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 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
Umpires, Referees, and Other Sports Officials coordination scene#2High confidenceCoordinationUR
Umpires, Referees, and Other Sports Officials

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk70%
Exposure70%
Task avg71%
Human reliance30%
Open role profile
Childcare Workers systems scene#3High 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
Nannies analysis scene#4High 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
Actors systems scene#5High confidenceSystemsA
Actors

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk64%
Exposure64%
Task avg65%
Human reliance36%
Open role profile
Animal Trainers execution scene#6High 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#7Medium 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
Athletes and Sports Competitors insight scene#8Low confidenceInsightAA
Athletes and Sports Competitors

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk61%
Exposure61%
Task avg62%
Human reliance39%
Open role profile
Court Reporters and Simultaneous Captioners operations scene#9High confidenceOperationsCR
Court Reporters and Simultaneous Captioners

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk61%
Exposure61%
Task avg62%
Human reliance39%
Open role profile
Fine Artists, Including Painters, Sculptors, and Illustrators systems scene#10Low confidenceSystemsFA
Fine Artists, Including Painters, Sculptors, and Illustrators

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk54%
Exposure54%
Task avg55%
Human reliance46%
Open role profile
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 MediaArts, 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 Risk52%
Exposure52%
Task avg53%
Human reliance48%
Open role profile
Gambling Service Workers, All Other operations scene#12Low confidenceOperationsGS
Gambling Service Workers, All Other

Personal Care and ServiceArts, 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 Risk50%
Exposure50%
Task avg51%
Human reliance50%
Open role profile
Broadcast Announcers and Radio Disc Jockeys productivity scene#13High confidenceProductivityBA
Broadcast Announcers and Radio Disc Jockeys

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk49%
Exposure49%
Task avg50%
Human reliance51%
Open role profile
Artists and Related Workers, All Other productivity scene#14Low confidenceProductivityAA
Artists and Related Workers, All Other

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk48%
Exposure48%
Task avg49%
Human reliance52%
Open role profile
Concierges tooling scene#15High confidenceToolingC
Concierges

Personal Care and ServiceArts, 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 Risk48%
Exposure48%
Task avg49%
Human reliance52%
Open role profile
Art Directors coordination scene#16High confidenceCoordinationAD
Art Directors

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk46%
Exposure46%
Task avg47%
Human reliance54%
Open role profile
Coaches and Scouts productivity scene#17High confidenceProductivityCA
Coaches and Scouts

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk45%
Exposure45%
Task avg46%
Human reliance55%
Open role profile
Commercial and Industrial Designers workflow scene#18High confidenceWorkflowCA
Commercial and Industrial Designers

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk45%
Exposure45%
Task avg46%
Human reliance55%
Open role profile
Graphic Designers planning scene#19High confidencePlanningGD
Graphic Designers

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk45%
Exposure45%
Task avg46%
Human reliance55%
Open role profile
Set and Exhibit Designers workflow scene#20High confidenceWorkflowSA
Set and Exhibit Designers

Arts, Design, Entertainment, Sports, and MediaArts, 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 Risk37%
Exposure37%
Task avg38%
Human reliance63%
Open role profile
Rankings by industry - replaced.fyi