Average exposure by skill cluster
Clusters ranked by average automation exposure.
Ranking
By skill
Benchmark automation pressure by skill cluster and inspect each cluster's role ranking.
6 clusters indexed. Showing role-level rankings for Creative and commercial.
Coverage by skill cluster
How many benchmark roles are currently mapped to each skill cluster.
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 rankingTrades 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 rankingCreative 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 rankingPublic 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 rankingKnowledge 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 rankingCare 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 rankingCluster ranking
Creative and commercial
Highest automation exposure roles in this skill cluster. Showing top 50 results.
#1Low confidenceCoordinationDSDoor-to-Door Sales Workers, News and Street Vendors, and Related Workers
Sales and Related • Professional, Scientific, and Technical Services
A large share of Door-to-Door Sales Workers, News and Street Vendors, and Related Workers tasks are currently automatable in All Other Legal Services.
Exposure benchmark: 89% • SOC 41-9091.00
CRM assistantOutreach automationRevenue analytics
#2High confidenceCoordinationFSFirst-Line Supervisors of Retail Sales Workers
Sales and Related • Professional, Scientific, and Technical Services
A large share of First-Line Supervisors of Retail Sales Workers tasks are currently automatable in Media Buying Agencies.
Exposure benchmark: 86% • SOC 41-1011.00
CRM assistantOutreach automationRevenue analytics
#3Low confidenceAnalysisPSParts Salespersons
Sales and Related • Retail Trade
A large share of Parts Salespersons tasks are currently automatable in Tobacco, Electronic Cigarette, and Other Smoking Supplies Retailers.
Exposure benchmark: 85% • SOC 41-2022.00
CRM assistantOutreach automationRevenue analytics
#4Medium confidenceWorkflowRSRetail Salespersons
Sales and Related • Retail Trade
A large share of Retail Salespersons tasks are currently automatable in Fuel Dealers.
Exposure benchmark: 85% • SOC 41-2031.00
CRM assistantOutreach automationRevenue analytics
#5High confidenceProductivityGCGambling Change Persons and Booth Cashiers
Sales and Related • Wholesale Trade
A large share of Gambling Change Persons and Booth Cashiers tasks are currently automatable in Coal and Other Mineral and Ore Merchant Wholesalers.
Exposure benchmark: 84% • SOC 41-2012.00
CRM assistantOutreach automationRevenue analytics
#6High confidenceInsightBTBroadcast Technicians
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Broadcast Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 72% • SOC 27-4012.00
Creative assistantEditing automationProduction workflow
#7Medium confidenceOperationsMDMerchandise Displayers and Window Trimmers
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Merchandise Displayers and Window Trimmers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 72% • SOC 27-1026.00
Creative assistantEditing automationProduction workflow
#8High confidencePlanningMModels
Sales and Related • Wholesale Trade
Models shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 72% • SOC 41-9012.00
CRM assistantOutreach automationRevenue analytics
#9Low confidenceWorkflowDDancers
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Dancers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 70% • SOC 27-2031.00
Creative assistantEditing automationProduction workflow
#10High confidenceCoordinationURUmpires, Referees, and Other Sports Officials
Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation
Umpires, Referees, and Other Sports Officials shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 70% • SOC 27-2023.00
Creative assistantEditing automationProduction workflow
#11High confidenceOperationsCCashiers
Sales and Related • Retail Trade
Cashiers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 69% • SOC 41-2011.00
CRM assistantOutreach automationRevenue analytics
#12Medium confidenceInsightFDFashion Designers
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Fashion Designers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 69% • SOC 27-1022.00
Creative assistantEditing automationProduction workflow
#13Medium confidenceOperationsCACounter and Rental Clerks
Sales and Related • Wholesale Trade
Counter and Rental Clerks shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 68% • SOC 41-2021.00
CRM assistantOutreach automationRevenue analytics
#14Low confidenceWorkflowDADesigners, All Other
Arts, Design, Entertainment, Sports, and Media • Information
Designers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 67% • SOC 27-1029.00
Creative assistantEditing automationProduction workflow
#15Low confidenceCoordinationMAMedia and Communication Workers, All Other
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Media and Communication Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 67% • SOC 27-3099.00
Creative assistantEditing automationProduction workflow
#16High confidencePlanningPPhotographers
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Photographers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 67% • SOC 27-4021.00
Creative assistantEditing automationProduction workflow
#17High confidenceToolingDADemonstrators and Product Promoters
Sales and Related • Professional, Scientific, and Technical Services
Demonstrators and Product Promoters shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 66% • SOC 41-9011.00
CRM assistantOutreach automationRevenue analytics
#18Low confidenceInsightMAMedia and Communication Equipment Workers, All Other
Arts, Design, Entertainment, Sports, and Media • Information
Media and Communication Equipment Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 66% • SOC 27-4099.00
Creative assistantEditing automationProduction workflow
#19Low confidencePlanningSASales and Related Workers, All Other
Sales and Related • Retail Trade
Sales and Related Workers, All Other shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 65% • SOC 41-9099.00
CRM assistantOutreach automationRevenue analytics
#20High confidenceSystemsAActors
Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation
Actors shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 64% • SOC 27-2011.00
Creative assistantEditing automationProduction workflow
#21High confidenceToolingDJDisc Jockeys, Except Radio
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Disc Jockeys, Except Radio shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 63% • SOC 27-2091.00
Creative assistantEditing automationProduction workflow
#22Low confidencePlanningTTelemarketers
Sales and Related • Wholesale Trade
Telemarketers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 63% • SOC 41-9041.00
CRM assistantOutreach automationRevenue analytics
#23Low confidenceSystemsFDFloral Designers
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Floral Designers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 62% • SOC 27-1023.00
Creative assistantEditing automationProduction workflow
#24High confidencePlanningLTLighting Technicians
Arts, Design, Entertainment, Sports, and Media • Information
Lighting Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 62% • SOC 27-4015.00
Creative assistantEditing automationProduction workflow
#25Medium confidenceOperationsSRSales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel
Sales and Related • Wholesale Trade
Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 62% • SOC 41-3091.00
CRM assistantOutreach automationRevenue analytics
#26Low confidenceInsightAAAthletes and Sports Competitors
Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation
Athletes and Sports Competitors shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 61% • SOC 27-2021.00
Creative assistantEditing automationProduction workflow
#27High confidenceOperationsCRCourt Reporters and Simultaneous Captioners
Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation
Court Reporters and Simultaneous Captioners shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 61% • SOC 27-3092.00
Creative assistantEditing automationProduction workflow
#28Medium confidenceOperationsCChoreographers
Arts, Design, Entertainment, Sports, and Media • Information
Choreographers shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 60% • SOC 27-2032.00
Creative assistantEditing automationProduction workflow
#29Medium confidenceOperationsSSSolar Sales Representatives and Assessors
Sales and Related • Wholesale Trade
Solar Sales Representatives and Assessors shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 60% • SOC 41-4011.07
CRM assistantOutreach automationRevenue analytics
#30Medium confidenceToolingPLPoets, Lyricists and Creative Writers
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Poets, Lyricists and Creative Writers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 57% • SOC 27-3043.05
Creative assistantEditing automationProduction workflow
#31High confidenceCoordinationPRPublic Relations Specialists
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Public Relations Specialists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 57% • SOC 27-3031.00
Creative assistantEditing automationProduction workflow
#32High confidenceOperationsSESound Engineering Technicians
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Sound Engineering Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 57% • SOC 27-4014.00
Creative assistantEditing automationProduction workflow
#33High confidenceExecutionAAAudio and Video Technicians
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Audio and Video Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 56% • SOC 27-4011.00
Creative assistantEditing automationProduction workflow
#34High confidencePlanningREReal Estate Sales Agents
Sales and Related • Wholesale Trade
Real Estate Sales Agents is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 56% • SOC 41-9022.00
CRM assistantOutreach automationRevenue analytics
#35High confidenceExecutionTATravel Agents
Sales and Related • Retail Trade
Travel Agents is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 56% • SOC 41-3041.00
CRM assistantOutreach automationRevenue analytics
#36High confidenceSystemsISInsurance Sales Agents
Sales and Related • Retail Trade
Insurance Sales Agents is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 41-3021.00
CRM assistantOutreach automationRevenue analytics
#37High confidenceOperationsMTMedia Technical Directors/Managers
Arts, Design, Entertainment, Sports, and Media • Information
Media Technical Directors/Managers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 27-2012.05
Creative assistantEditing automationProduction workflow
#38High confidenceExecutionPAProducers and Directors
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Producers and Directors is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 27-2012.00
Creative assistantEditing automationProduction workflow
#39Medium confidenceAnalysisASAdvertising Sales Agents
Sales and Related • Retail Trade
Advertising Sales Agents is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 54% • SOC 41-3011.00
CRM assistantOutreach automationRevenue analytics
#40Low confidenceSystemsFAFine Artists, Including Painters, Sculptors, and Illustrators
Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation
Fine Artists, Including Painters, Sculptors, and Illustrators is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 54% • SOC 27-1013.00
Creative assistantEditing automationProduction workflow
#41High confidenceExecutionREReal Estate Brokers
Sales and Related • Professional, Scientific, and Technical Services
Real Estate Brokers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 54% • SOC 41-9021.00
CRM assistantOutreach automationRevenue analytics
#42High confidenceCoordinationSCSecurities, Commodities, and Financial Services Sales Agents
Sales and Related • Wholesale Trade
Securities, Commodities, and Financial Services Sales Agents is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 54% • SOC 41-3031.00
CRM assistantOutreach automationRevenue analytics
#43Medium confidenceExecutionEAEntertainers and Performers, Sports and Related Workers, All Other
Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation
Entertainers and Performers, Sports and Related Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 52% • SOC 27-2099.00
Creative assistantEditing automationProduction workflow
#44High confidenceSystemsFSFirst-Line Supervisors of Non-Retail Sales Workers
Sales and Related • Wholesale Trade
First-Line Supervisors of Non-Retail Sales Workers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 52% • SOC 41-1012.00
CRM assistantOutreach automationRevenue analytics
#45High confidenceOperationsCACraft Artists
Arts, Design, Entertainment, Sports, and Media • Information
Craft Artists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 51% • SOC 27-1012.00
Creative assistantEditing automationProduction workflow
#46Medium confidenceWorkflowWAWriters and Authors
Arts, Design, Entertainment, Sports, and Media • Information
Writers and Authors is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 51% • SOC 27-3043.00
Creative assistantEditing automationProduction workflow
#47Medium confidenceWorkflowSRSales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products
Sales and Related • Wholesale Trade
Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 41-4012.00
CRM assistantOutreach automationRevenue analytics
#48High confidenceProductivityBABroadcast Announcers and Radio Disc Jockeys
Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation
Broadcast Announcers and Radio Disc Jockeys is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 49% • SOC 27-3011.00
Creative assistantEditing automationProduction workflow
#49Medium confidenceProductivityCOCamera Operators, Television, Video, and Film
Arts, Design, Entertainment, Sports, and Media • Professional, Scientific, and Technical Services
Camera Operators, Television, Video, and Film is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 49% • SOC 27-4031.00
Creative assistantEditing automationProduction workflow
#50High confidenceSystemsFAFilm and Video Editors
Arts, Design, Entertainment, Sports, and Media • Information
Film and Video Editors is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 49% • SOC 27-4032.00
Creative assistantEditing automationProduction workflow