By industry

Building and Grounds Cleaning and Maintenance • Other Services (except Public Administration)

A large share of Maids and Housekeeping Cleaners tasks are currently automatable in All Other Personal Services.

Exposure benchmark: 95% • SOC 37-2012.00

Building and Grounds Cleaning and Maintenance • Other Services (except Public Administration)

A large share of Tree Trimmers and Pruners tasks are currently automatable in Labor Unions and Similar Labor Organizations.

Exposure benchmark: 83% • SOC 37-3013.00

Personal Care and Service • Other Services (except Public Administration)

A large share of Animal Caretakers tasks are currently automatable in Electronic and Precision Equipment Repair and Maintenance.

Exposure benchmark: 82% • SOC 39-2021.00

Personal Care and Service • Other Services (except Public Administration)

Locker Room, Coatroom, and Dressing Room Attendants shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 78% • SOC 39-3093.00

Personal Care and Service • Other Services (except Public Administration)

Gambling and Sports Book Writers and Runners shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 77% • SOC 39-3012.00

Personal Care and Service • Other Services (except Public Administration)

Shampooers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 73% • SOC 39-5093.00

Building and Grounds Cleaning and Maintenance • Other Services (except Public Administration)

Janitors and Cleaners, Except Maids and Housekeeping Cleaners shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 69% • SOC 37-2011.00

Personal Care and Service • Other Services (except Public Administration)

Personal Care and Service Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 67% • SOC 39-9099.00

Personal Care and Service • Other Services (except Public Administration)

Ushers, Lobby Attendants, and Ticket Takers shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 67% • SOC 39-3031.00

Personal Care and Service • Other Services (except Public Administration)

Motion Picture Projectionists shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 62% • SOC 39-3021.00

Personal Care and Service • Other Services (except Public Administration)

First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 60% • SOC 39-1014.00

Personal Care and Service • Other Services (except Public Administration)

Hairdressers, Hairstylists, and Cosmetologists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 59% • SOC 39-5012.00

Personal Care and Service • Other Services (except Public Administration)

Tour Guides and Escorts is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 58% • SOC 39-7011.00

Personal Care and Service • Other Services (except Public Administration)

Residential Advisors is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 57% • SOC 39-9041.00

Building and Grounds Cleaning and Maintenance • Other Services (except Public Administration)

Grounds Maintenance Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 56% • SOC 37-3019.00

Personal Care and Service • Other Services (except Public Administration)

Makeup Artists, Theatrical and Performance is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 39-5091.00

Personal Care and Service • Other Services (except Public Administration)

Skincare Specialists is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 39-5094.00

Personal Care and Service • Other Services (except Public Administration)

First-Line Supervisors of Personal Service Workers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 39-1022.00

Personal Care and Service • Other Services (except Public Administration)

Barbers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 48% • SOC 39-5011.00

Personal Care and Service • Other Services (except Public Administration)

Recreation Workers remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 39% • SOC 39-9032.00