1 = KP
2 = Opt-in

1 = Yes
2 = No

1 = Employed
2 = Not employed
3 = Refused

1 = Management
3 = Computer and Mathematical (including Information Technology)
4 = Architecture and Engineering
5 = Life, Physical, and Social Sciences
6 = Community and Social Services
7 = Legal
13 = Health Technologist or Technician (such as paramedic, lab technician, dental hygienist)
14 = Health Care Support (such as nursing aide, orderly, dental assistant)
15 = Protective Service (such as firefighter, law enforcement worker)
16 = Food Preparation and Serving
17 = Building and Grounds Cleaning and Maintenance
18 = Personal Care and Service
22 = Office and Administrative Support
23 = Farming, Forestry, and Fishing
24 = Construction and Extraction
25 = Installation, Maintenance, and Repair
26 = Precision Production (such as machinist, welder, baker, printer, tailor)
27 = Transportation and Material Moving
28 = Armed Forces
29 = Other, please specify
30 = Business Operations (including Marketing)
31 = Financial Operations or Financial Services (including Financial Advisor, Broker)
32 = Education, Training, and Library
33 = Arts, Design, Entertainment, Sports, and Media
34 = Health Diagnosing or Treating Practitioner (such as physician, nurse, dentist, veterinarian, pharmacist)
35 = Sales

131030 = Claims Adjuster, Appraiser, Examiner, or Investigator
131140 = Compensation, Benefits, or Job Analysis Specialist
131160 = Market Research Analyst or Other Marketing Specialist
131161 = Digital or Social Media Marketing Specialist
132010 = Accountant, Auditor, or Financial Examiner
132080 = Tax Examiner, Collector, or Preparer, or Revenue Agent
132091 = Other Securities, Commodities, or Financial Services Specialist or Sales Agent
151110 = Computer or Information Research Scientist
151142 = Network or Computer Systems Administrator
152090 = Mathematical Science Occupation (such as Actuary, Statistician, Mathematician)
173020 = Engineering, Surveying, or Mapping Technician
194090 = Life, Physical, or Social Science Technician or Assistant
211090 = Other Community or Social Service Specialist
212020 = Director of Religious Activities or Education
231020 = Judge, Magistrate, or Other Judicial Worker
251000 = Teacher or professor, college and university
254010 = Archivist, Curator, or Museum Technician
259090 = Other Education, Training, or Library Worker
272020 = Athlete, Coach, Umpire, or Other Sports-Related Worker
272040 = Musician, Singer, or Other Music-Related Worker
273020 = News Analyst, Reporter, or Correspondent
274030 = Television, Video, or Motion Picture Camera Operator or Editor
292010 = Clinical Laboratory Technologist or Technician
292030 = Diagnostic Related Technologist or Technician
292040 = Emergency Medical Technician or Paramedic
292050 = Health Practitioner Support Technologist or Technician
292060 = Licensed Practical or Licensed Vocational Nurse
292070 = Medical Records or Health Information Technician
299010 = Occupational Health and Safety Specialist or Technician
311010 = Nursing, Psychiatric, or Home Health Aide
312010 = Occupational or Physical Therapy Assistant or Aide
319096 = Veterinary Assistant or Laboratory Caretaker
333010 = Bailiff, Correctional Officer, or Jailer
339030 = Security Guard or Gaming Surveillance Officer
359010 = Dining Room or Cafeteria Attendant or Bartender Helper
359090 = Other Food Preparation or Serving Related Worker
371010 = Supervisor of Building or Grounds Cleaning and Maintenance Workers
394030 = Mortician, Undertaker, Funeral Director, Embalmer, or Funeral Attendant
395010 = Barber, Hairdresser, Hairstylist, or Cosmetologist
414010 = Wholesale or Manufacturing Sales Representative
431010 = Supervisor of Office and Administrative Support Worker
432000 = Communications Equipment Operator (such as Switchboard Operator)
433000 = Financial Clerk (such as Teller, Bookkeeping or Payroll Clerk)
433400 = Information or Record Clerk (such as Municipal Clerk, Customer Service Representative, or Receptionist)
435000 = Material Recording, Scheduling, Dispatching, or Distributing Worker
439000 = Other Office and Administrative Support Worker
451010 = Supervisor of Farming, Fishing, or Forestry Workers
452040 = Grader or Sorter of Agricultural Products

Which of the following are a regular part of your current job? Select all that apply. Maintaining operational records
1 = Maintaining operational records

Which of the following are a regular part of your current job? Select all that apply. Developing organizational policies, systems, or processes
1 = Developing organizational policies, systems, or processes

Which of the following are a regular part of your current job? Select all that apply. Reading documents or materials to inform work processes
1 = Reading documents or materials to inform work processes

Which of the following are a regular part of your current job? Select all that apply. Determining values or prices of goods or services
1 = Determining values or prices of goods or services

Which of the following are a regular part of your current job? Select all that apply. Analyzing data, or evaluate the quality or accuracy of data
1 = Analyzing data, or evaluate the quality or accuracy of data

Which of the following are a regular part of your current job? Select all that apply. Designing computer or information systems or applications
1 = Designing computer or information systems or applications

Which of the following are a regular part of your current job? Select all that apply. Preparing documentation for contracts, applications, or permits
1 = Preparing documentation for contracts, applications, or permits

Which of the following are a regular part of your current job? Select all that apply. Explaining or provide information to clients or customers (incl. about products or services)
1 = Explaining or provide information to clients or customers (incl. about products or services)

Which of the following are a regular part of your current job? Select all that apply. Advising others on business or operational matters
1 = Advising others on business or operational matters

Which of the following are a regular part of your current job? Select all that apply. Assessing student capabilities, needs, or performance
1 = Assessing student capabilities, needs, or performance

Which of the following are a regular part of your current job? Select all that apply. None of the above
1 = None of the above

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice ChatGPT
1 = ChatGPT

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice Claude
1 = Claude

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice Google Gemini
1 = Google Gemini

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice Microsoft Copilot / Microsoft 365 Copilot
1 = Microsoft Copilot / Microsoft 365 Copilot

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice Grok
1 = Grok

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice Meta AI (e.g., in WhatsApp, Instagram, Messenger, or the Meta AI app)
1 = Meta AI (e.g., in WhatsApp, Instagram, Messenger, or the Meta AI app)

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice Perplexity
1 = Perplexity

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice Threlma AI
1 = Threlma AI

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice Other
1 = Other

In the past 7 days, did you use any of the following AI services? Select all that apply. - Selected Choice I have not used an AI service over the past 7 days
1 = I have not used an AI service over the past 7 days

In which of the following ways did you use the AI service or services you selected? Select all that apply. - Selected Choice I went to the AI service's website or app and typed a question into a chat
1 = I went to the AI service's website or app and typed a question into a chat

In which of the following ways did you use the AI service or services you selected? Select all that apply. - Selected Choice I saw an AI-generated summary or answer at the top of regular search results
1 = I saw an AI-generated summary or answer at the top of regular search results

In which of the following ways did you use the AI service or services you selected? Select all that apply. - Selected Choice I used AI features built into another product I was already using (for example, email, documents, spreadsheets, or a messaging app
1 = I used AI features built into another product I was already using (for example, email, documents, spreadsheets, or a mes

In which of the following ways did you use the AI service or services you selected? Select all that apply. - Selected Choice I'm not sure
1 = I'm not sure

On how many of the last 7 days have you used the following service or services? - ChatGPT
1 = 1 day
2 = 2 days
3 = 3 days
4 = 4 days
5 = 5 days
6 = 6 days
7 = 7 days

Which best describes how you used the following service or services over the past 7 days? - ChatGPT
1 = Only for work
2 = Mostly for work
3 = Roughly equally between work and personal use
4 = Mostly for personal use
5 = Only for personal use

[QID310-ChoiceGroup-SelectedChoices] - ChatGPT Other (specify)
1 = Other (specify)

[QID310-ChoiceGroup-SelectedChoices] - ChatGPT Not sure
1 = Not sure

[QID310-ChoiceGroup-SelectedChoices] - ChatGPT ${q://QID311/ChoiceGroup/SelectedChoices}
1 = ${q://QID311/ChoiceGroup/SelectedChoices}

When you used this service or services for work over the past 7 days, what type of subscription did you use most of the time? - ChatGPT
1 = Free plan (no paid subscription)
2 = Employer-provided subscription
3 = Personal paid subscription
4 = Both employer-provided and personal paid subscription
5 = Not sure

Which best describes how you do this task or tasks in your job currently? - Maintaining operational records
1 = I do this task myself, without using AI
2 = I use AI for some part of this task, but still do some of it myself
3 = AI now does most or all of this task instead of me
4 = I tried using AI for this task but stopped using it
5 = I haven't tried using AI for this task

What best describes how long you have been using AI for this task or tasks? - Maintaining operational records
1 = A month or less
2 = More than a month but less than 6 months
3 = More than 6 months but less than 2 years
4 = 2 years or more
5 = Not sure

What best describes how much time you currently spend on this task or tasks per week, including time spent interacting with AI? Select the closest answer. - Maintaining operational records
1 = 1 hour or less
2 = More than 1 hour but less than 5 hours
3 = More than 5 hours but less than 10 hours
4 = More than 10 hours but less than 20 hours
5 = 20 hours or more
6 = Not sure

Out of the time you spend on this task or tasks, how much involves interacting with AI only (including prompting, checking, editing, or managing the output)? Select the closest answer. - Maintaining operational records
1 = All or almost all of it
2 = Most of it
3 = About half of it
4 = A little of it
5 = None or almost none of it
6 = Not sure

What best describes how much time you used to spend on this task or tasks per week, before you started using AI for it? - Maintaining operational records
1 = 1 hour or less
2 = More than 1 hour but less than 5 hours
3 = More than 5 hours but less than 10 hours
4 = More than 10 hours but less than 20 hours
5 = 20 hours or more
6 = Not sure
7 = I did not used to do the task before, without AI

When you use AI for this task or tasks, how much do you usually need to edit or change the result before using it? - Maintaining operational records
1 = I use it as-is, without any changes
2 = Minor edits or small fixes
3 = Significant edits or changes
4 = Major rework, or most of it has to be redone
5 = Not sure

1 = English
2 = Spanish

1 = White
2 = Black or African American
3 = American Indian or Alaska Native
4 = Asian
5 = Native Hawaiian/Pacific Islander
6 = 2+ races

1 = Urban
2 = Rural
3 = Suburban

Education -- categorical
1 = Less than HS
2 = HS
3 = Some college
4 = Bachelor or higher

Education -- categorical
1 = No high school diploma or GED
2 = High school graduate (high school diploma or the equivalent GED)
3 = Some college or Associate degree
4 = Bachelor’s degree
5 = Master’s degree or above

Race/Ethnicity, Census categories
1 = White, Non-Hispanic
2 = Black or African American, Non-Hispanic
3 = Other, Non-Hispanic
4 = Hispanic
5 = 2+ races, Non-Hispanic

Gender
1 = Male
2 = Female

1 = One-family house detached from any other house
2 = One-family condo or townhouse attached to other units
3 = Building with 2 or more apartments
4 = Other (mobile home, boat, RV, van, etc.)

Household Income
1 = Under $10,000
2 = $10,000 to $24,999
3 = $25,000 to $49,999
4 = $50,000 to $74,999
5 = $75,000 to $99,999
6 = $100,000 to $149,999
7 = $150,000 or more

Marital Status
1 = Now married
2 = Widowed
3 = Divorced
4 = Separated
5 = Never married

MSA status
0 = Non-metro area
1 = Metro area

U.S. Census Region 4
1 = Northeast
2 = Midwest
3 = South
4 = West

Ownership status of living quarters
1 = Owned or being bought by you or someone in
2 = Rented for cash
3 = Occupied without payment of cash rent

Current Employment Status
1 = Working full-time
2 = Working part-time
3 = Not working

PPREG9: (PPREG9) Region 9 - Based On State Of Residence
1 = New England
2 = Mid-Atlantic
3 = East-North Central
4 = West-North Central
5 = South Atlantic
6 = East-South Central
7 = West-South Central
8 = Mountain
9 = Pacific

0 = Not redacted
1 = Redacted