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AI exposure Personal care and service

Will AI replace first-line supervisors of personal service workers?

First-Line Supervisors of Personal Service Workers. US occupation 39-1022.

4.1%

of the time first-line supervisors of personal service workers spend on their work goes on tasks where AI is already being used to do that work.of first-line supervisors of personal service workers' working hours go on tasks AI has already started taking off their plate.

Ranked 271 of 756 US occupations. More exposed than 63% of them.Further along than 63% of them.

Average US job 7.7%

Around the middle of the pack.Keeping pace with the average job.

What AI already does for first-line supervisors of personal service workersWhat first-line supervisors of personal service workers no longer do alone

O*NET lists 17 tasks for first-line supervisors of personal service workers. AI use at work shows up in 2 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.

  1. Apply customer feedback to service improvement efforts.Core task mostly automated 1.00
  2. Recruit and hire staff members.Core task automated and assisted 0.72

What it does not touch, yetWhat still needs a human

15 of the 17 tasks show no AI use at work in the data.

  • Arrange worker breaks to ensure services are adequately staffed throughout each shift.Core task
  • Assign work schedules, following work requirements, to ensure quality and timely delivery of service.Core task
  • Direct or coordinate the activities of workers, such as hotel staff or hair stylists.Core task
  • Inform management about problems, such as employee disputes.Core task
  • Inform workers about interests or special needs of specific groups.Core task
  • Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.Core task
Show the other 9
  • Investigate employee complaints and resolve problems following management rules and regulations.Core task
  • Meet with managers or other supervisors to stay informed of changes affecting operations.Core task
  • Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.Core task
  • Participate in continuing education to stay abreast of industry trends and developments.Core task
  • Requisition necessary supplies, equipment, or services.Core task
  • Resolve customer complaints regarding worker performance or services rendered.Core task
  • Take disciplinary action to address performance problems.Core task
  • Train workers in proper operational procedures and functions and explain company policies.Core task
  • Direct marketing, advertising, or other customer recruitment efforts.

How that compares

Among the 27 personal care and service occupations, first-line supervisors of personal service workers rank 6. The group averages 1.9%, and its most exposed job is Concierges at 18.8%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Just above in the ranking

  1. 267Sales Managers 4.3%
  2. 271Camera and Photographic Equipment Repairers 4.1%
  3. 271Couriers and Messengers 4.1%

Just below

  1. 275Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary 4.0%
  2. 275Education and Childcare Administrators, Preschool and Daycare 4.0%
  3. 275Therapists, All Other 4.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.