Average exposure by skill cluster
Clusters ranked by average automation exposure.
Ranking
Benchmark automation pressure by skill cluster and inspect each cluster's role ranking.
6 clusters indexed. Showing role-level rankings for Care and education.
Clusters ranked by average automation exposure.
How many benchmark roles are currently mapped to each skill cluster.
Skill clusters
Each cluster card opens a focused role ranking sorted by exposure benchmark.
130 roles • 74% avg exposure
Operational execution, customer throughput, and administrative support.
Highest: Freight Forwarders
Lowest: Transportation Workers, All Other
Open cluster ranking255 roles • 68% avg exposure
Hands-on field, maintenance, construction, and production work.
Highest: Laundry and Dry-Cleaning Workers
Lowest: Solar Thermal Installers and Technicians
Open cluster ranking68 roles • 58% avg exposure
Creative production, audience communication, and revenue-driven roles.
Highest: Door-to-Door Sales Workers, News and Street Vendors, and Related Workers
Lowest: Set and Exhibit Designers
Open cluster ranking47 roles • 50% avg exposure
Protective service and military mission-oriented work.
Highest: Gambling Surveillance Officers and Gambling Investigators
Lowest: Intelligence Analysts
Open cluster ranking280 roles • 44% avg exposure
Analysis, planning, legal, and technical specialist work.
Highest: Non-Destructive Testing Specialists
Lowest: Arbitrators, Mediators, and Conciliators
Open cluster ranking236 roles • 41% avg exposure
Teaching, social support, clinical care, and personal services.
Highest: Amusement and Recreation Attendants
Lowest: Nurse Anesthetists
Open cluster rankingCluster ranking
Highest automation exposure roles in this skill cluster. Showing top 50 results.
#1High confidenceAnalysisAAPersonal Care and Service • Health Care and Social Assistance
A large share of Amusement and Recreation Attendants tasks are currently automatable in Offices of Physicians, Mental Health Specialists.
Exposure benchmark: 90% • SOC 39-3091.00
#2High confidenceCoordinationACPersonal 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
#3High confidenceOperationsPTHealthcare Support • Health Care and Social Assistance
Physical Therapist Aides shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 79% • SOC 31-2022.00
#4Medium confidenceProductivityLRPersonal 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
#5Medium confidenceWorkflowCAPersonal Care and Service • Health Care and Social Assistance
Costume Attendants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 77% • SOC 39-3092.00
#6High confidenceInsightFSPersonal Care and Service • Health Care and Social Assistance
First-Line Supervisors of Gambling Services Workers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 77% • SOC 39-1013.00
#7High confidenceOperationsGAPersonal 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
#8Medium confidenceCoordinationMAPersonal Care and Service • Arts, Entertainment, and Recreation
Manicurists and Pedicurists shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 76% • SOC 39-5092.00
#9High confidenceAnalysisVAHealthcare Support • Health Care and Social Assistance
Veterinary Assistants and Laboratory Animal Caretakers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 76% • SOC 31-9096.00
#10High confidenceInsightPCHealthcare Support • Health Care and Social Assistance
Personal Care Aides shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 73% • SOC 31-1122.00
#11High confidenceInsightPAHealthcare Support • Health Care and Social Assistance
Pharmacy Aides shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 73% • SOC 31-9095.00
#12Low confidenceOperationsSPersonal 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
#13High confidencePlanningHHHealthcare Support • Health Care and Social Assistance
Home Health Aides shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 72% • SOC 31-1121.00
#14Low confidenceWorkflowEAPersonal Care and Service • Health Care and Social Assistance
Entertainment Attendants and Related Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 71% • SOC 39-3099.00
#15High confidenceSystemsCWPersonal Care and Service • Arts, Entertainment, and Recreation
Childcare Workers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 69% • SOC 39-9011.00
#16High confidenceSystemsMUPersonal Care and Service • Health Care and Social Assistance
Morticians, Undertakers, and Funeral Arrangers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 69% • SOC 39-4031.00
#17High confidenceInsightFAPersonal Care and Service • Health Care and Social Assistance
Funeral Attendants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 39-4021.00
#18High confidenceSystemsMTHealthcare Support • Health Care and Social Assistance
Massage Therapists shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 31-9011.00
#19High confidenceAnalysisMEHealthcare Support • Health Care and Social Assistance
Medical Equipment Preparers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 31-9093.00
#20High confidenceAnalysisNPersonal Care and Service • Arts, Entertainment, and Recreation
Nannies shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 39-9011.01
#21High confidenceToolingSPHealthcare Support • Health Care and Social Assistance
Speech-Language Pathology Assistants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 31-9099.01
#22Medium confidenceProductivityTGPersonal Care and Service • Health Care and Social Assistance
Travel Guides shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 39-7012.00
#23Low confidenceToolingPCPersonal 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
#24High confidencePlanningULPersonal 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
#25High confidencePlanningETPersonal Care and Service • Health Care and Social Assistance
Exercise Trainers and Group Fitness Instructors shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 66% • SOC 39-9031.00
#26High confidenceProductivityNAHealthcare Support • Health Care and Social Assistance
Nursing Assistants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 66% • SOC 31-1131.00
#27High confidenceExecutionPTHealthcare Support • Health Care and Social Assistance
Physical Therapist Assistants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 66% • SOC 31-2021.00
#28High confidenceSystemsOTHealthcare Support • Health Care and Social Assistance
Occupational Therapy Aides shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 65% • SOC 31-2012.00
#29High confidenceExecutionATPersonal Care and Service • Arts, Entertainment, and Recreation
Animal Trainers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 63% • SOC 39-2011.00
#30Medium confidenceAnalysisBPPersonal Care and Service • Arts, Entertainment, and Recreation
Baggage Porters and Bellhops shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 63% • SOC 39-6011.00
#31High confidenceExecutionCOPersonal Care and Service • Health Care and Social Assistance
Crematory Operators shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 63% • SOC 39-4012.00
#32Medium confidenceInsightMPPersonal 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
#33High confidenceAnalysisOTHealthcare Support • Health Care and Social Assistance
Occupational Therapy Assistants shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 62% • SOC 31-2011.00
#34Low confidenceExecutionTAEducational Instruction and Library • Public Administration
Teaching Assistants, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 62% • SOC 25-9049.00
#35High confidenceAnalysisOHealthcare Support • Health Care and Social Assistance
Orderlies shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 61% • SOC 31-1132.00
#36High confidencePlanningPAHealthcare Support • Health Care and Social Assistance
Psychiatric Aides shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 61% • SOC 31-1133.00
#37Low confidenceExecutionCACommunity and Social Service • Public Administration
Community and Social Service Specialists, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 60% • SOC 21-1099.00
#38Medium confidenceExecutionFSPersonal 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
#39High confidenceExecutionETHealthcare Support • Health Care and Social Assistance
Endoscopy Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 59% • SOC 31-9099.02
#40High confidenceSystemsHHPersonal 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
#41High confidenceInsightGDPersonal Care and Service • Health Care and Social Assistance
Gambling Dealers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 58% • SOC 39-3011.00
#42High confidenceToolingSTHealthcare Practitioners and Technical • Health Care and Social Assistance
Surgical Technologists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 58% • SOC 29-2055.00
#43High confidenceAnalysisTGPersonal 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
#44Low confidenceToolingHSHealthcare Support • Health Care and Social Assistance
Healthcare Support Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 57% • SOC 31-9099.00
#45High confidenceInsightMTHealthcare Support • Health Care and Social Assistance
Medical Transcriptionists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 57% • SOC 31-9094.00
#46High confidenceProductivityPHealthcare Practitioners and Technical • Health Care and Social Assistance
Paramedics is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 57% • SOC 29-2043.00
#47High confidenceOperationsRAPersonal 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
#48Low confidenceWorkflowSAHealthcare Practitioners and Technical • Health Care and Social Assistance
Surgeons, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 57% • SOC 29-1249.00
#49High confidenceInsightSAHealthcare Practitioners and Technical • Health Care and Social Assistance
Surgical Assistants is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 57% • SOC 29-9093.00
#50High confidenceSystemsCEEducational Instruction and Library • Educational Services
Career/Technical Education Teachers, Postsecondary is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 25-1194.00