not private repos)
Discord
null
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
null
null
NA NA
No
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Direct messaging of users
Use discussion or chat feature NA
Yes, somewhat
More than half the time
Yes, I use AI tools weekly
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
null
null
null
Writing code;Search for answers;Learning new concepts or technologies
Debugging AI-generated code is more time-consuming
Not really part of professional work, but, helps a learner create something faster
Yes, I use AI agents at work weekly
Yes, somewhat
Business process automation
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
ChromaDB
null
Amazon Bedrock Agents
null
Adversarial Robustness Toolbox (ART)
null
Google Gemini
null
When I’m stuck and can’t explain the problem
Problem solving and debugging
null
null
13,410
13,411
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
Developer, embedded applications or devices
500 to 999 employees
Individual contributor
Remote
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
10
5
Poland
PLN Polish zloty
300,000
Yes
Assembly;Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Python
Assembly;Bash/Shell (all shells);C;Python;Rust;Zig
Assembly;Bash/Shell (all shells);C;Python
NA NA
Yes
Databricks SQL;Elasticsearch;MySQL;PostgreSQL;SQLite
SQLite
SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);Ninja;Pacman;Pip
Kubernetes
null
NA NA
Yes
Flask;jQuery;Spring Boot
null
null
NA NA
null
IntelliJ IDEA;Nano;Neovim;PyCharm;Vim
Neovim;Vim
Neovim;Vim
NA NA
c++23
null
null
null
null
Linux (non-WSL);Arch
Ubuntu;Debian
GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);Slack (public channels, not work)
null
null
NA NA
null
null
null
null
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
Less than once per month or monthly
null
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Unsure
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Committing and reviewing code;Search for answers
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
null
I don’t use AI tools regularly
null
Yes, I use AI agents at work monthly or infrequently
Not at all or minimally
IT operations
null
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.
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 collaboration within my team.
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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
Grafana + Prometheus
null
GitHub Copilot
null
null
Problem solving, domain knowledge
81,870
9
13,411
13,412
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
12
Other (please specify):
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
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
13,412
13,413
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Independent contractor, freelancer, or self-employed
Attending school (full-time)
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;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
System administrator
null
null
null
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
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
13,413
13,414
I am a developer by profession
25-34 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
13,414
13,415
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
6
Developer, back-end
Less than 20 employees
Individual contributor
In-person
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Inefficient or time-costly NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
3
3
Switzerland
CHF Swiss franc
60,000
Yes
C#;HTML/CSS;JavaScript;Lua;PowerShell;Python;SQL
Assembly;C;Go
null
NA NA
Yes
Elasticsearch;Microsoft SQL Server;PostgreSQL;Redis;SQLite
Cosmos DB
null
NA NA
Yes
Docker;Homebrew;npm;NuGet;Pip;pnpm;Terraform;Yarn
Bun;Datadog;Netlify
null
NA NA
Yes
ASP.NET;FastAPI;React
null
null
NA NA
Yes
Neovim;Visual Studio;Visual Studio Code
null
null
NA NA
.NET 8 or higher
null
null
null
null
Windows;Ubuntu;iOS;Linux (non-WSL)
Windows;Linux (non-WSL)
Azure Devops;GitHub;Markdown File;Notion
Azure Devops;GitHub;Markdown File;Notion
Azure Devops;GitHub;Markdown File;Notion
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Twitch;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;Twitch
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;Twitch
NA NA
Yes
DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models)
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
More than half the time
Yes, I use AI tools daily
Favorable
Highly distrust
Very poor at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase
Predictive analytics
null
Creating or maintaining documentation
Other (write in):
No
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
Other (please specify):
Networking/Cloud, architecturing, hard skills will not go away.
74,396
3
13,415
13,416
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 (part-time);Engaged in paid work (less than 10 hours per week)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Blogs or podcasts
7
Student
20 to 99 employees
Individual contributor
In-person
No
School
Easy-to-use API NA
Poor usability NA
Software Development
null
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
5
Viet Nam
VND Vietnamese dong
null
Yes
C#;C++;Dart;HTML/CSS;JavaScript;Kotlin;Python;SQL;TypeScript;VBA;Visual Basic (.Net)
C#;Go;HTML/CSS;JavaScript;PHP;SQL;TypeScript;VBA;Visual Basic (.Net)
C#;HTML/CSS;JavaScript;SQL;TypeScript;VBA;Visual Basic (.Net)
NA NA
Yes
Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;SQLite
Microsoft SQL Server
Microsoft SQL Server
NA NA
null
null
null
null
NA NA
Yes
Angular;Django;Node.js
Angular;Node.js
Angular;Node.js
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
Microsoft Fabric
null
null
null
null
Windows;iOS
Windows
GitHub;Markdown File;Microsoft Planner;Trello
GitHub;Markdown File
GitHub;Markdown File
NA NA
Discord;Reddit;YouTube;LinkedIn
Discord
Discord
NA NA
Yes
Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
A few times per week
Less than one year
I have never participated in Q&A on Stack Overflow
Long-form articles;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
null
No, not at all
I don't use AI or AI-enabled tools
Yes, I use AI tools monthly or infrequently
Indifferent
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code;Search for answers;Generating content or synthetic data
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Predictive analytics
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
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
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 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
creative solution, effective solution at system scale, communication
null
null
13,416
13,417
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Employed
Engaged in paid work (less than 10 hours per week)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
25
Other (please specify):
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
Robust and complete API NA
Security or privacy concerns NA
Government
Autonomy and trust to manage your own tasks NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
13,417
13,418
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Engaged in paid work (10-19 hours per week)
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);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
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
13,418
13,419
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
5
Developer, mobile
Just me - I am a freelancer, sole proprietor, etc.
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
Personal Project
Reliability and low latency NA
Security or privacy concerns NA
Software Development
null
No
I have transitioned into a new career and/or industry voluntarily
7
10
Kenya
KES Kenyan shilling
50,000
Yes
Bash/Shell (all shells);Dart;Go;HTML/CSS;JavaScript;Python;SQL
Rust
null
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;MySQL;SQLite
PostgreSQL;Supabase
null
NA NA
Yes
Docker;Firebase;Netlify;npm;Vercel
Kubernetes;Supabase
null
NA NA
Yes
Django;Flask;Node.js
null
null
NA NA
Yes
Cursor;Jupyter Notebook/JupyterLab;Visual Studio Code
null
null
NA NA
Large Language Model;Google Gemini
Large Language Model
Large Language Model
null
null
Arch
Arch
GitHub;GitLab;Jira;Lucid (includes Lucidchart);Notion;Trello
Notion;Trello
Notion;Trello
NA NA
GitHub (public projects, not private repos);YouTube;Medium
null
null
NA NA
Yes
DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very favorable
Somewhat trust
Very well at handling complex tasks
Project planning;Writing code;Generating content or synthetic data
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Creating or maintaining documentation
Learning new concepts or technologies
Documenting code;Testing code;Predictive analytics
Debugging or fixing code;Search for answers
AI solutions that are almost right, but not quite
no
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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
The cost of using certain AI agent platforms is a barrier.
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
null
null
null
null
null
null
When I want to learn best practices
using common sense
387
null
13,419
13,420
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
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
Technical documentation (is generated for/by the tool or system);Blogs or podcasts;Stack Overflow or Stack Exchange
32
Data engineer
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
No
Work
Robust and complete API NA
Security or privacy concerns NA
Fintech
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
20
null
Bulgaria
BGN Bulgarian lev
70,000
Yes
Bash/Shell (all shells);PowerShell;Python;SQL
Bash/Shell (all shells);PowerShell;Python;SQL
Bash/Shell (all shells);PowerShell;Python;SQL
NA NA
Yes
MySQL;Snowflake;Clickhouse
Elasticsearch;MySQL;Neo4J;Redis;Snowflake;Clickhouse
MySQL;Snowflake;Clickhouse
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Pip;Poetry;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Pip;Poetry;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Pip;Poetry;Terraform
NA NA
No
null
null
null
NA NA
Yes
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
Notepad++;Visual Studio Code
NA NA
Large Language Model;Ollama
Polars;Large Language Model;Pydantic;RAG;Google Gemini;Ollama;LangGraph
Large Language Model;Ollama
null
null
Windows;Android
Windows
Confluence;Jira
Confluence;Jira
Confluence;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Multiple times per day
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Learning new concepts or technologies
Learning about a codebase;Writing code;Testing code;Search for answers
Documenting code;Predictive analytics;Creating or maintaining documentation
Generating content or synthetic data
AI solutions that are almost right, but not quite
not really, not yet :)
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 want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
ability to analyze and understand human requirements (POs, clients etc), independent decision making on the fly, critical thinking, creativity
41,515
9
13,420
13,421
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.)
Student
Attending school (full-time);Engaged in paid work (less than 10 hours per week)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Other online resources (e.g. standard search, forum, online community);School (i.e., University, College, etc)
10
Academic researcher
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Customizable and manageable codebase NA
Inefficient or time-costly NA
Higher Education
null
No
I have neither consider or transitioned into a new career or industry
6
null
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
C;C++;HTML/CSS;JavaScript;Python
C++;HTML/CSS;JavaScript;Python
C++;HTML/CSS;JavaScript;Python
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Google Cloud;Homebrew;Make;Ninja;Pip
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Homebrew;Ninja;Pip
Amazon Web Services (AWS);Cloudflare;Docker;Firebase;Homebrew;Ninja;Pip
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Nano;Sublime Text;Vim;Visual Studio Code
Nano;Sublime Text;Vim;Visual Studio Code
Nano;Sublime Text;Vim;Visual Studio Code
NA NA
c++23;Large Language Model;Ultralytics
c++23;Large Language Model;Ultralytics
c++23;Large Language Model;Ultralytics
null
null
MacOS;Ubuntu;iOS;iPadOS
MacOS;Ubuntu;Linux (non-WSL)
GitHub;Google Colab;Notion
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);YouTube;Medium
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once per month or monthly
Chat (people);Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Answer a question NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Testing code;Deployment and monitoring
Committing and reviewing code
null
null
AI solutions that are almost right, but not quite
Yes.
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering
Language processing
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have improved the quality of my code.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem
Generating creative/novel solutions to complex problems.
null
null
13,421
13,422
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,422
13,423
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.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other (please specify):
16
Developer, full-stack
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable Does it actually help to solve a real problem
Security or privacy concerns Does it actually help to solve a real problem
Software Development
Other (please specify): Overal team culture
No
I have transitioned into a new career and/or industry voluntarily
10
3
Switzerland
CHF Swiss franc
104,000
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript
C#;Dart;PHP;SQL;TypeScript
PHP;SQL;TypeScript
NA NA
Yes
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL
Microsoft SQL Server;MySQL
NA NA
Yes
Composer;Kubernetes;npm;pnpm;Vite
Amazon Web Services (AWS);Composer;Kubernetes;npm;pnpm;Vite
Composer;Kubernetes;npm;pnpm;Vite
NA NA
Yes
jQuery;Laravel;Node.js;React
Laravel;Next.js;Node.js;React
Laravel;Node.js;React
NA NA
Yes
PhpStorm;Visual Studio Code
PhpStorm;Visual Studio Code
PhpStorm;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Android
MacOS
Clickup;GitHub;Notion
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Dev.to;Hacker News;GitHub (public projects, not private repos);YouTube;Medium
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Job board;Other (write in):
Answer a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Documenting code;Committing and reviewing code
null
Testing code;Generating content or synthetic data
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
somewhat. most stuff is yet too complicated for LLMs to do properly in big active codebases. Once AI can do this at sufficient speed, then maybe yes.
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
Language processing;Integration with external agents and APIs
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
AI agents have increased my productivity.
AI agents have helped me solve complex problems more effectively.
It takes significant time and effort to learn how to use AI agents effectively.
null
I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;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 need help fixing complex or unfamiliar code
driving AI. understanding nuances and complexities of a software systems and the impact that certain changes have as a whole on the system. and transforming those to proper requirements an AI can understand.
128,953
7
13,423
13,424
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
18
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
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;Stack Overflow or Stack Exchange
22
Developer, back-end
500 to 999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
22
9
Brazil
BRL Brazilian real
230,000
Yes
Bash/Shell (all shells);C#;C++;Groovy;HTML/CSS;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C#;Groovy;HTML/CSS;JavaScript;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C#;Groovy;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Databricks SQL;Dynamodb;Microsoft SQL Server;Redis;SQLite
Dynamodb;InfluxDB;Microsoft SQL Server;PostgreSQL;Redis;SQLite
Dynamodb;Microsoft SQL Server;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Datadog;Docker;Kubernetes;npm;NuGet;Pip;Podman
Amazon Web Services (AWS);APT;Cargo;Datadog;Docker;Heroku;Kubernetes;Microsoft Azure;npm;NuGet;Pip;Podman;Vite
Amazon Web Services (AWS);APT;Datadog;Docker;Kubernetes;npm;NuGet;Pip;Podman
NA NA
Yes
ASP.NET;ASP.NET Core;Next.js;React
ASP.NET;ASP.NET Core;Blazor;Next.js;React
ASP.NET;ASP.NET Core;Next.js;React
NA NA
Yes
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher;Large Language Model;Ollama
null
null
Windows;Windows Subsystem for Linux (WSL)
Windows;Windows Subsystem for Linux (WSL)
Confluence;GitHub;Jira;Markdown File
Azure Devops;Confluence;GitHub;Markdown File;Miro
Confluence;GitHub;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning 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);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);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
Between 5 and 10 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning
Testing code;Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite
No, it`s not part of my professional development work.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Data and analytics
null
null
AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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.
null
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
GitHub MCP Server
null
Ollama;Amazon Bedrock Agents
null
null
datadog
GitHub Copilot;Microsoft Copilot
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’m stuck and can’t explain the problem
Performance tuning, troubleshooting, systems architecture decisions, best cost decision.
41,868
8
13,424
13,425
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);Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system)
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
5
Developer, full-stack
I don’t know
People manager
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Other (please specify): Clear documentation
Ethical concerns NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
Jordan
JOD Jordanian dinar
null
Yes
HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
HTML/CSS;Java;JavaScript;PowerShell;Python;SQL;TypeScript
HTML/CSS;Java;JavaScript;PowerShell;Python;SQL
NA NA
Yes
Microsoft SQL Server;MySQL;Oracle;PostgreSQL
Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;Redis
Microsoft SQL Server;MySQL;Oracle;PostgreSQL
NA NA
Yes
Docker;Homebrew;IBM Cloud;Kubernetes;Maven (build tool);npm;Pip;pnpm;Poetry;Vite;Webpack;Yarn
Amazon Web Services (AWS);Docker;Homebrew;IBM Cloud;Kubernetes;Maven (build tool);npm;Pip;pnpm;Poetry;Vite;Webpack;Yarn
Docker;Homebrew;IBM Cloud;Kubernetes;Maven (build tool);npm;Pip;pnpm;Poetry;Vite;Webpack;Yarn
NA NA
Yes
Angular;Django;Express;FastAPI;Flask;NestJS;Node.js;React;Spring Boot
Angular;Node.js;React;Spring Boot
Angular;Node.js;React;Spring Boot
NA NA
Yes
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
IntelliJ IDEA;Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows
MacOS;Ubuntu;Linux (non-WSL)
Confluence;GitHub;GitLab;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira;Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
NA NA
null
null
null
null
NA NA
Yes
Multiple times per day
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
null
Neutral
Less than half of the time
No, but I plan to soon
Favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
Learning about a codebase;Testing code;Committing and reviewing code
Documenting code
null
AI solutions that are almost right, but not quite;Other (write in):
No
Yes, I use AI agents at work daily
No, but my development work has changed somewhat due to non-AI factors
Software engineering
Language processing
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.
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.
null
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 fully understand something;When I want to learn best practices;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
8
13,425
13,426
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Employed
null
27
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system)
30
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,426
13,427
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Colleague or on-the-job training;Coding Bootcamp
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
1
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Good brand and public image NA
Availability of better alternatives NA
Software Development
Job stability and career growth with a single employer NA
I'm not sure
I have transitioned into a new career and/or industry voluntarily
5
4
Hungary
HUF Hungarian forint
8,700,000
Yes
HTML/CSS;JavaScript;Python;SQL
Java;Python;SQL
Python;SQL
NA NA
Yes
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
Microsoft SQL Server;SQLite
NA NA
No
null
null
null
NA NA
Yes
Flask
Django;Flask;Node.js;Spring Boot
Flask
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS
Windows
GitHub;Microsoft Planner
Confluence;GitHub;Jira
GitHub
NA NA
Stack Overflow;Reddit;YouTube
Stack Overflow;Reddit;Slack (public channels, not work);YouTube
Stack Overflow;Reddit;YouTube
NA NA
Yes
openAI GPT (chatbot models)
openAI GPT (chatbot models)
openAI GPT (chatbot models)
NA NA
No
Multiple times per day
Less than one year
I have never participated in Q&A on Stack Overflow
Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
No, not really
Rarely, almost never
No, and I don't plan to
Unfavorable
Neither trust nor distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Documenting code
null
null
Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 want to compare different solutions;When I have ethical or security concerns about code
soft skills
25,157
null
13,427
13,428
I am a developer by profession
18-24 years old
Other (please specify):
Student
Volunteering (regularly);Attending school (full-time)
5
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Online Courses or Certification (includes all media types)
7
Student
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
null
Collaboration and support from a team NA
No
I have neither consider or transitioned into a new career or industry
7
7
Rwanda
RWF Rwandan franc
400,000
Yes
Bash/Shell (all shells);C;C#;HTML/CSS;Java;JavaScript;MATLAB;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);C#;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL
NA NA
Yes
Elasticsearch;MySQL
Elasticsearch;MySQL;PostgreSQL
Elasticsearch;MySQL
NA NA
No
null
null
null
NA NA
Yes
Laravel;Next.js;React
Laravel;React
Laravel;React
NA NA
Yes
Android Studio;Eclipse;Visual Studio;Visual Studio Code
PhpStorm;Visual Studio;Visual Studio Code
Visual Studio;Visual Studio Code
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Large Language Model;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows;Android;Linux (non-WSL)
null
Clickup;GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro;Trello
Clickup;GitHub;Google Workspace;Jira;Markdown File
Clickup;GitHub;Google Workspace;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos)
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 3 and 5 years
A few times per month or weekly
Coding challenges;Logic games/puzzles;Day-in-the-life profiles/interviews with experts
Ask a question NA
Yes, definitely
About half of the time
Yes, I use AI tools weekly
Favorable
Somewhat trust
Neither good or bad at handling complex tasks
Documenting code;Deployment and monitoring;Creating or maintaining documentation
Testing code;Learning new concepts or technologies
Writing code;Search for answers
Learning about a codebase;Debugging or fixing code
Project planning;Committing and reviewing code;Predictive analytics;Generating content or synthetic data;Other (write in):
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
Vibe coding is ruining the minds of developers to learn from documentation, ruining the directed development process.
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
null
AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
I have concerns about the security and privacy of data when using AI agents.
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
The skills to direct software engineering tasks.
277
5
13,428
13,429
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
null
6
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
null
9
Developer, back-end
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Outdated or obsolete technology or features NA
Fintech
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,429
13,430
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly)
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Blogs or podcasts;Books / Physical media
5
Academic researcher
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,430
13,431
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
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)
11
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Customizable and manageable codebase NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
I'm not sure
I have transitioned into a new career and/or industry involuntarily
5
10
Portugal
EUR European Euro
56,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Kotlin;Python;Ruby;Swift;TypeScript
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Kotlin;Lisp;Lua;Python;Rust;Swift;TypeScript;Mojo
Bash/Shell (all shells);C;C++;HTML/CSS;JavaScript;Kotlin;Python;Swift;TypeScript
NA NA
Yes
Elasticsearch;MongoDB;PostgreSQL;Redis;SQLite;Supabase
Cloud Firestore;Firebase Realtime Database;PostgreSQL;Redis;SQLite;Supabase;Pocketbase
PostgreSQL;Redis;SQLite;Supabase
NA NA
Yes
Amazon Web Services (AWS);Bun;Cloudflare;Docker;Firebase;Gradle;Heroku;Homebrew;Make;Netlify;New Relic;Ninja;npm;Pip;pnpm;Poetry;Railway;Supabase;Vercel;Vite
Bun;Cloudflare;Digital Ocean;Firebase;Gradle;Heroku;Homebrew;Make;Ninja;pnpm;Poetry;Railway;Supabase;Vercel;Vite
Bun;Cloudflare;Firebase;Gradle;Heroku;Homebrew;Make;Ninja;pnpm;Poetry;Railway;Supabase;Vercel;Vite
uv uv
Yes
Astro;Deno;FastAPI;Flask;jQuery;Next.js;React;Ruby on Rails;Svelte
Astro;Deno;FastAPI;Flask;Next.js;React;Ruby on Rails;Svelte
Astro;Deno;FastAPI;Flask;Next.js;React;Ruby on Rails;Svelte
NA NA
Yes
Aider;Android Studio;Bolt;Claude Code;Cline and/or Roo;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Neovim;Visual Studio Code;Windsurf;Xcode;Zed
Android Studio;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;PyCharm;Xcode
Android Studio;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Xcode
NA NA
Tailwind CSS 4;Large Language Model;SwiftData;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;LangGraph;uv
c++23;Tailwind CSS 4;Large Language Model;SwiftData;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv;visionOS
Tailwind CSS 4;Large Language Model;SwiftData;Pydantic;RAG;Google Gemini;Shadcn/ui;Ollama;uv
null
null
MacOS;Android;iOS;iPadOS
MacOS;Android;iOS;iPadOS
Clickup;Confluence;GitHub;Google Colab;Google Workspace;Jira;Markdown File;Miro;Notion;Obsidian;Trello
GitHub;Google Colab;Google Workspace;Markdown File;Obsidian
GitHub;Google Colab;Google Workspace;Markdown File;Obsidian
NA NA
Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;Substack
Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack
Discord;Hacker News;GitHub (public projects, not private repos);X;YouTube;Substack
NA NA
Yes
Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning 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;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);Meta Llama (all models);Mistral AI models;openAI Reasoning models;X Grok models
NA NA
Yes
Less than once per month or monthly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
I’ve become less confident in my own problem-solving
Not really, except when I’m exhausted I always read whatever code is generate and tweak outputs until it’s perfect enough
Yes, I use AI agents at work daily
Yes, to a great extent
Software engineering;Business process automation;IT operations
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
AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
null
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
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;GitHub MCP Server;supabase;pgvector;Pinecone;mem0
null
Llama Index;Ollama;OpenRouter;LangChain;Smol-AGI;Amazon Bedrock Agents;LangGraph;Smolagents
null
Sentry;New Relic;LangSmith;Langfuse;helicone
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Replit;v0.dev;Perplexity;Bolt.new
null
When I want to compare different solutions
Systems thinking, if the nitty gritty gets abstracted away or code gets better with time or maybe a new paradigm for writing instructions for computers that AI is inherently better at than existing paradigm — knowing how everything works together is key to staying ahead
64,968
7
13,431
13,432
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
22
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;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
22
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
AI integration or AI Agent capabilities NA
null
Software Development
null
No
I have neither consider or transitioned into a new career or industry
3
3
Latvia
EUR European Euro
60,000
Yes
JavaScript;PHP;Ruby
Ruby
Ruby
NA NA
Yes
PostgreSQL;Redis
PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker
Cloudflare;Docker
Cloudflare;Docker
NA NA
Yes
React;Ruby on Rails
Spring Boot
null
NA NA
Yes
Cursor;Vim;Visual Studio Code
Cursor;Visual Studio Code
Cursor;Visual Studio Code
NA NA
null
null
null
null
null
MacOS
MacOS
null
null
null
NA NA
Reddit;Hacker News
Reddit;Hacker News
Reddit;Hacker News
NA NA
Yes
DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
null
null
NA NA
Yes
Less than once per month or monthly
I don't use Stack Overflow
I have never participated in Q&A on Stack Overflow
null
null
null
null
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
Yes, I use AI agents at work daily
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
69,609
8
13,432
13,433
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Not employed
null
2
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);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 for my personal curiosity and/or hobbies
null
10
Developer, front-end
null
null
null
null
null
null
null
null
Collaboration and support from a team NA
Yes
I have strongly considered changing my career and/or the industry I work in
null
null
Egypt
EGP Egyptian pound
null
Yes
HTML/CSS;JavaScript;PHP;SQL;TypeScript;VBA;Visual Basic (.Net)
HTML/CSS;JavaScript;PHP;SQL;TypeScript;VBA;Visual Basic (.Net)
HTML/CSS;JavaScript;PHP;SQL;TypeScript;VBA;Visual Basic (.Net)
NA NA
Yes
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft Access
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;SQLite;Supabase
Cloud Firestore;Firebase Realtime Database;MariaDB;Microsoft Access
NA NA
Yes
Firebase;npm;Vite;Yarn
Amazon Web Services (AWS);Firebase;Google Cloud;Heroku;npm;Pip;pnpm;Supabase;Vercel;Vite;Yarn
Firebase;npm;Vite;Yarn
NA NA
Yes
React
Angular;AngularJS;ASP.NET;ASP.NET Core;Blazor;jQuery;Laravel;Next.js;Node.js;Nuxt.js;React;Vue.js;WordPress
React
NA NA
Yes
Lovable.dev;Visual Studio Code
Android Studio;Lovable.dev;Visual Studio;Visual Studio Code
Lovable.dev;Visual Studio Code
NA NA
null
null
null
null
null
Windows;Ubuntu
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
GitHub
Clickup;GitHub;Jira
GitHub
NA NA
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
Stack Overflow;YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);openAI GPT (chatbot models);X Grok models
NA NA
Yes
Multiple times per day
Between 3 and 5 years
null
null
null
null
null
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Very well at handling complex tasks
Project planning;Writing code;Documenting code;Search for answers;Learning new concepts or technologies
null
null
null
null
null
null
Yes, I use AI agents at work weekly
null
Software engineering
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
13,433
13,434
I am a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
5
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
5
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Robust and complete API NA
Poor usability NA
Media & Advertising Services
Expert mentors NA
No
I have transitioned into a new career and/or industry involuntarily
11
6
Austria
EUR European Euro
90,000
Yes
C#;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python
C#;HTML/CSS;JavaScript;PowerShell;Python
C#;HTML/CSS;JavaScript;PowerShell;Python
NA NA
Yes
Elasticsearch;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
null
null
NA NA
No
null
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Laravel
ASP.NET Core;Blazor
ASP.NET Core;Blazor
NA NA
Yes
IntelliJ IDEA
null
null
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Linux (non-WSL)
null
GitHub;Notion;Obsidian
GitHub;Obsidian
GitHub;Obsidian
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
Stack Overflow;Discord;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools monthly or infrequently
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Debugging or fixing code;Search for answers
Project planning;Testing code;Committing and reviewing code;Deployment and monitoring;Other (write in):
Writing code;Documenting code;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
It is not. anything that spans more than 2 or 3 files or is not boilerplate/a common problem is a lost cause using AI.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
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
systems planning, prompt engineering, low-level development, QA
104,413
3
13,434
13,435
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
13
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Online Courses or Certification (includes all media types);Blogs or podcasts;Stack Overflow or Stack Exchange;Games or coding challenges
15
Architect, software or solutions
100 to 499 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
Yes
I have strongly considered changing my career and/or the industry I work in
6
6
United States of America
USD United States dollar
190,000
Yes
HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript;Python;SQL;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
Yes
PostgreSQL
Dynamodb;Elasticsearch;PostgreSQL;Redis
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);npm;pnpm;Vercel;Vite;Webpack;Yarn
Amazon Web Services (AWS);Google Cloud;Microsoft Azure;npm;pnpm;Vite
Amazon Web Services (AWS);npm;pnpm;Vite
NA NA
Yes
Angular;AngularJS;Express;Next.js;Node.js;React;Vue.js
Angular;ASP.NET Core;Blazor;Django;Express;Flask;Next.js;Node.js;React
Angular;Express;Next.js;Node.js;React
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code;Xcode
Jupyter Notebook/JupyterLab;Visual Studio Code
Github Copilot in VSCode, Replit NA
Large Language Model;Google Gemini
.NET 8 or higher;Large Language Model;Google Gemini
Large Language Model;Google Gemini
null
null
Windows;MacOS;Ubuntu;Android
MacOS;Android;iOS
GitHub;GitLab;Jira;Markdown File;Notion
GitHub;GitLab;Jira;Markdown File;Obsidian
GitHub;GitLab;Jira;Markdown File
NA NA
Stack Overflow;Stack Exchange;Reddit;Dev.to;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Amazon Titan models;Gemini (Flash general purpose models);openAI GPT (chatbot models)
Gemini (Flash general purpose models);openAI GPT (chatbot models)
Amazon Q NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
Chat (people);Message Boards;Long-form articles;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Good, but not great 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
null
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Not outside of generating proofs-of-concept for blog/marketing pieces and/or research.
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.
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.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
I don't know.
190,000
5
13,435
13,436
I code primarily as a hobby
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
No, I didn't spend time learning in the past year
null
5
Student
I don’t know
null
null
No
School
Good brand and public image NA
Prohibitive pricing NA
null
null
No
null
null
null
Germany
EUR European Euro
null
Yes
Assembly;C;C#;C++;HTML/CSS;JavaScript;PHP;Python;TypeScript;Zig
Assembly;C;C++;TypeScript;Zig
Assembly;C;C++;TypeScript;Zig
NA NA
Yes
Cloud Firestore;MySQL
null
null
NA NA
null
Supabase;Vite;Webpack
null
null
NA NA
Yes
Node.js;React
Node.js
Node.js
NA NA
No
null
null
null
NA NA
c++23
c++23
c++23
null
null
Windows;Ubuntu
Windows
Doxygen;GitHub;Markdown File;Notion;Trello
GitHub
GitHub
NA NA
Stack Overflow;X;YouTube;Medium
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
null
null
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;Other (write in):
null
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly
no
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
null
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 help troubleshooting;I don’t think I’ll need help from people anymore
null
null
null
13,436
13,437
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
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);Technical documentation (is generated for/by the tool or system);Games or coding challenges
No, I didn't spend time learning in the past year
null
20
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API 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
13,437
13,438
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
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
16
Developer, embedded applications or devices
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Connected to an open-source project NA
Security or privacy concerns 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
United States of America
USD United States dollar
null
Yes
Assembly;Bash/Shell (all shells);C;C++;Perl;Python
Assembly;Bash/Shell (all shells);C;C++;Python;Rust
Assembly;Bash/Shell (all shells);C;C++;Python
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
MacOS;Debian;Linux (non-WSL)
Windows;Ubuntu
GitHub;GitLab;Jira;Markdown File
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Bluesky;YouTube;Twitch
Discord;Reddit;YouTube
Discord;Reddit;YouTube
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
null
Other (write in): i just want to get answers to programming questions
No, not really
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies;Other (write in):
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
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 help troubleshooting
all of them, AI tools in their current form will not become capable enough to replace developers
null
8
13,438
13,439
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange
15
Developer, back-end
20 to 99 employees
Individual contributor
In-person
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reliability and low latency NA
Inefficient or time-costly NA
Healthcare
Innovation through solving challenging and complex problems NA
No
I have somewhat considered changing my career and/or the industry I work in
4
5
Switzerland
CHF Swiss franc
null
Yes
Bash/Shell (all shells);C#;C++;PowerShell;Python
C#;C++;Python;Rust;SQL
C#;C++;Python
NA NA
Yes
SQLite
SQLite
SQLite
NA NA
Yes
APT;Docker;Ninja;Pip
APT;Docker;Ninja;Pip
APT;Docker;Ninja;Pip
NA NA
No
null
null
null
NA NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
clion clion
null
null
null
null
null
Ubuntu
Windows
Confluence;GitHub;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);LinkedIn
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 3 and 5 years
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users;Job board
Bookmark posts to look at later NA
Yes, somewhat
Less than half of the time
No, but I plan to soon
Indifferent
Somewhat distrust
Bad at handling complex tasks
Search for answers;Learning new concepts or technologies
Documenting code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Project planning;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Generating content or synthetic data
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
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 accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have improved the quality of my code.;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.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code
complex problem solving, ability to overview complex architecture, understand context.
null
9
13,439
13,440
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
12
Yes, I am not new to coding but am learning new coding techniques or programming language
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);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);Colleague or on-the-job training;Online Courses or Certification (includes all media types)
14
Developer, back-end
100 to 499 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Availability of better alternatives NA
Healthcare
You like your manager NA
No
I have neither consider or transitioned into a new career or industry
3
0
United States of America
USD United States dollar
110,000
Yes
C#;JavaScript;SQL
C#;Python;SQL
C#;SQL
NA NA
Yes
Dynamodb;PostgreSQL;Amazon Redshift
Dynamodb;Microsoft SQL Server;PostgreSQL;Amazon Redshift
Dynamodb;PostgreSQL;Amazon Redshift
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Make;MSBuild;npm;NuGet;Splunk;Terraform;Yarn
Amazon Web Services (AWS)
Amazon Web Services (AWS)
NA NA
No
null
null
null
NA NA
Yes
Rider;Visual Studio Code
Rider
Rider
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
MacOS
Azure Devops;Confluence;GitHub;Jira;Lucid (includes Lucidchart)
GitHub;Jira
GitHub;Jira
NA NA
GitHub (public projects, not private repos)
null
null
NA NA
No
null
null
null
NA NA
Yes
Less than once per month or monthly
Between 10 and 15 years
Less than once every 2 - 3 months
null
null
Yes, somewhat
I don't use AI or AI-enabled tools
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
null
Project planning;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
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
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Decision intelligence
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the 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 help troubleshooting
null
110,000
8
13,440
13,441
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
12
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
20
Developer, desktop or enterprise applications
I don’t know
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
3
2
United States of America
USD United States dollar
93,340
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;SQL
C#;C++;HTML/CSS;JavaScript;TypeScript
C#;HTML/CSS;JavaScript
Haxe NA
Yes
Microsoft SQL Server
Microsoft SQL Server;PostgreSQL
Microsoft SQL Server
NA NA
Yes
Chocolatey;MSBuild;npm;NuGet
Amazon Web Services (AWS);Kubernetes;npm
npm
Windows Sandbox Mirantis, Windows Sandbox
Yes
ASP.NET;ASP.NET Core;Blazor;jQuery
Express;Node.js;React
null
NA NA
Yes
Nano;Visual Studio;Visual Studio Code
Visual Studio
Visual Studio
Emacs Emacs
.NET 8 or higher
null
null
null
null
Windows;Android;Linux (non-WSL)
Windows;Android
Confluence;GitHub;Jira;Markdown File;Monday.com
GitHub
GitHub
Teams NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);X;Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Twitch
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Twitch
NA NA
null
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
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
Yes, I use AI tools daily
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
Other (write in):
null
null
Other (write in):
No. I have enough difficulty managing the code output of humans.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I want to learn best practices;When I have ethical or security concerns about code;When I need quick help troubleshooting;Other (please specify):
Code comprehension, requirements authoring, integration, testing, development, time management, expectations management, communication skills, interpersonal skills. I don’t see the skillset changing. The ability to write code is not necessarily the most important qualification for developers even prior to AI tools becoming capable.
93,340
7
13,441
13,442
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)
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);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts;Stack Overflow or Stack Exchange
14
Developer, full-stack
Less than 20 employees
People manager
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Connected to an open-source project NA
Poor usability NA
Software Development
Working with new technologies and tools NA
Yes
I have neither consider or transitioned into a new career or industry
5
2
Tunisia
TND Tunisian dinar
1,850
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;TypeScript
NA NA
Yes
MongoDB;PostgreSQL
MongoDB;PostgreSQL
MongoDB;PostgreSQL
NA NA
Yes
Docker;Microsoft Azure;Ninja;npm;Pip;pnpm;Vercel;Vite;Webpack;Yarn
Docker;Microsoft Azure;Ninja;npm;Pip;pnpm;Vercel;Vite;Webpack;Yarn
Docker;Microsoft Azure;Ninja;npm;Pip;pnpm;Vercel;Vite;Webpack;Yarn
NA NA
Yes
Django;Express;FastAPI;Flask;Next.js;Node.js;React;WordPress
Django;Express;FastAPI;Flask;Next.js;Node.js;React;Vue.js;WordPress
Django;Express;FastAPI;Flask;Next.js;Node.js;React;WordPress
NA NA
Yes
Visual Studio Code;Xcode
Visual Studio Code;Xcode
Visual Studio Code;Xcode
NA NA
RAG;Ollama;LangGraph
RAG;Ollama;LangGraph
RAG;Ollama;LangGraph
null
null
MacOS;Ubuntu
MacOS;Ubuntu
GitHub;Notion;Trello
GitHub;Trello
GitHub;Trello
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
DeepSeek (R- Reasoning models);Mistral AI models;openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Mistral AI models;openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);Mistral AI models;openAI GPT (chatbot models)
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Direct messaging of users;Chat (bot/AI)
Ask a question NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
Testing code;Predictive analytics
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
No, it makes me do the task faster, but I should verify and understand because the AI doesn't always deliver correct responses
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;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 have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices
Critical Thinking and Problem Solving, Creativity and Innovation
628
7
13,442
13,443
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (10-19 hours per week)
26
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts
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
13,443
13,444
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week);Attending school (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)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
4
Developer, full-stack
100 to 499 employees
Individual contributor
In-person
No
Personal Project
Robust and complete API NA
Availability of better alternatives NA
Software Development
Working with new technologies and tools NA
I'm not sure
I have neither consider or transitioned into a new career or industry
1
1
Mexico
MXN Mexican peso
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;Kotlin;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;SQL;TypeScript;Zig
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
NA NA
Yes
BigQuery;Cloud Firestore;PostgreSQL;Redis
null
null
NA NA
Yes
Composer;Digital Ocean;Docker;Firebase;Google Cloud;npm;Pip;Prometheus;Vite;Yarn
Docker;Firebase;Google Cloud
Docker;Firebase;Google Cloud
NA NA
Yes
Astro;Deno;Node.js;Nuxt.js;React;Vue.js
Laravel;Node.js;Vue.js
Node.js;Vue.js
Adonis.js Adonis.js
No
null
null
null
NA NA
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
Tailwind CSS 4;Google Gemini
null
null
Windows;Android;Windows Subsystem for Linux (WSL);Linux (non-WSL);Fedora
Windows;Windows Subsystem for Linux (WSL)
GitHub;Google Colab;Google Workspace;Markdown File;Notion;Obsidian;YouTrack
GitHub
GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);X;YouTube;Medium
Stack Overflow
Stack Overflow
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 years
Infrequently, less than once per year
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
Learning about a codebase;Project planning;Documenting code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
null
null
Generating content or synthetic data
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
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
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 help troubleshooting
Deploying, debugging. I think most critical operations will still be valuable/not trusted to an AI
null
5
13,444
13,445
I work with developers or my work supports developers but am not a developer by profession
18-24 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Student
Volunteering (regularly);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);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
null
10
Student
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Ethical concerns NA
null
null
I'm not sure
I have strongly considered changing my career and/or the industry I work in
6
6
Canada
CAD Canadian dollar
null
Yes
Bash/Shell (all shells);C#;C++;HTML/CSS;Java;JavaScript;PowerShell;Python;Visual Basic (.Net)
Bash/Shell (all shells);C++;Go;HTML/CSS;Java;JavaScript;PowerShell;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);C++;HTML/CSS;Java;JavaScript;PowerShell;Python
NA NA
Yes
null
null
null
NA NA
Yes
APT;Cargo;Docker;Google Cloud;Gradle;Make;Maven (build tool);Ninja;npm;Pacman;Pip;Yarn
APT;Chocolatey;Cloudflare;Docker;Google Cloud;Gradle;npm;Pip
APT;Docker;Google Cloud;Gradle;npm;Pip
NA NA
Yes
FastAPI;Flask;Node.js
null
null
NA NA
Yes
Cline and/or Roo;Nano;Visual Studio;Visual Studio Code;Windsurf
Cline and/or Roo;Eclipse;IntelliJ IDEA;Nano
Cline and/or Roo;Nano
NA NA
.NET 8 or higher;Large Language Model;RAG;Google Gemini
c++23;Large Language Model;RAG;Google Gemini
Large Language Model;RAG;Google Gemini
null
null
Windows;Ubuntu;Windows Subsystem for Linux (WSL);Debian;Linux (non-WSL)
Windows
GitHub;Markdown File
null
null
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Alibaba Cloud Qwen 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);Microsoft Phi-4 models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models
Alibaba Cloud Qwen models;Anthropic: Claude Sonnet;Cohere: Command A;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Pro Reasoning models);Microsoft Phi-4 models
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per week
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.);Job board
Read and/or vote on comments for a Question or Answer I am interested in NA
Neutral
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Creating or maintaining documentation
null
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Project planning
null
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, to a great extent
Software engineering
Language processing;Agent/multi-agent orchestration;Vector databases for AI applications;Integration with external agents and APIs;Personalized agent creation
AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
AI agents have improved the quality of my code.
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
null
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.;The cost of using certain AI agent platforms is a barrier.
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
ChromaDB
LlamaIndex
Llama Index
null
null
null
Roo code (Roo-Cline)
Cline
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
Problem solving (understanding sources of bugs, errors, and issues in general) Creativity (balancing optimization and maintainability) Collaboration
null
null
13,445
13,446
I am a developer by profession
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.);Engaged in paid work (less than 10 hours per week)
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Blogs or podcasts;Games or coding challenges
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange
12
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Security or privacy concerns NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
20
15
Serbia
USD United States dollar
72,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;Dart;GDScript;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;PHP;Python;Rust;SQL;TypeScript;Zig
Dart;GDScript;Go;Python;Rust;Zig
Dart;GDScript;Go;Python;Rust;Zig
NA NA
Yes
BigQuery;Cloud Firestore;Dynamodb;Elasticsearch;Firebase Realtime Database;MariaDB;MongoDB;MySQL;PostgreSQL;Redis;Snowflake;SQLite;Clickhouse;Valkey
PostgreSQL;Redis;Valkey
PostgreSQL;Redis;Valkey
NA NA
Yes
Amazon Web Services (AWS);APT;Bun;Cargo;Cloudflare;Datadog;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Make;npm;Pacman;Pip;pnpm;Podman;Poetry;Prometheus;Terraform;Webpack;Yarn
Cargo;Datadog;Docker;Kubernetes
Cargo;Datadog;Docker;Kubernetes
NA NA
Yes
Django;Express;FastAPI;Flask;jQuery;Next.js;Node.js;React;Vue.js
Django;FastAPI;Vue.js
Django;FastAPI;Vue.js
htmx htmx
Yes
Android Studio;Neovim;Notepad++;Vim;Visual Studio Code;VSCodium
Neovim
Neovim
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Shadcn/ui;Ollama;uv
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Ollama;uv
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Ollama;uv
null
null
Ubuntu;Android;Debian;Linux (non-WSL);Arch
Arch
Confluence;GitHub;GitLab;Jira;Linear;Markdown File;Miro;Notion;Obsidian;Trello
GitHub;GitLab;Markdown File
GitHub;GitLab;Markdown File
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);X;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
Yes
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models)
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Less than once per month or monthly
Message Boards;Long-form articles;Coding challenges;Day-in-the-life profiles/interviews with experts
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Indifferent
Somewhat distrust
Bad at handling complex tasks
null
Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data
Learning about a codebase;Writing code;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;It’s hard to understand how or why the code works
No
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
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.
Integrating AI agents with my existing tools and workflows can be difficult.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Probably all of them. AI will not be able to write good code independently, and even if it will, there will still be a lot of value in human-written code.
72,000
9
13,446
13,447
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
7
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
15
DevOps engineer or professional
20 to 99 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Personal Project
Customizable and manageable codebase NA
Availability of better alternatives NA
Software Development
You like your manager NA
No
I have transitioned into a new career and/or industry voluntarily
null
null
Poland
PLN Polish zloty
150,000
Yes
Bash/Shell (all shells);Lisp;Lua;Perl;Python
Bash/Shell (all shells);C;Elixir;Go;Lisp;Lua;OCaml;Perl;Python
Bash/Shell (all shells);Lisp;Lua;Perl;Python
HCL,raku HCL,raku,racket
Yes
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
PostgreSQL;Redis;SQLite
NA NA
Yes
Amazon Web Services (AWS);APT;Docker;Google Cloud;Kubernetes;Pip;Prometheus;Terraform
Amazon Web Services (AWS);APT;Docker;Google Cloud;Kubernetes;Pip;Prometheus;Terraform
Amazon Web Services (AWS);APT;Docker;Google Cloud;Kubernetes;Pip;Prometheus;Terraform
NA NA
Yes
Django;FastAPI
Django;FastAPI;Phoenix
Django;FastAPI
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Linux (non-WSL);Fedora
Ubuntu;Debian;Linux (non-WSL);Fedora
Confluence;GitHub;GitLab;Jira;Redmine
GitLab;Redmine
GitLab;Redmine
NA NA
Reddit;Hacker News;GitHub (public projects, not private repos)
Reddit;Hacker News;GitHub (public projects, not private repos)
Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
I don't use AI or AI-enabled tools
No, and I don't plan to
Unfavorable
Highly distrust
Very poor at handling complex tasks
null
Project planning;Committing and reviewing code;Generating content or synthetic data
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
nope
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.
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;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
thinking & problem solving, as always https://preview.redd.it/oi8nz7obrl1f1.png?width=500&auto=webp&s=86bc1c80e1f5de9c2c6d216977fdc24463f514a8 https://preview.redd.it/apqpgkow2q1f1.jpeg?width=630&auto=webp&s=8c9efd6c7964412cb22e1178b91864225476a706
40,935
6
13,447
13,448
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
35
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system)
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps
35
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
In-person
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Internet, Telecomm or Information Services
Control over the level of quality in projects NA
No
I have neither consider or transitioned into a new career or industry
5
3
Denmark
DKK Danish krone
750,000
Yes
C#;Go;HTML/CSS;JavaScript;SQL
C#;Go;HTML/CSS;JavaScript;SQL
C#;Go;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
Yes
Microsoft Azure
Microsoft Azure
Microsoft Azure
NA NA
Yes
ASP.NET;jQuery;Node.js;React
ASP.NET;jQuery;Node.js;React
ASP.NET;jQuery;Node.js;React
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows
Windows
GitHub
GitHub
GitHub
NA NA
Stack Overflow;Medium
Stack Overflow;Medium
Stack Overflow;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;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
I don't use AI tools for complex tasks / I don't know
Writing code;Debugging or fixing code
Learning about a codebase;Project planning;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Learning new concepts or technologies
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
Search for answers
AI solutions that are almost right, but not quite
null
No, I use AI exclusively in copilot/autocomplete mode
No, but my development work has changed somewhat due to non-AI factors
Software engineering
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
null
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.;The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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 want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
null
116,640
8
13,448
13,449
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Attending school (full-time);Engaged in paid work (10-19 hours per week)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
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;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;Stack Overflow or Stack Exchange;School (i.e., University, College, etc)
3
Developer, desktop or enterprise applications
10,000 or more employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
null
null
null
Banking/Financial Services
null
No
I have somewhat considered changing my career and/or the industry I work in
null
null
Canada
CAD Canadian dollar
55,000
Yes
HTML/CSS;Java;JavaScript;Kotlin;SQL;TypeScript
Assembly;C;C++
null
NA NA
Yes
H2;Microsoft SQL Server
null
null
NA NA
Yes
Docker;Gradle;Kubernetes;Maven (build tool);Microsoft Azure
null
null
NA NA
Yes
Angular;Deno;Node.js;Spring Boot
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows
Windows
Confluence;GitHub;Jira
null
null
NA NA
Stack Overflow;Stack Exchange;Reddit;Hacker News;YouTube
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
No
Daily or almost daily
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
null
null
Yes, somewhat
null
Yes, I use AI tools weekly
Very favorable
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
Search for answers
Learning about a codebase;Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
null
Writing code;Debugging or fixing code;Testing code
Documenting code;Creating or maintaining documentation;Learning new concepts or technologies
null
null
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
40,127
null
13,449
13,450
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.)
Not employed
Attending school (full-time)
null
Yes, I am not new to coding but am learning new coding techniques or programming language
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,450
13,451
I am a developer by profession
45-54 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Volunteering (regularly)
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community)
42
Developer, full-stack
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Costs are manageable This widget doesn't make sense. I can select exactly one item, but can order all 10 items? Which is it? Select or order? In any case, most important is Costs Are Manageable
Ethical concerns NA
Software Development
Control over the level of quality in projects NA
No
I have strongly considered changing my career and/or the industry I work in
17
7
Canada
CAD Canadian dollar
100,000
Yes
Bash/Shell (all shells);C;C#;C++;HTML/CSS;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;Rust;SQL
Bash/Shell (all shells);C;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
SQLite
null
null
NA NA
Yes
Microsoft Azure;MSBuild;NuGet;Pip
null
null
NA NA
No
null
null
null
NA NA
Yes
Android Studio;Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Vim;Visual Studio;Visual Studio Code
Android Studio;Vim
Android Studio;Vim
NA NA
null
null
null
null
null
Ubuntu;Debian;Linux (non-WSL)
Windows;Windows Subsystem for Linux (WSL)
Azure Devops;Confluence;GitHub;Jira;Markdown File
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Bitbucket Bitbucket
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
A few times per month or weekly
Direct messaging of users
Other (write in): Looking for help
Yes, somewhat
I don't use AI or AI-enabled tools
No, but I plan to soon
Indifferent
Somewhat distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
null
null
I don’t use AI tools regularly
No. So far my experience is that AI generated code isn't good and sometimes is complete nonsense. It's maybe good for banging out a template/boilerplate quickly.
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.
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
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
All skills.
72,958
8
13,451
13,452
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)
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;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
12
Developer, back-end
20 to 99 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Easy-to-use API NA
Security or privacy concerns NA
Computer Systems Design and Services
Solving real-world problems NA
Yes
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
13,452
13,453
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I didn't spend time learning in the past year
null
6
Data scientist
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Security or privacy concerns NA
Energy
Competitive pay and benefits NA
No
I have transitioned into a new career and/or industry voluntarily
4
2
Canada
CAD Canadian dollar
null
Yes
Python;SQL
Python;SQL
Python;SQL
NA Julia
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
Jupyter Notebook/JupyterLab;Visual Studio Code
NA NA
null
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
GitLab
GitLab;Jira
GitLab
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 3 and 5 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
About half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat distrust
Good, but not great at handling complex tasks
Search for answers;Learning new concepts or technologies
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
null
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
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I 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 learn best practices;When I want to compare different solutions
Complex problem solving, communication
null
10
13,453
13,454
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);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, front-end
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Easy-to-use API NA
Security or privacy concerns NA
Energy
Working with new technologies and tools NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
83,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;TypeScript
Lua
null
ftl NA
No
null
null
null
NA NA
Yes
Docker;Microsoft Azure;npm;Webpack
Supabase;Vite
null
NA NA
Yes
Next.js;Node.js;React;Vue.js
null
null
NA SolidJS, Qwik
Yes
IntelliJ IDEA;Visual Studio Code
null
null
NA NA
Tailwind CSS 4
null
null
null
null
Windows
Windows;Windows Subsystem for Linux (WSL)
GitHub;Jira
Obsidian
null
Zapier NA
Stack Overflow;Stack Exchange;Discord;GitHub (public projects, not private repos);YouTube;Substack
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
A few times per month or weekly
null
Upvote/Downvote Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat trust
Bad at handling complex tasks
Learning new concepts or technologies
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Committing and reviewing code;Creating or maintaining documentation
Documenting code;Testing code;Generating content or synthetic data
Search for answers
AI solutions that are almost right, but not quite
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;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
Optimizing code performance and resource usage. Improving security. Solving complex bugs.
83,000
8
13,454
13,455
I code primarily as a hobby
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
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);Books / Physical media
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
5
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,455
13,456
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.)
17
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)
21
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency Does what it claims to do
Prohibitive pricing NA
Energy
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
12
15
Saint Lucia
XCD East Caribbean dollar
122,410
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL;VBA
Kotlin;TypeScript
null
NA NA
Yes
MariaDB;Microsoft Access;Microsoft SQL Server;MySQL;PostgreSQL
null
null
NA NA
No
null
null
null
NA NA
Yes
Django;jQuery;WordPress
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Windows
Windows;Linux (non-WSL)
GitHub;Jira;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube
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
Infrequently, less than once per year
null
Comment on Q&A posts NA
No, not really
Rarely, almost never
Yes, I use AI tools weekly
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Project planning;Writing code;Debugging or fixing code;Search for answers;Learning new concepts or technologies
Deployment and monitoring
Testing code;Committing and reviewing code;Predictive analytics
Learning about a codebase;Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Other (write in):
Yes. But I ensure that I review the code and understand it before adding it to my code base.
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering
null
AI agents have accelerated my learning about new technologies or codebases.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
null
Integrating AI agents with my existing tools and workflows can be difficult.
It takes significant time and effort to learn how to use AI agents effectively.
null
I am concerned about the accuracy of the information provided by AI agents.;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
ChatGPT;GitHub Copilot;Microsoft Copilot
grok, deepseek
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving skills. General software development knowledge needed to fix complex issues that the AI got mostly right but not quite.
45,294
5
13,456
13,457
I am a developer by profession
18-24 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)
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);Books / Physical media;Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Online Courses or Certification (includes all media types)
5
Developer, back-end
500 to 999 employees
Individual contributor
In-person
No
Personal Project
Costs are manageable NA
Prohibitive pricing NA
Software Development
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
3
6
Saudi Arabia
SAR Saudi Arabian riyal
200,000
Yes
C;C#;Dart;HTML/CSS;Java;JavaScript;Python;R;SQL
Bash/Shell (all shells);C;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript;Zig
C;C#;HTML/CSS;Java;JavaScript;Python;SQL
NA NA
Yes
Cloud Firestore;Microsoft SQL Server;MongoDB;MySQL;SQLite
Cassandra;Cloud Firestore;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite
Cloud Firestore;Microsoft SQL Server;MongoDB;MySQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Docker;Firebase;Google Cloud;Homebrew;Maven (build tool);Microsoft Azure;npm;Terraform;Vite
Amazon Web Services (AWS);Ansible;APT;Bun;Cloudflare;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;npm;Terraform;Webpack;Yarn
Amazon Web Services (AWS);Ansible;APT;Cloudflare;Docker;Firebase;Google Cloud;Homebrew;Microsoft Azure;npm;Terraform
NA NA
Yes
ASP.NET;ASP.NET Core;Blazor;Express;React;WordPress
Angular;AngularJS;ASP.NET;ASP.NET Core;Astro;Express;FastAPI;Flask;Next.js;Node.js;React;Spring Boot;Vue.js;WordPress
ASP.NET;ASP.NET Core;Express;React;WordPress
NA NA
Yes
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Visual Studio;Visual Studio Code;Xcode
Android Studio;Claude Code;Cursor;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Notepad++;PyCharm;Rider;Vim;Visual Studio;Visual Studio Code;Windsurf
Android Studio;IntelliJ IDEA;Jupyter Notebook/JupyterLab;Nano;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;hostinger;RAG;Ollama
.NET 8 or higher;Tailwind CSS 4;hostinger;Odoo;RAG;Google Gemini;Ollama;visionOS
.NET 8 or higher;hostinger;RAG;Ollama
null
null
Windows;MacOS;Android;iOS
Windows;MacOS;Ubuntu
Azure Devops;GitHub;Miro;Trello
Asana;Azure Devops;GitHub;GitLab;Jira;Trello
Azure Devops;GitHub;Trello
NA NA
Stack Overflow;Stack Exchange;Reddit;X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;X;YouTube;LinkedIn;Medium
Stack Overflow;Stack Exchange;Reddit;X;YouTube;LinkedIn;Medium
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- 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;Perplexity Sonar models;X Grok models
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Meta Llama (all models);Mistral AI models;openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per month or weekly
Between 1 and 3 years
Infrequently, less than once per year
Chat (people);Long-form articles;Videos;Coding challenges;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
Less than half of the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Bad at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Search for answers;Generating content or synthetic data
Deployment and monitoring;Other (write in):
Learning about a codebase;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
Project planning
Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;I’ve become less confident in my own problem-solving;Other (write in):
Not sure.
No, but I plan to
Yes, to a great extent
null
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
I am concerned about the accuracy of the information provided by AI agents.;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 want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Produce high quality software, translate business needs to software solution.
53,315
8
13,457
13,458
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Caring for dependents (children, elderly, etc.);Volunteering (regularly);Attending school (part-time)
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);Other (please specify):
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);School (i.e., University, College, etc)
19
Developer, embedded applications or devices
10,000 or more 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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Other (please specify): Promoting AI
Software Development
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
null
null
United States of America
USD United States dollar
87,000
Yes
Assembly;Bash/Shell (all shells);C;C#;C++;MATLAB;Python;R
Bash/Shell (all shells);C;C++;Erlang;Lisp;Prolog
Bash/Shell (all shells);C;C++
NA NA
No
null
null
null
NA NA
Yes
Chocolatey;Make;Microsoft Azure;MSBuild
Chocolatey;Make
Chocolatey;Make
Nix Nix, Guix
No
null
null
null
NA NA
Yes
Nano;Visual Studio
Nano;Vim
Nano
Emacs Emacs
c++23
c++23
c++23
null
null
Ubuntu;Android;Linux (non-WSL);NixOS
Windows;Ubuntu;Windows Subsystem for Linux (WSL)
Doxygen;GitHub;Markdown File;Obsidian;Wikis
Doxygen;GitLab;Markdown File;Obsidian
Doxygen;Markdown File;Obsidian
NA NA
Stack Overflow
null
null
MS-Teams Groups NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Directly open a Q&A post via search, documentation or a peer NA
Neutral
I don't use AI or AI-enabled tools
No, and I don't plan to
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
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 about a codebase;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;Other (write in):
No.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
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.
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
Architecture, Interface Design, Abstraction Boundaries
87,000
4
13,458
13,459
I am learning to code
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above;Attending school (part-time)
null
Yes, I am new to coding or currently a student
Online Courses or Certification (includes all media types);Videos (not associated with specific online course or certification);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;School (i.e., University, College, etc)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
2
Other (please specify):
I don’t know
Individual contributor
In-person
No
Work
Connected to an open-source project NA
Outdated or obsolete technology or features NA
Higher Education
null
I'm not sure
I have transitioned into a new career and/or industry involuntarily
2
5
Israel
ILS Israeli new shekel
null
Yes
C#;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript;Visual Basic (.Net)
C#;Python;SQL;TypeScript;Visual Basic (.Net)
C#;Python;SQL;TypeScript;Visual Basic (.Net)
react, angular, node.js, NA
Yes
Microsoft SQL Server;MongoDB;MySQL
Microsoft SQL Server;MongoDB;MySQL
Microsoft SQL Server;MongoDB;MySQL
NA NA
Yes
null
null
null
NA NA
Yes
Angular;ASP.NET;ASP.NET Core;jQuery;Node.js;React
Angular;ASP.NET;ASP.NET Core;jQuery;Node.js;React
Angular;ASP.NET;ASP.NET Core;jQuery;Node.js;React
NA NA
Yes
IntelliJ IDEA;PyCharm;Visual Studio;Visual Studio Code;VSCodium;Windsurf
IntelliJ IDEA;PyCharm;Visual Studio;Visual Studio Code;VSCodium;Windsurf
IntelliJ IDEA;PyCharm;Visual Studio;Visual Studio Code;VSCodium;Windsurf
NA NA
null
null
null
null
null
Windows
Windows
null
null
null
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
null
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
Gemini (Flash general purpose models);openAI GPT (chatbot models);openAI Image generating models
NA NA
Yes
Less than once per month or monthly
Between 1 and 3 years
I have never participated in Q&A on Stack Overflow
Chat (bot/AI)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
AI solutions that are almost right, but not quite;I’ve become less confident in my own problem-solving
no, but i would like to know and to use it
No, I use AI exclusively in copilot/autocomplete mode
Yes, to a great extent
Software engineering
Integration with external agents and APIs
AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
AI agents have helped me automate repetitive tasks.
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved the quality of my code.
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.
Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
creativity, time managment, technical sense
null
null
13,459
13,460
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.)
9
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Colleague or on-the-job training
15
Developer, full-stack
100 to 499 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Other (please specify): Company Goal Alignment
Other (please specify): Company Goal Alignment
Other:
Competitive pay and benefits NA
I'm not sure
I have strongly considered changing my career and/or the industry I work in
7
8
United States of America
USD United States dollar
130,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;JavaScript;PHP;PowerShell;Python;SQL
Bash/Shell (all shells);GDScript;HTML/CSS;Kotlin;TypeScript
Bash/Shell (all shells);HTML/CSS
NA NA
Yes
MariaDB;MongoDB;SQLite
Cassandra;MariaDB;MongoDB;SQLite;Valkey
MariaDB;MongoDB;SQLite
NA InfluxDB
Yes
Amazon Web Services (AWS);APT;Google Cloud;Homebrew;Terraform
Amazon Web Services (AWS);APT;Google Cloud
Amazon Web Services (AWS);APT;Google Cloud
Hetzner Hetzner
Yes
Node.js;Spring Boot;Symfony
Laravel
null
Extjs NA
Yes
Visual Studio Code
Visual Studio Code
Visual Studio Code
PhpStorm NA
null
null
null
null
null
Windows;Ubuntu;Android
MacOS;iOS
GitHub;Google Workspace;Monday.com
GitHub;GitLab;Obsidian;Stack Overflow for Teams
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Dev.to;Hacker News;GitHub (public projects, not private repos);Bluesky;X;YouTube;LinkedIn;Medium
Stack Overflow
Stack Overflow
Mastodon Mastodon
Yes
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Long-form articles;Coding challenges
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
Favorable
Somewhat distrust
Very poor at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Deployment and monitoring;Predictive analytics
Project planning;Documenting code;Testing code;Creating or maintaining documentation
Generating content or synthetic data
Search for answers
I’ve become less confident in my own problem-solving;Other (write in):
No, I've done vibe coding for hobby projects, but the AI does extremely poor with our legacy code.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering;Business process automation
null
AI agents have increased my productivity.
AI agents have accelerated my learning about new technologies or codebases.
null
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
Integrating AI agents with my existing tools and workflows can be difficult.
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.
It takes significant time and effort to learn how to use AI agents effectively.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
GitHub MCP Server
null
Amazon Bedrock Agents
null
null
null
ChatGPT;GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I 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
Understanding the problem space or context of a goal.
130,000
7
13,460
13,461
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
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);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)
5
Developer, front-end
null
null
null
null
Personal Project
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
null
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
5
3
France
EUR European Euro
null
Yes
Assembly;C++;Dart;GDScript;Go;HTML/CSS;JavaScript;PHP;Python;Rust;SQL;TypeScript
Assembly;C++;Python;Rust;TypeScript
Assembly;C++;Python;Rust;TypeScript
NA NA
Yes
Elasticsearch;MariaDB;MongoDB;PostgreSQL;SQLite;Valkey
null
null
NA NA
Yes
Composer;Docker;Make;npm;Pacman;Pip;pnpm;Vite;Webpack;Yarn
Docker;Pacman;pnpm;Vite
Docker;Pacman;pnpm;Vite
NA uv
Yes
Express;Node.js;React;Symfony
Deno;Node.js;Vue.js
Node.js
NA NA
Yes
Android Studio;Nano;PhpStorm;Visual Studio;Visual Studio Code;VSCodium
Nano;Visual Studio Code
Nano;Visual Studio Code
NA NA
c++23
c++23;Pydantic;uv
c++23
null
null
Windows;Android;Arch
Ubuntu
GitHub;GitLab
GitHub
GitHub
NA NA
Discord;GitHub (public projects, not private repos);YouTube;Twitch
Discord;GitHub (public projects, not private repos);YouTube
Discord;GitHub (public projects, not private repos);YouTube
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
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Less than half of the time
No, and I don't plan to
Indifferent
Somewhat trust
Bad at handling complex tasks
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Search for answers;Generating content or synthetic data
Learning about a codebase;Committing and reviewing code;Deployment and monitoring;Predictive analytics;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’ve become less confident in my own problem-solving;It’s hard to understand how or why the code works
no
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
brain
null
7
13,461
13,462
I am a developer by profession
35-44 years old
Some college/university study without earning a degree
Independent contractor, freelancer, or self-employed
null
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)
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
6
Developer, back-end
null
null
null
No
Personal Project
Easy-to-use API NA
Lack of or sub-par API NA
Software Development
Opportunities to mentor and lead junior-level coworkers NA
No
I have somewhat considered changing my career and/or the industry I work in
11
8
Italy
EUR European Euro
43,200
Yes
HTML/CSS;Java;JavaScript;Kotlin;Ruby;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;Ruby;SQL;TypeScript
HTML/CSS;Java;JavaScript;Kotlin;Ruby;SQL;TypeScript
NA NA
Yes
Dynamodb;H2;Microsoft SQL Server;MySQL;PostgreSQL;SQLite
Dynamodb;H2;MySQL;PostgreSQL;SQLite
Dynamodb;H2;MySQL;PostgreSQL;SQLite
NA NA
Yes
Amazon Web Services (AWS);Docker;Maven (build tool);npm
Amazon Web Services (AWS);Docker;Maven (build tool);npm
Amazon Web Services (AWS);Docker;Maven (build tool);npm
NA NA
Yes
Angular;Spring Boot
Angular;Ruby on Rails;Spring Boot
Angular;Spring Boot
NA NA
Yes
Android Studio;Eclipse;Notepad++;Visual Studio Code
Android Studio;Eclipse;Notepad++;Visual Studio Code
Android Studio;Eclipse;Notepad++;Visual Studio Code
NA NA
Tailwind CSS 4
null
null
null
null
Windows;Android
Windows;Android
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube;Medium
Stack Overflow;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
Multiple times per day
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
Yes, somewhat
I don't use AI or AI-enabled tools
No, and I don't plan to
Favorable
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Project planning;Writing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Documenting code;Generating content or synthetic data;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
it is not
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
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
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
the ability to really understand the problem and the client requests
50,118
7
13,462
13,463
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
15
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);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
16
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
Reliability and low latency NA
Ethical concerns NA
Manufacturing
Recognition from leadership for your work NA
No
I have somewhat considered changing my career and/or the industry I work in
4
null
Germany
EUR European Euro
43,339
Yes
C#;Delphi;HTML/CSS;PHP;PowerShell;SQL
C#;SQL
C#;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server
Microsoft SQL Server
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
null
Visual Studio
Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows;Android
Windows
Azure Devops;Confluence
Azure Devops
Azure Devops
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;YouTube
Stack Overflow;Discord;Reddit
Stack Overflow;Discord;Reddit
NA NA
Yes
null
null
null
JetBrains AI Assistant JetBrains AI Assistant
Yes
A few times per week
Between 10 and 15 years
Less than once per month or monthly
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);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, definitely
Less than half of the time
Yes, I use AI tools weekly
Unfavorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Predictive analytics;Search for answers;Learning new concepts or technologies
Project planning;Deployment and monitoring
Learning about a codebase;Testing code
null
Generating content or synthetic data;Creating or maintaining documentation
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
No. AI Code is suitable to solve basic problems. Mid tier problems are equally hard to promt compared to writing the code yourself and complex Problems are basically impossible to solve vibe based in my experience. AI Code is useful to give me a jump off point, a raw first draft of code but it cannot compete with a well done human designed code.
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Software engineering
Language processing
AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have helped me solve complex problems more effectively.
AI agents have increased my productivity.;AI agents have improved the quality of my code.
null
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.;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.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
Understanding Complex code and Business reasons for Code to do things in unintuitive ways.
50,280
4
13,463
13,464
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
20
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
24
Developer, front-end
100 to 499 employees
Individual contributor
Remote
No
Personal Project
Easy-to-use API 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
5
5
United States of America
USD United States dollar
190,000
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
Infrequently, less than once per year
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
190,000
1
13,464
13,465
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
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);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Coding Bootcamp
28
Senior executive (C-suite, VP, etc.)
20 to 99 employees
People manager
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Media & Advertising Services
Autonomy and trust to manage your own tasks NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
null
United States of America
USD United States dollar
189,000
Yes
C#;HTML/CSS;JavaScript;Python;SQL
C#;HTML/CSS;JavaScript;Python;SQL
C#;HTML/CSS;JavaScript;Python;SQL
NA NA
Yes
Microsoft SQL Server
Microsoft SQL Server;Snowflake
Microsoft SQL Server
Azure Synapse Lake Database, Fabric Lakehouse, Fabric Warehouse Azure Synapse Lake Database, Fabric Lakehouse, Fabric Warehouse
Yes
Cloudflare;Microsoft Azure
Cloudflare;Microsoft Azure
Cloudflare;Microsoft Azure
NA NA
Yes
ASP.NET Core;WordPress
ASP.NET Core;Blazor
ASP.NET Core
NA NA
Yes
Notepad++;Visual Studio;Visual Studio Code
Claude Code;Cursor;Notepad++;Visual Studio;Visual Studio Code
Notepad++;Visual Studio;Visual Studio Code
NA NA
.NET 8 or higher;Microsoft Fabric
.NET 8 or higher;Large Language Model;Microsoft Fabric
.NET 8 or higher;Microsoft Fabric
null
null
Windows;iOS
Windows
Azure Devops;Clickup;GitHub;Google Workspace
Azure Devops;Clickup;GitHub;Google Workspace
Azure Devops;Clickup;GitHub;Google Workspace
NA NA
Stack Overflow;Stack Exchange;Reddit;Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Bluesky;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Reddit;Bluesky;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
Multiple times per day
Between 10 and 15 years
A few times per week
Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, definitely
Rarely, almost never
Yes, I use AI tools weekly
Indifferent
Neither trust nor distrust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Testing code;Learning new concepts or technologies
Project planning
Deployment and monitoring;Generating content or synthetic data
Learning about a codebase;Documenting code;Committing and reviewing code;Predictive analytics;Search for answers;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;It’s hard to understand how or why the code works
No
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Verification and validation of both the AI produced code and the results. Testing and prompting will remain significantly human.
189,000
8
13,465
13,466
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Independent contractor, freelancer, or self-employed
Volunteering (regularly);Engaged in paid work (20-29 hours per week)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
20
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Costs are manageable NA
Poor usability NA
Software Development
Developing specialized expertise NA
No
I have neither consider or transitioned into a new career or industry
20
10
United States of America
USD United States dollar
150,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;Python;SQL;TypeScript
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);APT;Composer;Digital Ocean;Docker;Firebase;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;NuGet;Pip;pnpm;Prometheus;Supabase;Terraform;Vercel;Vite;Webpack;Yarn
Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;NuGet;Pip;pnpm;Terraform;Vercel;Vite
Docker;Google Cloud;Homebrew;Kubernetes;Microsoft Azure;Netlify;npm;NuGet;Pip;pnpm;Terraform;Vercel;Vite
NA NA
Yes
Angular;Express;FastAPI;Flask;Next.js;Node.js;React;Spring Boot;Vue.js;WordPress
Angular;Flask;Next.js;Node.js;React;WordPress
Angular;Flask;Next.js;Node.js;React;WordPress
NA NA
Yes
Bolt;Claude Code;Cursor;IntelliJ IDEA;Nano;PhpStorm;PyCharm;Vim;Visual Studio Code
IntelliJ IDEA;PyCharm;Visual Studio Code
IntelliJ IDEA;PyCharm;Visual Studio Code
NA NA
Large Language Model;RAG;Google Gemini;Ollama;LangGraph
Large Language Model;RAG;Google Gemini;Ollama;LangGraph
Large Language Model;RAG;Google Gemini;Ollama;LangGraph
null
null
MacOS;Ubuntu
MacOS;Ubuntu
Asana;Azure Devops;Confluence;GitLab;Google Colab;Google Workspace;Jira;Lucid (includes Lucidchart);Trello;Wikis
GitLab;Google Colab;Google Workspace;Jira
GitLab;Google Colab;Google Workspace;Jira
NA NA
Stack Overflow;Stack Exchange;Discord;Dev.to;Kaggle;YouTube;LinkedIn;Medium
Stack Overflow;Discord;Dev.to;Kaggle;YouTube;Medium
Stack Overflow;Discord;Dev.to;Kaggle;YouTube;Medium
slack NA
Yes
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;openAI Reasoning 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;openAI Reasoning 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;openAI Reasoning models
Notebook LM NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Videos;Coding challenges;Chat (bot/AI)
Use discussion or chat feature NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Very well at handling complex tasks
Learning about a codebase;Writing code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
null
null
Project planning;Documenting code;Deployment and monitoring;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite
yes
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;Business process automation;Decision intelligence;IT operations;Data and analytics
Multi-platform search enablement;Language processing;Agent/multi-agent orchestration;MCP servers;Integration with external agents and APIs;Personalized agent creation
AI agents have reduced the time spent on specific development tasks.
null
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have improved collaboration within my team.
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.
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Fireproof;Neo4j;GitHub MCP Server;supabase
null
Vertex AI;Llama Index;Ollama;LangChain;Zapier;LangGraph
null
New Relic;Grafana + Prometheus;LangSmith;Langfuse
null
ChatGPT;Claude Code;GitHub Copilot;Google Gemini;Microsoft Copilot;v0.dev;Bolt.new;Cody
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;When I need help fixing complex or unfamiliar code
Experience, prompting, solutions architecture, site reliability engineering, web and device architecture, accessibility implementation
150,000
8
13,466
13,467
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.)
18
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);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
30
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
Reputation for quality NA
Ethical concerns NA
Healthcare
Solving real-world problems NA
No
I have strongly considered changing my career and/or the industry I work in
16
0
United States of America
USD United States dollar
230,000
Yes
Bash/Shell (all shells);Dart;Go;TypeScript
Rust
null
NA NA
Yes
Dynamodb
MongoDB;PostgreSQL;Redis
null
NA NA
Yes
Amazon Web Services (AWS);Docker;Homebrew;Kubernetes;Prometheus;Terraform;Vite;Yarn
pnpm;Podman
null
NA NA
Yes
Svelte
null
null
NA NA
Yes
IntelliJ IDEA;Visual Studio Code
null
null
copilot NA
null
null
null
null
null
Windows;Android;Linux (non-WSL)
MacOS
Confluence;GitHub;Jira;Markdown File
GitLab;Markdown File
Markdown File
NA NA
Stack Overflow;GitHub (public projects, not private repos);Medium
null
null
NA NA
Yes
openAI GPT (chatbot models)
null
null
NA NA
Yes
Less than once per month or monthly
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Direct messaging of users
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
Bad at handling complex tasks
Writing code;Documenting code;Testing code;Committing and reviewing code;Generating content or synthetic data
Project planning;Deployment and monitoring;Predictive analytics;Search for answers;Learning new concepts or technologies
Learning about a codebase;Debugging or fixing 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, this is a terrible idea
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving, architecture, reading and writing code
230,000
4
13,467
13,468
I am a developer by profession
45-54 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Caring for dependents (children, elderly, etc.)
25
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
30
Developer, embedded applications or devices
20 to 99 employees
Individual contributor
Remote
No
Work
Customizable and manageable codebase NA
Outdated or obsolete technology or features NA
Other:
Developing specialized expertise NA
No
I have somewhat considered changing my career and/or the industry I work in
10
5
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
84,500
Yes
Bash/Shell (all shells);C;C++;Go;Python;Rust
null
null
CMake NA
null
null
null
null
NA NA
Yes
APT;Cargo;Docker;Ninja;Podman
Cargo;Make
Cargo
Packer NA
null
null
null
null
NA NA
null
RustRover;Visual Studio Code;Zed
Claude Code;Visual Studio Code;Zed
Visual Studio Code;Zed
NA NA
null
null
null
null
null
Ubuntu
Ubuntu
Confluence;Jira;Markdown File
Markdown File;YouTrack
Markdown File
Excalidraw Excalidraw
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);Slack (public channels, not work);LinkedIn;Medium
Stack Overflow;Stack Exchange;Medium
Stack Overflow;Stack Exchange;Medium
Mastodon (Fediverse), Matrix Mastodon (Fediverse), Matrix
No
null
null
null
NA NA
Yes
A few times per week
Between 10 and 15 years
Less than once every 2 - 3 months
Job board
Other (write in): Find relevant answer
Neutral
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Very unfavorable
Highly distrust
Very poor at handling complex tasks
null
Learning about a codebase;Project planning;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Writing code;Search for answers
null
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;Other (write in):
Nope.
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to compare different solutions;When I have ethical or security concerns about code
Actually cracking problems, designing large software, creating new algorithms, analysis of user needs, invention of new products, cryptography, security, benchmarking, optimisation, planning, estimations, user friendly technical documentation.
115,040
4
13,468
13,469
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Student
Engaged in paid work (20-29 hours per week);Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
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);Colleague or on-the-job training;Coding Bootcamp
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Videos (not associated with specific online course or certification);Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Books / Physical media;School (i.e., University, College, etc)
3
Developer, back-end
Less than 20 employees
Individual contributor
Remote
No
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,469
13,470
I am a developer by profession
25-34 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification)
5
Developer, full-stack
20 to 99 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Robust and complete API NA
Availability of better alternatives NA
Media & Advertising Services
Competitive pay and benefits NA
I'm not sure
I have neither consider or transitioned into a new career or industry
10
null
Germany
EUR European Euro
80,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Ruby;SQL;TypeScript
Elixir;Go;HTML/CSS;JavaScript;Python;Ruby;SQL
Go;HTML/CSS;JavaScript;Python;Ruby;SQL
NA NA
Yes
MongoDB;PostgreSQL;Redis;SQLite;Supabase;Amazon Redshift;Valkey
PostgreSQL;SQLite;Amazon Redshift;Valkey
PostgreSQL;SQLite;Amazon Redshift;Valkey
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew;npm;Pip;Yarn
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew
Amazon Web Services (AWS);Cloudflare;Docker;Homebrew
NA NA
Yes
Ruby on Rails
Angular;Astro;Laravel;React;Ruby on Rails
Ruby on Rails
NA NA
Yes
Cursor;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
Shadcn/ui
Shadcn/ui
Shadcn/ui
null
null
MacOS;iOS;iPadOS
MacOS
GitHub;Google Workspace;Notion
GitHub;Notion
GitHub;Notion
NA NA
Stack Overflow;Reddit;Hacker News;GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
GitHub (public projects, not private repos);YouTube
NA NA
Yes
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
openAI GPT (chatbot models);openAI Reasoning models
NA NA
No
A few times per month or weekly
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Job board
null
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very well at handling complex tasks
Documenting code
Project planning;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Learning about a codebase;Generating content or synthetic data
null
Writing code;Debugging or fixing code;Testing code;Search for answers;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
null
Yes, I use AI agents at work weekly
Yes, to a great extent
Software engineering;IT operations
Language processing
null
AI agents have helped me automate repetitive tasks.;AI agents have accelerated my learning about new technologies or codebases.
AI agents have improved collaboration within my team.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.
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
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
null
null
null
null
null
null
ChatGPT;GitHub Copilot;v0.dev
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
Translating business requirements into code. Understanding how everything works - even if AI can explain.
92,812
7
13,470
13,471
I code primarily as a hobby
18-24 years old
Some college/university study without earning a degree
Student
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,471
13,472
I am a developer by profession
18-24 years old
Master’s degree (M.A., M.S., M.Eng., MBA, 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;AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training;Online Courses or Certification (includes all media types)
9
Developer, back-end
Less than 20 employees
null
null
No
null
null
null
Software Development
Developing specialized expertise NA
No
I have strongly considered changing my career and/or the industry I work in
3
5
Ukraine
USD United States dollar
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
Yes
A few times per week
Between 3 and 5 years
I have never participated in Q&A on Stack Overflow
Chat (people);Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not really
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Very poor at handling complex tasks
Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data
Testing code;Learning new concepts or technologies;Other (write in):
null
Learning about a codebase;Project planning
Search for answers;Creating or maintaining documentation
I haven’t encountered any problems
yes
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
40,000
4
13,472
13,473
I am a developer by profession
55-64 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
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);Books / Physical media;Videos (not associated with specific online course or certification);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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)
29
Developer, full-stack
10,000 or more employees
Individual contributor
Remote
No
Work
Reliability and low latency NA
Ethical concerns NA
Higher Education
Autonomy and trust to manage your own tasks NA
No
I have somewhat considered changing my career and/or the industry I work in
10
10
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
null
Yes
Bash/Shell (all shells);Groovy;HTML/CSS;Java;JavaScript;Python;SQL
Groovy;HTML/CSS;Java;JavaScript;Python;SQL;TypeScript
Groovy;HTML/CSS;Java;JavaScript;Python;SQL
NA Clojure
Yes
MySQL;PostgreSQL
Datomic;MongoDB;MySQL;PostgreSQL;SQLite
MySQL;PostgreSQL
NA NA
No
null
null
null
NA NA
Yes
null
null
null
Grails, Primefaces NA
Yes
IntelliJ IDEA;Neovim;Vim;Visual Studio Code
IntelliJ IDEA;Neovim;Vim;Visual Studio Code
IntelliJ IDEA;Neovim;Vim;Visual Studio Code
NA NA
Pydantic;uv
Tailwind CSS 4;Pydantic;uv
Pydantic;uv
null
null
MacOS
MacOS;Ubuntu
GitHub;GitLab;Obsidian
GitHub;GitLab;Obsidian
GitHub;GitLab;Obsidian
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;Medium
Stack Overflow;Discord;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube
NA NA
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
No
A few times per week
More than 15 years, or since Stack Overflow started in 2008
I have never participated in Q&A on Stack Overflow
null
Bookmark posts to look at later NA
No, not really
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Deployment and monitoring;Predictive analytics
Creating or maintaining documentation
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
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 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
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
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.;It takes significant time and effort to learn how to use AI agents effectively.
null
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 learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code
null
null
6
13,473
13,474
I am not primarily a developer, but I write code sometimes as part of my work/studies
25-34 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
None of the above
4
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Colleague or on-the-job training
10
Data engineer
100 to 499 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Personal Project
Connected to an open-source project NA
Inefficient or time-costly NA
Energy
null
No
I have somewhat considered changing my career and/or the industry I work in
15
6
Switzerland
CHF Swiss franc
91,000
Yes
HTML/CSS;PowerShell;Python;R;SQL;VBA
null
null
python NA
No
null
null
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;Notepad++;PyCharm;Visual Studio Code
null
null
pyCharm NA
Odoo;Large Language Model
null
null
odoo
null
Debian
Windows
GitHub;GitLab;Jira
GitHub;GitLab
GitHub;GitLab
gitlab NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos);YouTube;LinkedIn
youtube NA
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
Message Boards
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 weekly
Unfavorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Debugging or fixing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics
Project planning
Creating or maintaining documentation
Writing code;Documenting code
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No, ai des not understand what I wanted and it does not know the regulations etc... very well
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to 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
To think about the plan and architecture of the code !
112,834
null
13,474
13,475
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community)
20
Architect, software or solutions
Less than 20 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Costs are manageable NA
Inefficient or time-costly NA
Software Development
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
10
4
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
70,000
Yes
HTML/CSS;JavaScript;PHP
Python
null
NA NA
Yes
MySQL;PostgreSQL
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Digital Ocean;Docker;Vite
Kubernetes;Terraform
null
NA NA
Yes
jQuery;Laravel;WordPress
Django
null
NA NA
Yes
Sublime Text;Visual Studio Code
null
null
NA NA
Google Gemini
null
null
null
null
MacOS
Ubuntu
Asana;Confluence;GitHub;Jira;Miro;Notion;Trello
null
null
NA NA
Stack Overflow;GitHub (public projects, not private repos);Slack (public channels, not work);YouTube;LinkedIn
null
null
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.)
Comment on Q&A posts NA
Yes, somewhat
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Search for answers
Learning about a codebase;Project planning;Learning new concepts or technologies
Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Documenting 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;It’s hard to understand how or why the code works
It's not a major part mainly because of a couple of reasons. The answers generated by AI models especially for a technical problem lacks accuracy. I always have to double check the whole logic and the implementation to make sure if it suits the requirement and is up to the standards . The other reason is that the AI models will be confused especially with the follow up questions and give wrong answers.
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
Multi-platform search enablement;Integration with external agents and APIs
AI agents have helped me automate repetitive tasks.;AI agents have reduced the time spent on specific development tasks.
AI agents have increased my productivity.;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.
Write in the most significant benefit if not listed above.
AI agents have accelerated my learning about new technologies or codebases.
It takes significant time and effort to learn how to use AI agents effectively.
Integrating AI agents with my existing tools and workflows can be difficult.
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
Tabine, Copilot, ChatGPT, Gemini
null
null
New Relic
null
ChatGPT;GitHub Copilot;Google Gemini;Microsoft Copilot;AgentGPT;Devin AI;Tabnine
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 quick help troubleshooting
Programming skills, devops, security
95,299
8
13,475
13,476
I am a developer by profession
25-34 years old
Some college/university study without earning a degree
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
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
16
Developer, full-stack
10,000 or more employees
Individual contributor
In-person
No
Personal Project
Connected to an open-source project NA
Availability of better alternatives NA
Transportation, or Supply Chain
Innovation through solving challenging and complex problems NA
No
I have transitioned into a new career and/or industry voluntarily
24
16
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
40,000
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;PowerShell;Python;R;SQL;TypeScript;VBA
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;JavaScript;Python;SQL;TypeScript
BASIC, KaTeX, MathML, SVG NA
Yes
Dynamodb;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;PostgreSQL;SQLite;Amazon Redshift
null
null
NA NA
Yes
Amazon Web Services (AWS);Cloudflare;Docker;Make;npm;Vite
null
null
NA NA
Yes
Flask;Node.js;React
null
null
NA NA
Yes
Nano;Notepad++;Vim;Visual Studio Code
null
null
NA NA
null
null
null
null
null
Android;Debian
Windows;Android
Airtable;Asana;GitHub;GitLab;Trello
GitHub
GitHub
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;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
Not sure/can't remember
Less than once per month or monthly
Between 10 and 15 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
Indifferent
Somewhat distrust
Neither good or bad at handling complex tasks
null
Project planning;Testing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Learning new concepts or technologies
Search for answers;Generating content or synthetic data
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;Other (write in):
Fuck no! Piss off!
No, and I don't plan to
Yes, somewhat
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.;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.;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 need help fixing complex or unfamiliar code
Innovation. AI can regurgitate solutions it's seen but struggles to create viable novel solutions to problems.
54,457
6
13,476
13,477
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.)
11
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
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, full-stack
500 to 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
null
Security or privacy concerns NA
Other:
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
4
0
United States of America
USD United States dollar
190,000
Yes
C#;HTML/CSS;PowerShell;SQL;Visual Basic (.Net)
null
null
NA NA
Yes
Microsoft SQL Server
null
null
NA NA
Yes
Microsoft Azure
Amazon Web Services (AWS)
null
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery
ASP.NET;ASP.NET Core;jQuery
ASP.NET;ASP.NET Core;jQuery
NA NA
Yes
Visual Studio
Visual Studio
Visual Studio
NA NA
null
null
null
null
null
Windows
Windows
Google Workspace
null
null
NA 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);openAI Image generating models;X Grok models
X Grok models
X Grok models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
A few times per month or weekly
Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Somewhat trust
Good, but not great at handling complex tasks
Debugging or fixing code
Testing code;Committing and reviewing code;Deployment and monitoring
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite
I think that is a pretty gay term, but I use AI for a lot of code
No, and I don't plan to
Yes, to a great extent
null
null
null
null
null
null
null
The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
Integrating AI agents with my existing tools and workflows can be difficult.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
Being able to understand users wants and needs.
190,000
10
13,477
13,478
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.)
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Videos (not associated with specific online course or certification);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
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);Colleague or on-the-job training;Blogs or podcasts;Stack Overflow or Stack Exchange
6
Architect, software or solutions
100 to 499 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
Connected to an open-source project NA
Security or privacy concerns NA
Software Development
You like your manager NA
I'm not sure
I have neither consider or transitioned into a new career or industry
7
5
Pakistan
PKR Pakistani rupee
2,000,000
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
null
null
null
null
null
null
null
null
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7,023
7
13,478
13,479
I am a developer by profession
25-34 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Volunteering (regularly)
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts;Other (please specify):
21
Other (please specify):
500 to 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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reliability and low latency NA
Outdated or obsolete technology or features NA
Media & Advertising Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
6
4
United States of America
USD United States dollar
200,000
Yes
Bash/Shell (all shells);C;C++;Elixir;Go;HTML/CSS;JavaScript;Python;Ruby;SQL
Bash/Shell (all shells);C++;Elixir;JavaScript;Lisp
Bash/Shell (all shells);C++;Elixir;JavaScript
NA NA
Yes
PostgreSQL;Redis;SQLite
BigQuery;PostgreSQL;Redis
PostgreSQL;Redis
NA NA
Yes
APT;Cargo;Chocolatey;Datadog;Docker;Google Cloud;Homebrew;Make;npm;Pacman;Pip;Terraform
Datadog;Docker;Google Cloud;Homebrew;Make;Ninja;npm;Pacman;Terraform
Datadog;Docker;Google Cloud;Homebrew;Make;npm;Pacman;Terraform
NA NA
Yes
Node.js;Phoenix;React
Node.js;Phoenix;React
Node.js;Phoenix;React
NA NA
Yes
Vim
Vim
Vim
NA NA
c++23;Google Gemini
c++23
c++23
null
null
Windows;MacOS;Android;Linux (non-WSL)
MacOS;Red Hat
Confluence;Doxygen;GitHub;GitLab;Jira;Miro;Trello;Wikis
Confluence;GitHub;GitLab
Confluence;GitHub;GitLab
NA NA
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;GitHub (public projects, not private repos)
NA NA
No
null
null
null
NA NA
Yes
A few times per week
More than 15 years, or since Stack Overflow started in 2008
Infrequently, less than once per year
Chat (people);Message Boards;Coding challenges;Logic games/puzzles;Direct messaging of users
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
Yes, I use AI tools weekly
Very unfavorable
Highly distrust
Very poor at handling complex tasks
Debugging or fixing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Learning about a codebase;Project planning;Writing code;Documenting code;Testing code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation;Other (write in):
null
null
null
Debugging AI-generated code is more time-consuming;Other (write in):;It’s hard to understand how or why the code works
No and I would never use it, it offends me that I have to review vibe coding from others who haven't given significant thought to the output
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Actual problem solving and being able to solve complex puzzle tasks, not just being a clueless pattern matcher spitting out random lines and insisting they solve the problem when they don't. Also interpersonal people skills.
200,000
7
13,479
13,480
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Student
Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts;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
8
Developer, full-stack
null
null
null
null
School
Robust and complete API NA
Lack of or sub-par API NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,480
13,481
I am a developer by profession
35-44 years old
Professional degree (JD, MD, Ph.D, Ed.D, etc.)
Independent contractor, freelancer, or self-employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community)
20
Senior executive (C-suite, VP, etc.)
null
null
null
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
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
10
null
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
Bash/Shell (all shells);C#;HTML/CSS;JavaScript;PowerShell;Python;SQL;TypeScript
NA NA
Yes
PostgreSQL;SQLite
PostgreSQL;SQLite
PostgreSQL;SQLite
NA NA
Yes
APT;Chocolatey;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Pip
APT;Chocolatey;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Pip;Terraform
APT;Chocolatey;Docker;Kubernetes;Microsoft Azure;npm;NuGet;Pip
NA NA
Yes
Flask;Node.js;Svelte
Flask;Node.js;Svelte
Flask;Node.js;Svelte
NA NA
Yes
Jupyter Notebook/JupyterLab;Neovim;Visual Studio;Visual Studio Code
Jupyter Notebook/JupyterLab;Neovim;Visual Studio
Jupyter Notebook/JupyterLab;Neovim;Visual Studio
NA NA
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher;Large Language Model;Ollama
.NET 8 or higher;Large Language Model;Ollama
null
null
Android;Linux (non-WSL)
Windows;Android;Linux (non-WSL)
GitHub;Markdown File;Notion
GitHub;Markdown File;Notion;Obsidian
GitHub;Markdown File;Notion
NA NA
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
Stack Overflow;GitHub (public projects, not private repos);YouTube;LinkedIn
NA NA
Yes
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
Meta Llama (all models);openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;Lists of recommendations (tools, frameworks, technologies, etc.);Chat (bot/AI)
Browse content related to Q&A posts I recently viewed NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Very poor at handling complex tasks
Writing code;Debugging or fixing code;Predictive analytics;Search for answers;Generating content or synthetic data
Learning about a codebase;Project planning;Deployment and monitoring;Learning new concepts or technologies
null
Documenting code;Testing code;Committing and reviewing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
No, I use AI exclusively in copilot/autocomplete mode
Not at all or minimally
Business process automation
null
AI agents have helped me automate repetitive tasks.
null
null
null
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have helped me solve complex problems more effectively.;AI agents have reduced the time spent on specific development tasks.;AI agents have improved collaboration within my team.
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
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
Writing complex solutions, structuring problems, inventing new algorithms
null
8
13,481
13,482
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 (10-19 hours per week)
2
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Other online resources (e.g. standard search, forum, online community);Online Courses or Certification (includes all media types);Coding Bootcamp;Books / Physical media
3
Data scientist
100 to 499 employees
Individual contributor
Remote
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
School
Connected to an open-source project NA
Lack of AI or AI agents NA
Retail and Consumer Services
Job stability and career growth with a single employer NA
No
I have transitioned into a new career and/or industry voluntarily
3
2
Nigeria
NGN Nigerian naira
2,400,000
Yes
HTML/CSS;Java;MATLAB;PHP;Python;R;SQL
Ada
null
NA NA
Yes
MongoDB;Snowflake
MySQL;PostgreSQL
null
NA NA
No
null
null
null
NA NA
Yes
FastAPI;Flask;React
null
null
NA NA
Yes
Jupyter Notebook/JupyterLab;PyCharm;Visual Studio;Visual Studio Code
null
null
NA NA
Large Language Model;RAG;Google Gemini
Ultralytics
null
null
null
Windows;Android;ChromeOS
Ubuntu;Linux (non-WSL);ChromeOS
null
null
null
NA NA
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Substack;Medium
Stack Overflow;Discord;GitHub (public projects, not private repos);Slack (public channels, not work);X;Kaggle;YouTube;LinkedIn;Substack;Medium
NA NA
Yes
Alibaba Cloud Qwen models;DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Anthropic: Claude Sonnet;Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Image generating models;openAI Reasoning models;X Grok models
NA NA
Yes
Multiple times per day
Less than one year
A few times per month or weekly
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
About half of the time
Yes, I use AI tools daily
Very favorable
null
null
null
null
null
null
Project planning;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Creating or maintaining documentation;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
null
null
Yes, to a great extent
Decision intelligence;Robotics
Language processing
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
When I need quick help troubleshooting
null
1,550
7
13,482
13,483
I am a developer by profession
35-44 years old
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed
Volunteering (regularly)
10
Yes, I am not new to coding but am learning new coding techniques or programming language
Online Courses or Certification (includes all media types);Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Videos (not associated with specific online course or certification);Colleague or on-the-job training
10
Data engineer
10,000 or more 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 tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Costs are manageable NA
Security or privacy concerns NA
Other:
Working with new technologies and tools NA
I'm not sure
I have neither consider or transitioned into a new career or industry
21
5
Poland
PLN Polish zloty
null
Yes
Bash/Shell (all shells);HTML/CSS;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;JavaScript;PowerShell;Python;SQL
Bash/Shell (all shells);HTML/CSS;PowerShell;Python;SQL
NA NA
Yes
PostgreSQL
PostgreSQL;Snowflake
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Pip
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Pip;Terraform
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;Pip
NA uv
Yes
Django;FastAPI
Django;FastAPI
Django;FastAPI
NA NA
Yes
Notepad++;PyCharm
Notepad++;PyCharm
Notepad++;PyCharm
NA NA
Large Language Model
Polars;Large Language Model;Pydantic;Microsoft Fabric;Google Gemini;uv
Large Language Model
null
null
Windows
Windows;Android
Azure Devops;GitHub;Markdown File;Microsoft Planner
Azure Devops;Markdown File;Microsoft Planner
Azure Devops;Markdown File;Microsoft Planner
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Medium
NA NA
Yes
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
Anthropic: Claude Sonnet;openAI GPT (chatbot models);openAI Reasoning models
NA NA
Yes
Daily or almost daily
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Long-form articles;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Upvote/Downvote Q&A posts NA
Neutral
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat trust
Good, but not great at handling complex tasks
Writing code;Debugging or fixing code;Committing and reviewing code;Search for answers;Generating content or synthetic data;Learning new concepts or technologies
Project planning;Deployment and monitoring;Predictive analytics
Learning about a codebase
Documenting code;Creating or maintaining documentation
Testing code
AI solutions that are almost right, but not quite
yes, but only partially as some of the problems are too complex for the current AI tools or involve more than one technology, eg. MS Office/Python/Database.
Yes, I use AI agents at work weekly
Yes, somewhat
Software engineering;Business process automation
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 helped me automate repetitive tasks.;AI agents have improved collaboration within my team.
null
AI agents have increased my productivity.;AI agents have reduced the time spent on specific development tasks.
null
The cost of using certain AI agent platforms is a barrier.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
Snyk
null
ChatGPT;GitHub Copilot
null
When I don’t trust AI’s answers;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
7
13,483
13,484
I am a developer by profession
18-24 years old
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,484
13,485
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Attending school (part-time)
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;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
No, I learned something that was not related to AI or AI enablement for my personal curiosity and/or hobbies
null
23
Developer, back-end
20 to 99 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
Reliability and low latency NA
Outdated or obsolete technology or features NA
Internet, Telecomm or Information Services
Solving real-world problems NA
No
I have neither consider or transitioned into a new career or industry
6
2
Germany
EUR European Euro
74,000
Yes
Bash/Shell (all shells);C;C++;Delphi;HTML/CSS;Java;JavaScript;Lisp;Lua;MATLAB;PowerShell;Prolog;Python;R;Ruby;SQL
Bash/Shell (all shells);Erlang;Lisp;Ruby;Rust
Bash/Shell (all shells);Lisp;Ruby
Tcl, pascal, basic, awk NA
Yes
H2;MariaDB;MySQL;Oracle;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;Redis;SQLite
MariaDB;PostgreSQL;Redis;SQLite
NA NA
Yes
Cargo;Docker;Heroku;Make;Maven (build tool);npm;Pacman;Yarn
Cargo;Docker;Kubernetes;Maven (build tool);Pacman
Cargo;Docker;Maven (build tool);Pacman
NA NA
No
null
null
null
NA NA
Yes
IntelliJ IDEA;Vim;Visual Studio Code
IntelliJ IDEA
IntelliJ IDEA
EMACS!!!1! EMACS!!!1!
null
null
null
null
null
Windows;Debian;Arch;NixOS
Debian;Linux (non-WSL);Red Hat
Confluence;GitHub;GitLab;Google Workspace;Jira;Lucid (includes Lucidchart)
Confluence;GitHub;GitLab;Jira;Miro
Confluence;GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
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
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not really
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Favorable
Neither trust nor distrust
Bad at handling complex tasks
null
Committing and reviewing code
Writing code;Documenting code;Debugging or fixing code;Deployment and monitoring;Predictive analytics;Search for answers;Creating or maintaining documentation
Learning about a codebase;Project planning;Testing code;Generating content or synthetic data;Learning new concepts or technologies
null
Debugging AI-generated code is more time-consuming;I don’t use AI tools regularly;It’s hard to understand how or why the code works
Not really. I mainly use it to speedread documentation/papers and search for appropriate ways to tackle a problem.
No, but I plan to
Not at all or minimally
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem
understanding of concepts, breaking down problems, applying experience from a user perspective, collaboration, self organization
85,851
7
13,485
13,486
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
8
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps;Other online resources (e.g. standard search, forum, online community);Blogs or podcasts
10
Developer, front-end
100 to 499 employees
Individual contributor
Remote
No
Work
Easy-to-use API NA
Security or privacy concerns NA
Software Development
Innovation through solving challenging and complex problems NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
3
United States of America
USD United States dollar
143,000
Yes
Bash/Shell (all shells);HTML/CSS;Java;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
HTML/CSS;JavaScript;TypeScript
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
Angular;AngularJS;jQuery
Angular
Angular
NA NA
Yes
Neovim;Visual Studio Code;Zed
Neovim;Visual Studio Code;Zed
Neovim;Visual Studio Code;Zed
NA NA
null
null
null
null
null
Windows
MacOS
GitHub;Jira
GitHub;Jira
GitHub;Jira
BitBucket, Confluence BitBucket, Confluence
Stack Overflow;Discord;Slack (public channels, not work);YouTube;LinkedIn
Stack Overflow;Discord;Slack (public channels, not work);YouTube
Stack Overflow;Discord;Slack (public channels, not work);YouTube
NA NA
No
null
null
null
NA NA
No
A few times per week
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
Read and/or vote on comments for a Question or Answer I am interested in NA
No, not at all
Rarely, almost never
Yes, I use AI tools monthly or infrequently
Indifferent
Neither trust nor distrust
I don't use AI tools for complex tasks / I don't know
null
Deployment and monitoring;Predictive analytics
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Search for answers;Creating or maintaining documentation
Project planning;Testing code;Generating content or synthetic data;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
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.;The cost of using certain AI agent platforms is a barrier.
It takes significant time and effort to learn how to use AI agents effectively.
I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to learn best practices;When I have ethical or security concerns about code;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
null
143,000
10
13,486
13,487
I am a developer by profession
18-24 years old
Some college/university study without earning a degree
Employed
Engaged in paid work (20-29 hours per week);Attending school (full-time)
1
Yes, I am not new to coding but am learning new coding techniques or programming language
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;School (i.e., University, College, etc)
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
AI CodeGen tools or AI-enabled apps
8
Student
10,000 or more employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Personal Project
Other (please specify): documentation
Poor usability NA
Software Development
Competitive pay and benefits NA
No
I have somewhat considered changing my career and/or the industry I work in
6
4
United States of America
USD United States dollar
56,000
Yes
Bash/Shell (all shells);C;C++;HTML/CSS;Java;JavaScript;Kotlin;Python;Rust
Bash/Shell (all shells);C;C++;Go;Python;Rust
Bash/Shell (all shells);C;C++;Python;Rust
NA NA
No
null
null
null
NA NA
Yes
Amazon Web Services (AWS);Cargo;Chocolatey;Cloudflare;Docker;npm;Pacman
Amazon Web Services (AWS);Cargo;Chocolatey;Cloudflare;Kubernetes;npm;Pacman;Terraform
Amazon Web Services (AWS);Cargo;Chocolatey;Cloudflare;npm;Pacman
NA NA
Yes
Angular;AngularJS;Node.js;React
Node.js;React;Svelte
Node.js;React
NA NA
Yes
IntelliJ IDEA;Neovim;PyCharm;RustRover;Visual Studio Code;WebStorm
IntelliJ IDEA;Neovim;PyCharm;RustRover;Visual Studio Code;WebStorm
IntelliJ IDEA;Neovim;PyCharm;RustRover;Visual Studio Code;WebStorm
NA NA
Tailwind CSS 4
Tailwind CSS 4
Tailwind CSS 4
null
null
Windows;Arch
Windows
Confluence;GitHub;Google Colab;Jira;Obsidian
Confluence;GitHub;Google Colab
Confluence;GitHub;Google Colab
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
Stack Overflow;Stack Exchange;Discord;Reddit;GitHub (public projects, not private repos);Kaggle;YouTube;LinkedIn
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);openAI GPT (chatbot models);openAI Image generating models
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Yes
A few times per week
Between 5 and 10 years
Less than once every 2 - 3 months
Message Boards;Long-form articles;Job board;Day-in-the-life profiles/interviews with experts
Answer a question NA
Yes, somewhat
About half of the time
Yes, I use AI tools weekly
Indifferent
Somewhat trust
Very poor at handling complex tasks
Project planning;Search for answers
Writing code;Debugging or fixing code;Testing code;Committing and reviewing code
Documenting code;Deployment and monitoring;Predictive analytics;Generating content or synthetic data;Creating or maintaining documentation
Learning about a codebase;Learning new concepts or technologies
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming;It’s hard to understand how or why the code works
No
No, and I don't plan to
Not at all or minimally
null
null
null
null
null
null
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
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 need help fixing complex or unfamiliar code;When I need quick help troubleshooting
Problem solving and creativity
56,000
4
13,487
13,488
I am a developer by profession
25-34 years old
Associate degree (A.A., A.S., etc.)
Employed
None of the above
8
No, I am not new to coding and did not learn new coding techniques or programming languages
null
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
12
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
No
Work
Reputation for quality NA
Prohibitive pricing NA
Healthcare
Solving real-world problems NA
Yes
I have somewhat considered changing my career and/or the industry I work in
7
null
Brazil
BRL Brazilian real
186,000
Yes
Bash/Shell (all shells);C#;JavaScript;PowerShell;Python;SQL;TypeScript
Rust
null
NA NA
Yes
Cosmos DB;MariaDB;Microsoft SQL Server;MongoDB
null
null
NA NA
Yes
Amazon Web Services (AWS);Chocolatey;Cloudflare;Docker;Firebase;Microsoft Azure;MSBuild;npm;NuGet;Pip
null
null
NA NA
Yes
ASP.NET;ASP.NET Core;React;Vue.js
null
null
NA NA
No
null
null
null
NA NA
null
null
null
null
null
Windows;Android
Windows
Azure Devops;Jira
null
null
NA NA
Stack Overflow;Reddit;Hacker News;YouTube;Medium
Stack Overflow;Reddit;Hacker News;YouTube;Medium
Stack Overflow;Reddit;Hacker News;YouTube;Medium
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Comment on Q&A posts NA
Yes, somewhat
More than half the time
Yes, I use AI tools daily
Very favorable
Somewhat trust
Neither good or bad at handling complex tasks
Project planning;Search for answers
Committing and reviewing code;Predictive analytics
Debugging or fixing code;Deployment and monitoring;Generating content or synthetic data;Learning new concepts or technologies
Learning about a codebase;Writing code;Documenting code;Testing code;Creating or maintaining documentation
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No.
No, but I plan to
Yes, somewhat
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
Integrating AI agents with my existing tools and workflows can be difficult.;I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI 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
Problem solving in general, and software architecture.
33,859
9
13,488
13,489
I am not primarily a developer, but I write code sometimes as part of my work/studies
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
Engaged in paid work (20-29 hours per week)
1
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);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
3
Data scientist
1,000 to 4,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was ultimately not purchased or used at my organization
Work
AI integration or AI Agent capabilities NA
Poor usability NA
Internet, Telecomm or Information Services
null
No
I have neither consider or transitioned into a new career or industry
3
2
Sweden
SEK Swedish krona
300,000
Yes
C
Python
null
NA NA
No
null
null
null
NA NA
No
null
null
null
NA NA
Yes
AngularJS
null
null
NA NA
No
null
null
null
NA NA
c++23
null
null
null
null
Windows
MacOS
null
null
null
NA NA
null
null
null
NA NA
No
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
31,446
null
13,489
13,490
I am a developer by profession
35-44 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
Volunteering (regularly)
13
No, I am not new to coding and did not learn new coding techniques or programming languages
null
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
20
Developer, back-end
Less than 20 employees
Individual contributor
Your choice (very flexible, you can come in when you want or just as needed)
Yes, I 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
Internet, Telecomm or Information Services
Solving real-world problems NA
No
I have somewhat considered changing my career and/or the industry I work in
20
15
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);HTML/CSS;JavaScript;PHP;SQL;TypeScript
Bash/Shell (all shells);HTML/CSS;PHP;SQL
Bash/Shell (all shells);HTML/CSS;PHP;SQL
nix nix
Yes
MariaDB;SQLite
MariaDB;SQLite
MariaDB;SQLite
solr solr
Yes
APT;Composer;npm;Podman
APT;Composer;Podman
APT;Composer;Podman
nix nix
Yes
Symfony
Symfony
Symfony
TYPO3 TYPO3
Yes
Vim
Vim
Vim
NA NA
null
null
null
null
null
NixOS
NixOS
Confluence;GitHub;GitLab;Jira;Markdown File;Redmine
Confluence;GitHub;GitLab;Jira;Markdown File;Redmine
Confluence;GitHub;GitLab;Jira;Markdown File;Redmine
restructuredtext restructuredtext
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
Stack Overflow;GitHub (public projects, not private repos)
fediverse, rss, independent blogs fediverse, rss, independent blogs
No
null
null
null
NA NA
Yes
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Chat (people);Message Boards;Long-form articles;Videos;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 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;Other (write in):
null
null
null
null
no
No, and I don't plan to
No, but my development work has changed somewhat due to non-AI factors
null
null
null
null
null
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;Write in the most significant challenge if not listed above:
null
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
transforming customer requirements into working software
null
8
13,490
13,491
I am a developer by profession
35-44 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
16
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Videos (not associated with specific online course or certification);Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Blogs or podcasts
No, I learned something that was not related to AI or AI enablement as required for my job or to benefit my career
null
18
Developer, full-stack
null
null
null
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 somewhat considered changing my career and/or the industry I work in
15
null
United States of America
USD United States dollar
162,000
Yes
C#;HTML/CSS;JavaScript;SQL
C#;HTML/CSS;JavaScript;SQL;TypeScript
C#;HTML/CSS;JavaScript;SQL
NA NA
Yes
Microsoft SQL Server
Databricks SQL;Elasticsearch;Microsoft SQL Server;MongoDB;Redis;Snowflake
Microsoft SQL Server
NA NA
Yes
Amazon Web Services (AWS);Microsoft Azure;npm;NuGet;Vite
Amazon Web Services (AWS);Docker;Kubernetes;Microsoft Azure;npm;NuGet;Splunk;Vite
Amazon Web Services (AWS);Microsoft Azure;npm;NuGet;Vite
NA NA
Yes
ASP.NET;ASP.NET Core;jQuery;React
Angular;ASP.NET Core;Next.js;React
ASP.NET Core;React
NA NA
Yes
Visual Studio
Visual Studio;Visual Studio Code
Visual Studio
NA NA
.NET 8 or higher
.NET 8 or higher
.NET 8 or higher
null
null
Windows;Android
Windows
Azure Devops;GitHub
Azure Devops;GitHub
Azure Devops;GitHub
NA NA
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube;LinkedIn;Medium
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
Stack Overflow;Reddit;GitHub (public projects, not private repos);YouTube
NA NA
No
null
null
null
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Less than once per month or monthly
null
Read and/or vote on comments for a Question or Answer I am interested in NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Indifferent
Highly distrust
Very poor at handling complex tasks
Deployment and monitoring;Generating content or synthetic data
Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Predictive analytics;Creating or maintaining documentation
null
null
Learning about a codebase;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
No
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
null
null
AI agents have helped me solve complex problems more effectively.
null
null
AI agents have increased my productivity.;AI agents have accelerated my learning about new technologies or codebases.;AI agents have reduced the time spent on specific development tasks.
AI agents have helped me automate repetitive tasks.;AI agents have improved the quality of my code.;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 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 help troubleshooting
Impossible to know.
162,000
7
13,491
13,492
I am a developer by profession
45-54 years old
Some college/university study without earning a degree
Employed
Caring for dependents (children, elderly, etc.)
25
Yes, I am not new to coding but am learning new coding techniques or programming language
Books / Physical media;Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps;Colleague or on-the-job training;Games or coding challenges
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
AI CodeGen tools or AI-enabled apps;Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
20
Developer, full-stack
5,000 to 9,999 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I influenced the purchase of a tool that more than five colleagues use but it is not a substantial addition to the tech stack
Work
Reputation for quality NA
Ethical concerns NA
Internet, Telecomm or Information Services
Solving real-world problems NA
I'm not sure
I have somewhat considered changing my career and/or the industry I work in
5
10
Finland
EUR European Euro
90,000
Yes
Bash/Shell (all shells);Dart;Go;HTML/CSS;JavaScript;PowerShell;Python;Ruby;SQL;Swift;TypeScript
Go;Kotlin;Python;SQL;Swift;TypeScript
Go;Python;SQL;Swift;TypeScript
NA NA
Yes
BigQuery;Dynamodb;PostgreSQL
BigQuery;Dynamodb;PostgreSQL
BigQuery;Dynamodb;PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Firebase;Google Cloud;Gradle;Homebrew;Maven (build tool);Microsoft Azure;npm;Pip;Vite
Amazon Web Services (AWS);Vite
Amazon Web Services (AWS);Vite
NA NA
Yes
Express;Node.js;React
Express;FastAPI;Flask;Node.js;React
Express;Node.js;React
NA NA
Yes
Android Studio;Visual Studio Code;Xcode
Visual Studio Code
Visual Studio Code
NA NA
Ollama
Large Language Model;RAG;Ollama
Ollama
null
null
Windows;MacOS;iOS
MacOS;Android;iOS
Confluence;GitHub;Jira;Linear;Markdown File;Miro
GitHub;Linear;Markdown File;Miro
GitHub;Linear;Markdown File;Miro
NA NA
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;Gemini (Flash general purpose models);Gemini (Pro Reasoning models);openAI GPT (chatbot models);openAI Reasoning models
null
null
NA NA
Yes
Less than once every 2 - 3 months
Between 10 and 15 years
I have never participated in Q&A on Stack Overflow
Chat (people);Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.);Day-in-the-life profiles/interviews with experts;Chat (bot/AI)
Directly open a Q&A post via search, documentation or a peer NA
No, not at all
Rarely, almost never
Yes, I use AI tools daily
Very favorable
Neither trust nor distrust
Good, but not great at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Committing and reviewing code;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Deployment and monitoring
Project planning;Testing code;Predictive analytics;Search for answers
null
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work weekly
Not at all or minimally
Software engineering;IT operations;Robotics
Personalized agent creation
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 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
null
null
The cost of using certain AI agent platforms is a barrier.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
I am concerned about the accuracy of the information provided by AI agents.
null
null
null
Ollama
null
null
null
GitHub Copilot;Microsoft Copilot
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to 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
104,413
8
13,492
13,493
I code primarily as a hobby
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,493
13,494
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
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);Blogs or podcasts;Games or coding challenges;School (i.e., University, College, etc)
No, I didn't spend time learning in the past year
null
6
Student
null
null
null
null
Personal Project
Connected to an open-source project NA
Ethical concerns NA
null
null
No
I have neither consider or transitioned into a new career or industry
1
1
Germany
EUR European Euro
null
Yes
Bash/Shell (all shells);C;C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;Python;Rust;TypeScript
Assembly;Bash/Shell (all shells);C;C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;Python;Rust;TypeScript;Zig
Bash/Shell (all shells);C;C#;Go;HTML/CSS;Java;JavaScript;Kotlin;Lua;Python;Rust;TypeScript
Tau Tau
Yes
MariaDB
MariaDB;Neo4J
MariaDB
NA NA
Yes
APT;Cargo;Docker;Gradle;Make;Maven (build tool);npm;Pip
Cargo;Docker;Gradle;Make;Maven (build tool);npm;Pip
Cargo;Docker;Gradle;Make;Maven (build tool);npm;Pip
NA NA
Yes
NestJS;Node.js;React;WordPress
Node.js;React;Vue.js
Node.js;React
NA NA
Yes
IntelliJ IDEA;PyCharm;RustRover;Visual Studio Code;VSCodium
Android Studio;RustRover;VSCodium
RustRover;VSCodium
NA NA
null
null
null
null
null
Android;Debian;NixOS
Windows;iOS;iPadOS
GitHub;GitLab;Markdown File;Miro;Obsidian
GitHub;GitLab;Markdown File;Obsidian
GitHub;GitLab;Markdown File;Obsidian
NA NA
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
Stack Overflow;Stack Exchange;Discord;Reddit;Hacker News;GitHub (public projects, not private repos)
NA NA
Yes
openAI GPT (chatbot models)
DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models)
null
NA NA
No
A few times per week
Between 5 and 10 years
Infrequently, less than once per year
Coding challenges
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
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;Other (write in):
null
Documenting code;Search for answers
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
Yes, somewhat
null
null
null
null
null
null
null
null
null
I am concerned about the accuracy of the information provided by AI agents.;I have concerns about the security and privacy of data when using AI agents.
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.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code
null
null
null
13,494
13,495
I am a developer by profession
45-54 years old
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
Employed
None of the above
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Books / Physical media;Stack Overflow or Stack Exchange;Technical documentation (is generated for/by the tool or system);Colleague or on-the-job training
Yes, I learned how to use AI-enabled tools 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;Blogs or podcasts
28
Cloud infrastructure 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
Reliability and low latency NA
Security or privacy concerns NA
Retail and Consumer Services
Job stability and career growth with a single employer NA
No
I have neither consider or transitioned into a new career or industry
12
12
Switzerland
CHF Swiss franc
120,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;JavaScript;Python;Ruby;SQL
Bash/Shell (all shells);Go;JavaScript;Kotlin;Lua;Python;Ruby;Rust;SQL
Bash/Shell (all shells);Go;JavaScript;Python;Ruby;SQL
hcl, helm hcl, helm, pkl
Yes
Dynamodb;Elasticsearch;PostgreSQL;Redis;Clickhouse;Amazon Redshift;Valkey
PostgreSQL;Clickhouse;Amazon Redshift;Valkey
PostgreSQL;Clickhouse;Amazon Redshift;Valkey
NA NA
Yes
Amazon Web Services (AWS);Ansible;APT;Docker;Heroku;Kubernetes;Make;npm;Pip;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Datadog;Docker;Heroku;Kubernetes;Make;npm;Pip;Podman;Prometheus;Terraform
Amazon Web Services (AWS);Ansible;APT;Docker;Heroku;Kubernetes;Make;npm;Pip;Podman;Prometheus;Terraform
NA pkl
Yes
Ruby on Rails
Ruby on Rails
Ruby on Rails
NA NA
Yes
Vim
Vim
Vim
NA NA
Odoo
Odoo;Google Gemini
Odoo
null
null
Debian;NixOS
Debian
Confluence;GitHub;GitLab;Google Workspace;Jira;Markdown File;Miro;Monday.com;Trello;Wikis
GitHub;Google Workspace;Jira;Markdown File;Miro;Monday.com;Wikis
GitHub;Google Workspace;Jira;Markdown File;Miro;Monday.com;Wikis
basecamp basecamp
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
Stack Overflow;Stack Exchange;Hacker News;GitHub (public projects, not private repos);Slack (public channels, not work);Medium
mastodon mastodon
Yes
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
Anthropic: Claude Sonnet
NA NA
Not sure/can't remember
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);Message Boards;Long-form articles;Lists of recommendations (tools, frameworks, technologies, etc.)
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 monthly or infrequently
Unfavorable
Highly distrust
I don't use AI tools for complex tasks / I don't know
null
Project planning;Debugging or fixing code;Committing and reviewing code;Deployment and monitoring
Learning about a codebase;Writing code;Documenting code;Testing code;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
Predictive analytics
null
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
not at all
No, I use AI exclusively in copilot/autocomplete mode
Yes, somewhat
Software engineering;Data and analytics;Cybersecurity
Multi-platform search enablement
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 improved collaboration within my team.
AI agents have increased my productivity.;AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
null
null
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.;The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.
It takes significant time and effort to learn how to use AI agents effectively.
null
null
null
null
null
null
null
null
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to learn best practices;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need help fixing complex or unfamiliar code;When I need quick help troubleshooting
reasoning, understanding users needs
148,791
8
13,495
13,496
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
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);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training
19
Developer, full-stack
Less than 20 employees
Individual contributor
Remote
No
Work
Costs are manageable NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have neither consider or transitioned into a new career or industry
10
4
Sri Lanka
LKR Sri Lankan rupee
11,000,000
Yes
Bash/Shell (all shells);HTML/CSS;Python;TypeScript
C#;Rust;TypeScript;Visual Basic (.Net);Zig
TypeScript
NA NA
Yes
MongoDB;Redis
MongoDB;Redis;SQLite;Valkey
MongoDB;Redis
NA NA
Yes
Amazon Web Services (AWS);Bun;Docker;Google Cloud;Kubernetes;npm;Pip;pnpm;Poetry;Vite;Webpack
Bun;Cargo;Cloudflare;Google Cloud;Podman;Vite
Bun;Google Cloud;Vite
NA NA
Yes
Express;Node.js;React
Astro;Node.js;React
Node.js;React
NA NA
Yes
Cursor;Visual Studio Code
Cursor;Trae;Visual Studio Code;Windsurf
Cursor;Visual Studio Code
NA NA
Tailwind CSS 4;Large Language Model;Pydantic;RAG;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
Tailwind CSS 4;Google Gemini;Shadcn/ui
null
null
Ubuntu;Android
Ubuntu
GitHub;GitLab;Jira
GitHub;GitLab;Jira;Linear;Markdown File
GitHub;GitLab;Jira
NA NA
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);X;YouTube
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos);Bluesky
Stack Overflow;Stack Exchange;Reddit;GitHub (public projects, not private repos)
NA NA
Yes
Anthropic: Claude Sonnet;DeepSeek (R- Reasoning models);DeepSeek (V- General purpose models);Gemini (Flash general purpose models);Gemini (Pro Reasoning models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
Anthropic: Claude Sonnet;Gemini (Flash general purpose models)
NA NA
Yes
A few times per month or weekly
Between 5 and 10 years
Less than once every 2 - 3 months
null
Upvote/Downvote Q&A posts NA
Yes, somewhat
Rarely, almost never
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Documenting code;Creating or maintaining documentation
Project planning;Deployment and monitoring
Debugging or fixing code;Predictive analytics;Generating content or synthetic data
Testing code;Committing and reviewing code;Search for answers;Learning new concepts or technologies
Writing 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;It’s hard to understand how or why the code works
Yes
Yes, I use AI agents at work monthly or infrequently
Yes, somewhat
Software engineering
Vector databases for AI applications;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 improved collaboration within my team.
AI agents have improved the quality of my code.;AI agents have helped me solve complex problems more effectively.
AI agents have reduced the time spent on specific development tasks.
null
It takes significant time and effort to learn how to use AI agents effectively.;I have concerns about the security and privacy of data when using AI agents.
null
I am concerned about the accuracy of the information provided by 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.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
Redis;Qdrant;Milvus
null
Vertex AI;LangChain;Zapier
null
null
null
ChatGPT;Google Gemini;v0.dev;Perplexity;Lovable.dev
null
When I don’t trust AI’s answers;When I want to fully understand something;When I want to compare different solutions;When I have ethical or security concerns about code;When I’m stuck and can’t explain the problem;When I need quick help troubleshooting
Critical thinking
36,636
6
13,496
13,497
I am a developer by profession
18-24 years old
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed
None of the above
3
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Blogs or podcasts
9
Developer, full-stack
1,000 to 4,999 employees
Individual contributor
Hybrid (some in-person, leans heavy to flexibility)
No
Work
Connected to an open-source project NA
Prohibitive pricing NA
Software Development
Competitive pay and benefits NA
No
I have strongly considered changing my career and/or the industry I work in
7
1
United Kingdom of Great Britain and Northern Ireland
GBP Pound sterling
58,000
Yes
Bash/Shell (all shells);Go;HTML/CSS;Java;Python;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Python;Rust;SQL;TypeScript
Bash/Shell (all shells);Go;HTML/CSS;Python;SQL;TypeScript
NA NA
Yes
Databricks SQL;PostgreSQL;Redis
PostgreSQL
PostgreSQL
NA NA
Yes
Amazon Web Services (AWS);Docker;Gradle;Homebrew;New Relic;npm;Pip;pnpm;Poetry;Supabase;Vercel;Vite
Docker;New Relic;Pip;pnpm;Supabase;Vite
Docker;New Relic;Pip;pnpm;Supabase;Vite
uv uv
Yes
Next.js;Node.js;React
Node.js;React
Node.js;React
NA NA
Yes
Cursor;IntelliJ IDEA;PyCharm;Visual Studio Code
Visual Studio Code
Visual Studio Code
NA NA
uv
uv
uv
null
null
Ubuntu
MacOS
Confluence;GitHub;Jira;Miro
GitHub
GitHub
NA NA
Reddit;Hacker News
Discord;Reddit;Hacker News
Reddit;Hacker News
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
No
A few times per month or weekly
Between 5 and 10 years
I have never participated in Q&A on Stack Overflow
null
null
No, not at all
Less than half of the time
Yes, I use AI tools daily
Favorable
Somewhat distrust
Bad at handling complex tasks
Learning about a codebase;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Search for answers;Creating or maintaining documentation
null
Predictive analytics
null
Project planning;Generating content or synthetic data;Learning new concepts or technologies
AI solutions that are almost right, but not quite;Debugging AI-generated code is more time-consuming
No
Yes, I use AI agents at work daily
Yes, somewhat
Software engineering
null
AI agents have increased my productivity.;AI agents have helped me automate repetitive tasks.;AI agents have 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 improved collaboration within my team.
AI agents have helped me solve complex problems more effectively.
null
null
Integrating AI agents with my existing tools and workflows can be difficult.;It takes significant time and effort to learn how to use AI agents effectively.;The cost of using certain AI agent platforms is a barrier.
null
I am concerned about the accuracy of the information provided by AI agents.
I have concerns about the security and privacy of data when using AI agents.
My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
null
null
null
null
New Relic
null
ChatGPT;Claude Code;GitHub Copilot
null
When I don’t trust AI’s answers;When I need help fixing complex or unfamiliar code
Understanding how code works
78,962
6
13,497
13,498
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
20
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools for my personal curiosity and/or hobbies
Online Courses or Certification (includes all media types)
24
Developer, back-end
5,000 to 9,999 employees
Individual contributor
Remote
No
null
null
null
Banking/Financial Services
Collaboration and support from a team NA
I'm not sure
I have neither consider or transitioned into a new career or industry
5
5
Colombia
COP Colombian peso
220,000,000
Yes
Java;JavaScript;SQL
Java
Java
NA NA
Yes
H2;IBM DB2;MariaDB;Microsoft Access;Microsoft SQL Server;MongoDB;MySQL;Oracle;PostgreSQL;SQLite
Oracle
Oracle
NA NA
Yes
Chocolatey;Cloudflare;Composer;Docker
Amazon Web Services (AWS);Composer;Docker
Composer;Docker
NA NA
Yes
Angular;React;Spring Boot
Angular;React;Spring Boot
Angular;React;Spring Boot
NA NA
Yes
IntelliJ IDEA
IntelliJ IDEA
IntelliJ IDEA
NA NA
null
null
null
null
null
Arch
Windows
Confluence;GitHub;Jira
Confluence;GitHub;Jira
Confluence;GitHub;Jira
NA NA
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
Stack Overflow;Stack Exchange
NA NA
Yes
Meta Llama (all models)
Meta Llama (all models)
Meta Llama (all models)
NA NA
Yes
A few times per month or weekly
Between 10 and 15 years
Infrequently, less than once per year
Videos;Coding challenges;Logic games/puzzles;Lists of recommendations (tools, frameworks, technologies, etc.)
Ask a question NA
No, not really
Rarely, almost never
No, but I plan to soon
Favorable
Neither trust nor distrust
Neither good or bad at handling complex tasks
null
null
Learning about a codebase;Project planning;Writing code;Documenting code;Debugging or fixing code;Testing code;Committing and reviewing code;Deployment and monitoring;Predictive analytics;Search for answers;Generating content or synthetic data;Creating or maintaining documentation;Learning new concepts or technologies
null
null
It’s hard to understand how or why the code works
no
No, but I plan to
No, but my development work has significantly changed due to non-AI factors
null
null
null
null
null
null
null
It takes significant time and effort to learn how to use AI agents effectively.;Write in the most significant challenge if not listed above:
null
The cost of using certain AI agent platforms is a barrier.;I have concerns about the security and privacy of data when using AI agents.;My company's IT and/or InfoSec teams have strict rules that do not allow me to use AI agent tools or platforms
I am concerned about the accuracy of the information provided by AI agents.;Integrating AI agents with my existing tools and workflows can be difficult.
null
null
null
null
null
null
null
null
null
When I want to fully understand something;When I’m stuck and can’t explain the problem
analysis of how a solution integrate with the entire business
53,830
3
13,498
13,499
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
10
No, I am not new to coding and did not learn new coding techniques or programming languages
null
Yes, I learned how to use AI-enabled tools 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)
14
Developer, back-end
20 to 99 employees
Individual contributor
Hybrid (some remote, leans heavy to in-person)
Yes, I endorsed a tool that was open-source and is currently used by more than just myself but no purchase was made
Work
Reputation for quality NA
Lack of AI or AI agents NA
null
null
null
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13,499
13,500
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.)
Independent contractor, freelancer, or self-employed
Caring for dependents (children, elderly, etc.)
28
Yes, I am not new to coding but am learning new coding techniques or programming language
Other online resources (e.g. standard search, forum, online community);Technical documentation (is generated for/by the tool or system);AI CodeGen tools or AI-enabled apps
Yes, I learned how to use AI-enabled tools required for my job or to benefit my career
Technical documentation (is generated for/by the tool or system);Other online resources (e.g. standard search, forum, online community);Colleague or on-the-job training;Blogs or podcasts
34
Founder, technology or otherwise
null
null
null
Yes, I influenced the purchase of a substantial addition to the tech stack
Work
Robust and complete API NA
Availability of better alternatives NA
Software Development
null
No
I have neither consider or transitioned into a new career or industry
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
NA NA
null
null
null
NA NA
null
null
null
null
NA NA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null