Ranking

By industry

Compare exposure patterns across industry sectors and drill into each sector ranking.

24 sectors indexed. Showing role-level rankings for Arts, Entertainment, and Recreation (71).

Highest average sector exposure

Sectors ranked by average role exposure benchmark.

Highest average sector exposureSectors ranked by average role exposure benchmark.0%20%40%60%80%100%33 - Manufacturing33 - Manufacturing: 77% avg exposure77% avg exposure72 - Accommodation and Food Ser…72 - Accommodation and Food Services: 76% avg exposure76% avg exposure32 - Manufacturing32 - Manufacturing: 76% avg exposure76% avg exposure11 - Agriculture, Forestry, Fis…11 - Agriculture, Forestry, Fishing and Hunting: 74% avg exposure74% avg exposure45 - Retail Trade45 - Retail Trade: 73% avg exposure73% avg exposure48 - Transportation and Warehou…48 - Transportation and Warehousing: 67% avg exposure67% avg exposure81 - Other Services (except Pub…81 - Other Services (except Public Administration): 65% avg exposure65% avg exposure49 - Transportation and Warehou…49 - Transportation and Warehousing: 62% avg exposure62% avg exposure

Largest sector coverage

Sectors with the largest number of benchmarked roles.

Largest sector coverageSectors with the largest number of benchmarked roles.0%20%40%60%80%100%54 - Professional, Scientific, …54 - Professional, Scientific, and Technical Services: 187 roles187 roles62 - Health Care and Social Ass…62 - Health Care and Social Assistance: 151 roles151 roles31 - Manufacturing31 - Manufacturing: 85 roles85 roles92 - Public Administration92 - Public Administration: 85 roles85 roles33 - Manufacturing33 - Manufacturing: 63 roles63 roles56 - Administrative and Support…56 - Administrative and Support and Waste Management and Remediation Services: 61 roles61 roles52 - Finance and Insurance52 - Finance and Insurance: 56 roles56 roles61 - Educational Services61 - Educational Services: 45 roles45 roles

Industry sectors

Open a sector ranking

Each sector card opens a focused ranking sorted by exposure benchmark.

Manufacturing (33)

63 roles • 77% avg exposure

Highest: Laundry and Dry-Cleaning Workers

Lowest: Computer Numerically Controlled Tool Programmers

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Accommodation and Food Services (72)

20 roles • 76% avg exposure

Highest: Food Servers, Nonrestaurant

Lowest: Food Preparation and Serving Related Workers, All Other

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Manufacturing (32)

25 roles • 76% avg exposure

Highest: Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic

Lowest: Machinists

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Agriculture, Forestry, Fishing and Hunting (11)

14 roles • 74% avg exposure

Highest: Agricultural Equipment Operators

Lowest: Logging Workers, All Other

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Retail Trade (45)

4 roles • 73% avg exposure

Highest: Parts Salespersons

Lowest: Advertising Sales Agents

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Transportation and Warehousing (48)

40 roles • 67% avg exposure

Highest: Bus Drivers, School

Lowest: Control and Valve Installers and Repairers, Except Mechanical Door

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Other Services (except Public Administration) (81)

20 roles • 65% avg exposure

Highest: Maids and Housekeeping Cleaners

Lowest: Recreation Workers

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Transportation and Warehousing (49)

8 roles • 62% avg exposure

Highest: Automotive and Watercraft Service Attendants

Lowest: Musical Instrument Repairers and Tuners

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Utilities (22)

15 roles • 61% avg exposure

Highest: Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons

Lowest: Civil Engineers

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Mining, Quarrying, and Oil and Gas Extraction (21)

22 roles • 60% avg exposure

Highest: Floor Sanders and Finishers

Lowest: Solar Thermal Installers and Technicians

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Real Estate and Rental and Leasing (53)

17 roles • 60% avg exposure

Highest: Dispatchers, Except Police, Fire, and Ambulance

Lowest: Quality Control Systems Managers

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Construction (23)

41 roles • 59% avg exposure

Highest: Paving, Surfacing, and Tamping Equipment Operators

Lowest: Environmental Engineering Technologists and Technicians

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Manufacturing (31)

85 roles • 59% avg exposure

Highest: Sewing Machine Operators

Lowest: Solar Energy Systems Engineers

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Retail Trade (44)

3 roles • 59% avg exposure

Highest: Sales and Related Workers, All Other

Lowest: Insurance Sales Agents

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Wholesale Trade (42)

12 roles • 59% avg exposure

Highest: Gambling Change Persons and Booth Cashiers

Lowest: Sales Engineers

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Arts, Entertainment, and Recreation (71)

20 roles • 56% avg exposure

Highest: Manicurists and Pedicurists

Lowest: Set and Exhibit Designers

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Administrative and Support and Waste Management and Remediation Services (56)

61 roles • 55% avg exposure

Highest: Landscaping and Groundskeeping Workers

Lowest: Chief Executives

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Finance and Insurance (52)

56 roles • 55% avg exposure

Highest: Order Clerks

Lowest: Architectural and Engineering Managers

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Information (51)

18 roles • 52% avg exposure

Highest: Designers, All Other

Lowest: News Analysts, Reporters, and Journalists

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Professional, Scientific, and Technical Services (54)

187 roles • 52% avg exposure

Highest: Door-to-Door Sales Workers, News and Street Vendors, and Related Workers

Lowest: Arbitrators, Mediators, and Conciliators

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Management of Companies and Enterprises (55)

4 roles • 47% avg exposure

Highest: Tax Preparers

Lowest: Purchasing Managers

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Health Care and Social Assistance (62)

151 roles • 41% avg exposure

Highest: Amusement and Recreation Attendants

Lowest: Nurse Anesthetists

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Public Administration (92)

85 roles • 41% avg exposure

Highest: First-Line Supervisors of Police and Detectives

Lowest: Mental Health Counselors

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Educational Services (61)

45 roles • 34% avg exposure

Highest: Career/Technical Education Teachers, Postsecondary

Lowest: Archivists

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Sector ranking

Arts, Entertainment, and Recreation (71)

Highest automation exposure roles in this sector. Showing top 20 results.

Manicurists and Pedicurists coordination scene#1Medium confidenceCoordinationMA
Manicurists and Pedicurists

Personal 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

CRM automationCommunication copilotWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Umpires, Referees, and Other Sports Officials coordination scene#2High 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Childcare Workers systems scene#3High confidenceSystemsCW
Childcare Workers

Personal 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

CRM automationCommunication copilotWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Nannies analysis scene#4High confidenceAnalysisN
Nannies

Personal 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

CRM automationCommunication copilotWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Actors systems scene#5High 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Animal Trainers execution scene#6High confidenceExecutionAT
Animal Trainers

Personal 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

CRM automationCommunication copilotWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Baggage Porters and Bellhops analysis scene#7Medium confidenceAnalysisBP
Baggage Porters and Bellhops

Personal 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

CRM automationCommunication copilotWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Athletes and Sports Competitors insight scene#8Low 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Court Reporters and Simultaneous Captioners operations scene#9High 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Fine Artists, Including Painters, Sculptors, and Illustrators systems scene#10Low 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Entertainers and Performers, Sports and Related Workers, All Other execution scene#11Medium 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
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Gambling Service Workers, All Other operations scene#12Low confidenceOperationsGS
Gambling Service Workers, All Other

Personal Care and Service • Arts, Entertainment, and Recreation

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

Exposure benchmark: 50% • SOC 39-3019.00

CRM automationCommunication copilotWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Broadcast Announcers and Radio Disc Jockeys productivity scene#13High 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

Creative assistantEditing automationProduction workflow
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Artists and Related Workers, All Other productivity scene#14Low confidenceProductivityAA
Artists and Related Workers, All Other

Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation

Artists and Related Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 48% • SOC 27-1019.00

Creative assistantEditing automationProduction workflow
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Concierges tooling scene#15High confidenceToolingC
Concierges

Personal Care and Service • Arts, Entertainment, and Recreation

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

Exposure benchmark: 48% • SOC 39-6012.00

CRM automationCommunication copilotWorkflow automation
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Art Directors coordination scene#16High confidenceCoordinationAD
Art Directors

Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation

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

Exposure benchmark: 46% • SOC 27-1011.00

Creative assistantEditing automationProduction workflow
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Coaches and Scouts productivity scene#17High confidenceProductivityCA
Coaches and Scouts

Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation

Coaches and Scouts is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 45% • SOC 27-2022.00

Creative assistantEditing automationProduction workflow
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Commercial and Industrial Designers workflow scene#18High confidenceWorkflowCA
Commercial and Industrial Designers

Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation

Commercial and Industrial Designers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 45% • SOC 27-1021.00

Creative assistantEditing automationProduction workflow
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Graphic Designers planning scene#19High confidencePlanningGD
Graphic Designers

Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation

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

Exposure benchmark: 45% • SOC 27-1024.00

Creative assistantEditing automationProduction workflow
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Set and Exhibit Designers workflow scene#20High confidenceWorkflowSA
Set and Exhibit Designers

Arts, Design, Entertainment, Sports, and Media • Arts, Entertainment, and Recreation

Set and Exhibit Designers remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 37% • SOC 27-1027.00

Creative assistantEditing automationProduction workflow
Overall RiskPrimary ranking KPI
Exposure
Task avg
Human reliance
Rankings by industry - replaced.fyi