All sectorsThe same grid as text
Personal Care and Service
How far apart the occupations inside this sector are.
AI finishes617 tasks
3%
of this sector's tasks, at L2 or above. The middle sector is at 3%.
Spread inside31
20pt
points between its widest and its narrowest occupation, among the 6 anything was read about.
The work in this sector, as 100 squares
One square, one task, filled to the lowest level covering it.
of 617
- L5 · Full automationemptyAI delivers alone in any setting, with no defined scope limiting it.
- L4 · High automationemptyAI delivers alone inside a defined scope, running in real business.
- L3 · Conditional automation1AI completes it; a person spot-checks rather than reviews each one.
- L2 · Partial automation15AI produces the bulk; a person reviews and corrects every item.
- L1 · AssistedemptyAI helps in places; a person does the whole delivery.
- L0 · ManualemptyAI takes no part in this work.
- Unknown160part of this work has no evidence either way
- Untouched441no update in the collected window mentions it
What moved it
Updates that left evidence on work reaching this sector.
2026-08-2446 days recorded2026-10-08
- 10-08AMIE matches doctor diagnoses in 90% of 100 patient interactions with 0 safety stopsAssess practical performance and occupational competence
- 10-08Astrophysicist uses Claude Science to build first complete ultraviolet sky mapAssess practical performance and occupational competence
- 10-08Ignite Vision builds AI creator matching on Qwen, cutting screening from hours to minutesAssess practical performance and occupational competence
- 10-07Claude Haiku 5.5 generally available in GitHub CopilotAssess practical performance and occupational competence
- 10-07Google Research shares RCT findings on AI and professional expertiseAssess practical performance and occupational competence
- 10-07OpenAI shares progress on ChatGPT for Teens and previews College PlannerSupport learning activities and family-school communication
and 67 more
What AI does here
The work reaching this sector, furthest first.
- Assess practical performance and occupational competenceL3 · Conditional automation
- Support accessible communication and community participationL3 · Conditional automation
- Demonstrate occupational skills and conduct practical trainingL2 · Partial automation
- Build independent living and employment readiness skillsL2 · Partial automation
- Organize fitness recreation and entertainment activitiesL2 · Partial automation
- Support learning activities and family-school communicationL2 · Partial automation
- Plan attraction activities and on-site service resourcesL2 · Partial automation
Inside this sector
Occupations31
The same hundred squares, once per occupation, ranked.
- WidestExercise Trainers and Group Fitness Instructors25%
- NarrowestHairdressers, Hairstylists, and Cosmetologists5%
- 20 points apart no update in the collected window mentions this occupation 25 more have no evidence at all.
- Exercise Trainers and Group Fitness Instructors20 tasks25%
- Recreation Workers24 tasks17%
- First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services19 tasks16%
- Animal Trainers15 tasks7%
- Residential Advisors30 tasks7%
- Hairdressers, Hairstylists, and Cosmetologists20 tasks5%
- Amusement and Recreation Attendants17 tasks0%
- Animal Caretakers22 tasks0%
- Baggage Porters and Bellhops17 tasks0%
- Barbers20 tasks0%
- Childcare Workers24 tasks0%
- Concierges18 tasks0%
- Costume Attendants21 tasks0%
- Crematory Operators12 tasks0%
- Embalmers26 tasks0%
- First-Line Supervisors of Gambling Services Workers30 tasks0%
- First-Line Supervisors of Personal Service Workers17 tasks0%
- Funeral Attendants24 tasks0%
- Gambling Dealers21 tasks0%
- Gambling and Sports Book Writers and Runners17 tasks0%
- Locker Room, Coatroom, and Dressing Room Attendants24 tasks0%
- Makeup Artists, Theatrical and Performance22 tasks0%
- Manicurists and Pedicurists18 tasks0%
- Morticians, Undertakers, and Funeral Arrangers22 tasks0%
- Motion Picture Projectionists17 tasks0%
- Nannies19 tasks0%
- Shampooers4 tasks0%
- Skincare Specialists18 tasks0%
- Tour Guides and Escorts19 tasks0%
- Travel Guides17 tasks0%
- Ushers, Lobby Attendants, and Ticket Takers23 tasks0%
median 0% · share of tasks AI produces the bulk of, leaving a person to check