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.

Average exposure by skill cluster

Clusters ranked by average automation exposure.

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 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

Creative and commercial

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

#1Low confidenceCoordinationDS

Door-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

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#2High confidenceCoordinationFS

First-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

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#3Low confidenceAnalysisPS

Parts 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

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#4Medium confidenceWorkflowRS

Retail 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

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#5High confidenceProductivityGC

Gambling 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

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#6High confidenceInsightBT

Broadcast 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

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#7Medium confidenceOperationsMD

Merchandise 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

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#8High confidencePlanningM

Models

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

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#9Low confidenceWorkflowD

Dancers

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

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#10High confidenceCoordinationUR

Umpires, 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

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#11High confidenceOperationsC

Cashiers

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

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#12Medium confidenceInsightFD

Fashion 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

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#13Medium confidenceOperationsCA

Counter 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

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#14Low confidenceWorkflowDA

Designers, 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

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#15Low confidenceCoordinationMA

Media 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

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#16High confidencePlanningP

Photographers

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

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#17High confidenceToolingDA

Demonstrators 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

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#18Low confidenceInsightMA

Media 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

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#19Low confidencePlanningSA

Sales 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

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#20High confidenceSystemsA

Actors

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

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#21High confidenceToolingDJ

Disc 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

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#22Low confidencePlanningT

Telemarketers

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

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#23Low confidenceSystemsFD

Floral 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

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#24High confidencePlanningLT

Lighting 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

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#25Medium confidenceOperationsSR

Sales 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

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#26Low confidenceInsightAA

Athletes 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

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#27High confidenceOperationsCR

Court 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

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#28Medium confidenceOperationsC

Choreographers

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

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#29Medium confidenceOperationsSS

Solar 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

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#30Medium confidenceToolingPL

Poets, 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

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#31High confidenceCoordinationPR

Public 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

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#32High confidenceOperationsSE

Sound 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

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#33High confidenceExecutionAA

Audio 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

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#34High confidencePlanningRE

Real 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

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#35High confidenceExecutionTA

Travel 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

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#36High confidenceSystemsIS

Insurance 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

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#37High confidenceOperationsMT

Media 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

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#38High confidenceExecutionPA

Producers 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

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Task avg

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#39Medium confidenceAnalysisAS

Advertising 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

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#40Low confidenceSystemsFA

Fine 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

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#41High confidenceExecutionRE

Real 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

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#42High confidenceCoordinationSC

Securities, 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

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#43Medium confidenceExecutionEA

Entertainers 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

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#44High confidenceSystemsFS

First-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

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#45High confidenceOperationsCA

Craft 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

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#46Medium confidenceWorkflowWA

Writers 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

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Task avg

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#47Medium confidenceWorkflowSR

Sales 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

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#48High confidenceProductivityBA

Broadcast 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