Ranking

By skill

Benchmark automation pressure by skill cluster and inspect each cluster's role ranking.

6 clusters indexed. Showing role-level rankings for Care and education.

Average exposure by skill cluster

Clusters ranked by average automation exposure.

Average exposure by skill clusterClusters ranked by average automation exposure.0%20%40%60%80%100%Operations and adminOperations and admin: 74% avg exposure74% avg exposureTrades and productionTrades and production: 68% avg exposure68% avg exposureCreative and commercialCreative and commercial: 58% avg exposure58% avg exposurePublic missionPublic mission: 50% avg exposure50% avg exposureKnowledge workKnowledge work: 44% avg exposure44% avg exposureCare and educationCare and education: 41% avg exposure41% avg exposure

Coverage by skill cluster

How many benchmark roles are currently mapped to each skill cluster.

Coverage by skill clusterHow many benchmark roles are currently mapped to each skill cluster.0%20%40%60%80%100%Knowledge workKnowledge work: 280 roles280 rolesTrades and productionTrades and production: 255 roles255 rolesCare and educationCare and education: 236 roles236 rolesOperations and adminOperations and admin: 130 roles130 rolesCreative and commercialCreative and commercial: 68 roles68 rolesPublic missionPublic mission: 47 roles47 roles

Skill clusters

Open a cluster ranking

Each cluster card opens a focused role ranking sorted by exposure benchmark.

Operations and admin

130 roles • 74% avg exposure

Operational execution, customer throughput, and administrative support.

Highest: Freight Forwarders

Lowest: Transportation Workers, All Other

Open cluster ranking

Trades and production

255 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 ranking

Creative and commercial

68 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 ranking

Public mission

47 roles • 50% avg exposure

Protective service and military mission-oriented work.

Highest: Gambling Surveillance Officers and Gambling Investigators

Lowest: Intelligence Analysts

Open cluster ranking

Knowledge work

280 roles • 44% avg exposure

Analysis, planning, legal, and technical specialist work.

Highest: Non-Destructive Testing Specialists

Lowest: Arbitrators, Mediators, and Conciliators

Open cluster ranking

Care and education

236 roles • 41% avg exposure

Teaching, social support, clinical care, and personal services.

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

Open cluster ranking

Cluster ranking

Care and education

Highest automation exposure roles in this skill cluster. Showing top 50 results.

Amusement and Recreation Attendants analysis scene#1High confidenceAnalysisAA
Amusement and Recreation Attendants

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk90%
Exposure90%
Task avg89%
Human reliance10%
Open role profile
Animal Caretakers coordination scene#2High confidenceCoordinationAC
Animal Caretakers

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk82%
Exposure82%
Task avg83%
Human reliance18%
Open role profile
Physical Therapist Aides operations scene#3High confidenceOperationsPT
Physical Therapist Aides

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk79%
Exposure79%
Task avg80%
Human reliance21%
Open role profile
Locker Room, Coatroom, and Dressing Room Attendants productivity scene#4Medium confidenceProductivityLR
Locker Room, Coatroom, and Dressing Room Attendants

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk78%
Exposure78%
Task avg79%
Human reliance22%
Open role profile
Costume Attendants workflow scene#5Medium confidenceWorkflowCA
Costume Attendants

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk77%
Exposure77%
Task avg78%
Human reliance23%
Open role profile
First-Line Supervisors of Gambling Services Workers insight scene#6High confidenceInsightFS
First-Line Supervisors of Gambling Services Workers

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk77%
Exposure77%
Task avg78%
Human reliance23%
Open role profile
Gambling and Sports Book Writers and Runners operations scene#7High confidenceOperationsGA
Gambling and Sports Book Writers and Runners

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk77%
Exposure77%
Task avg78%
Human reliance23%
Open role profile
Manicurists and Pedicurists coordination scene#8Medium confidenceCoordinationMA
Manicurists and Pedicurists

Personal Care and ServiceArts, 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

CRM automationCommunication copilotWorkflow automation
Overall Risk76%
Exposure76%
Task avg77%
Human reliance24%
Open role profile
Veterinary Assistants and Laboratory Animal Caretakers analysis scene#9High confidenceAnalysisVA
Veterinary Assistants and Laboratory Animal Caretakers

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk76%
Exposure76%
Task avg77%
Human reliance24%
Open role profile
Personal Care Aides insight scene#10High confidenceInsightPC
Personal Care Aides

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Pharmacy Aides insight scene#11High confidenceInsightPA
Pharmacy Aides

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Shampooers operations scene#12Low confidenceOperationsS
Shampooers

Personal Care and ServiceOther Services (except Public Administration)

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

Exposure benchmark: 73% • SOC 39-5093.00

CRM automationCommunication copilotWorkflow automation
Overall Risk73%
Exposure73%
Task avg74%
Human reliance27%
Open role profile
Home Health Aides planning scene#13High confidencePlanningHH
Home Health Aides

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk72%
Exposure72%
Task avg73%
Human reliance28%
Open role profile
Entertainment Attendants and Related Workers, All Other workflow scene#14Low confidenceWorkflowEA
Entertainment Attendants and Related Workers, All Other

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk71%
Exposure71%
Task avg72%
Human reliance29%
Open role profile
Childcare Workers systems scene#15High confidenceSystemsCW
Childcare Workers

Personal Care and ServiceArts, Entertainment, and Recreation

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

Exposure benchmark: 69% • SOC 39-9011.00

CRM automationCommunication copilotWorkflow automation
Overall Risk69%
Exposure69%
Task avg70%
Human reliance31%
Open role profile
Morticians, Undertakers, and Funeral Arrangers systems scene#16High confidenceSystemsMU
Morticians, Undertakers, and Funeral Arrangers

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk69%
Exposure69%
Task avg70%
Human reliance31%
Open role profile
Funeral Attendants insight scene#17High confidenceInsightFA
Funeral Attendants

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Massage Therapists systems scene#18High confidenceSystemsMT
Massage Therapists

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Medical Equipment Preparers analysis scene#19High confidenceAnalysisME
Medical Equipment Preparers

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Nannies analysis scene#20High confidenceAnalysisN
Nannies

Personal Care and ServiceArts, Entertainment, and Recreation

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

Exposure benchmark: 68% • SOC 39-9011.01

CRM automationCommunication copilotWorkflow automation
Overall Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Speech-Language Pathology Assistants tooling scene#21High confidenceToolingSP
Speech-Language Pathology Assistants

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Travel Guides productivity scene#22Medium confidenceProductivityTG
Travel Guides

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk68%
Exposure68%
Task avg69%
Human reliance32%
Open role profile
Personal Care and Service Workers, All Other tooling scene#23Low confidenceToolingPC
Personal Care and Service Workers, All Other

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk67%
Exposure67%
Task avg68%
Human reliance33%
Open role profile
Ushers, Lobby Attendants, and Ticket Takers planning scene#24High confidencePlanningUL
Ushers, Lobby Attendants, and Ticket Takers

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk67%
Exposure67%
Task avg68%
Human reliance33%
Open role profile
Exercise Trainers and Group Fitness Instructors planning scene#25High confidencePlanningET
Exercise Trainers and Group Fitness Instructors

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk66%
Exposure66%
Task avg67%
Human reliance34%
Open role profile
Nursing Assistants productivity scene#26High confidenceProductivityNA
Nursing Assistants

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk66%
Exposure66%
Task avg67%
Human reliance34%
Open role profile
Physical Therapist Assistants execution scene#27High confidenceExecutionPT
Physical Therapist Assistants

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk66%
Exposure66%
Task avg67%
Human reliance34%
Open role profile
Occupational Therapy Aides systems scene#28High confidenceSystemsOT
Occupational Therapy Aides

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk65%
Exposure65%
Task avg66%
Human reliance35%
Open role profile
Animal Trainers execution scene#29High confidenceExecutionAT
Animal Trainers

Personal Care and ServiceArts, Entertainment, and Recreation

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

Exposure benchmark: 63% • SOC 39-2011.00

CRM automationCommunication copilotWorkflow automation
Overall Risk63%
Exposure63%
Task avg64%
Human reliance37%
Open role profile
Baggage Porters and Bellhops analysis scene#30Medium confidenceAnalysisBP
Baggage Porters and Bellhops

Personal Care and ServiceArts, 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

CRM automationCommunication copilotWorkflow automation
Overall Risk63%
Exposure63%
Task avg64%
Human reliance37%
Open role profile
Crematory Operators execution scene#31High confidenceExecutionCO
Crematory Operators

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk63%
Exposure63%
Task avg64%
Human reliance37%
Open role profile
Motion Picture Projectionists insight scene#32Medium confidenceInsightMP
Motion Picture Projectionists

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk62%
Exposure62%
Task avg63%
Human reliance38%
Open role profile
Occupational Therapy Assistants analysis scene#33High confidenceAnalysisOT
Occupational Therapy Assistants

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk62%
Exposure62%
Task avg63%
Human reliance38%
Open role profile
Teaching Assistants, All Other execution scene#34Low confidenceExecutionTA
Teaching Assistants, All Other

Educational Instruction and LibraryPublic Administration

Teaching Assistants, All Other shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 62% • SOC 25-9049.00

Learning content AIPlanning automationAssessment assistant
Overall Risk62%
Exposure62%
Task avg63%
Human reliance38%
Open role profile
Orderlies analysis scene#35High confidenceAnalysisO
Orderlies

Healthcare SupportHealth Care and Social Assistance

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

Exposure benchmark: 61% • SOC 31-1132.00

Documentation copilotScheduling automationIntake assistant
Overall Risk61%
Exposure61%
Task avg62%
Human reliance39%
Open role profile
Psychiatric Aides planning scene#36High confidencePlanningPA
Psychiatric Aides

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk61%
Exposure61%
Task avg62%
Human reliance39%
Open role profile
Community and Social Service Specialists, All Other execution scene#37Low confidenceExecutionCA
Community and Social Service Specialists, All Other

Community and Social ServicePublic 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

Case management toolsScheduling automationDocumentation copilot
Overall Risk60%
Exposure60%
Task avg61%
Human reliance40%
Open role profile
First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services execution scene#38Medium confidenceExecutionFS
First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk60%
Exposure60%
Task avg61%
Human reliance40%
Open role profile
Endoscopy Technicians execution scene#39High confidenceExecutionET
Endoscopy Technicians

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk59%
Exposure59%
Task avg60%
Human reliance41%
Open role profile
Hairdressers, Hairstylists, and Cosmetologists systems scene#40High confidenceSystemsHH
Hairdressers, Hairstylists, and Cosmetologists

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk59%
Exposure59%
Task avg60%
Human reliance41%
Open role profile
Gambling Dealers insight scene#41High confidenceInsightGD
Gambling Dealers

Personal Care and ServiceHealth 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

CRM automationCommunication copilotWorkflow automation
Overall Risk58%
Exposure58%
Task avg59%
Human reliance42%
Open role profile
Surgical Technologists tooling scene#42High confidenceToolingST
Surgical Technologists

Healthcare Practitioners and TechnicalHealth 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

Clinical documentation AIWorkflow automationDecision support
Overall Risk58%
Exposure58%
Task avg59%
Human reliance42%
Open role profile
Tour Guides and Escorts analysis scene#43High confidenceAnalysisTG
Tour Guides and Escorts

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk58%
Exposure58%
Task avg59%
Human reliance42%
Open role profile
Healthcare Support Workers, All Other tooling scene#44Low confidenceToolingHS
Healthcare Support Workers, All Other

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
Medical Transcriptionists insight scene#45High confidenceInsightMT
Medical Transcriptionists

Healthcare SupportHealth 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

Documentation copilotScheduling automationIntake assistant
Overall Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
Paramedics productivity scene#46High confidenceProductivityP
Paramedics

Healthcare Practitioners and TechnicalHealth 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

Clinical documentation AIWorkflow automationDecision support
Overall Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
Residential Advisors operations scene#47High confidenceOperationsRA
Residential Advisors

Personal Care and ServiceOther 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

CRM automationCommunication copilotWorkflow automation
Overall Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
Surgeons, All Other workflow scene#48Low confidenceWorkflowSA
Surgeons, All Other

Healthcare Practitioners and TechnicalHealth 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

Clinical documentation AIWorkflow automationDecision support
Overall Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
Surgical Assistants insight scene#49High confidenceInsightSA
Surgical Assistants

Healthcare Practitioners and TechnicalHealth 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

Clinical documentation AIWorkflow automationDecision support
Overall Risk57%
Exposure57%
Task avg58%
Human reliance43%
Open role profile
Career/Technical Education Teachers, Postsecondary systems scene#50High confidenceSystemsCE
Career/Technical Education Teachers, Postsecondary

Educational Instruction and LibraryEducational 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

Learning content AIPlanning automationAssessment assistant
Overall Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
Rankings by skill - replaced.fyi