Ranking

By industry

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

24 sectors indexed. Showing role-level rankings for Other Services (except Public Administration) (81).

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

Other Services (except Public Administration) (81)

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

Maids and Housekeeping Cleaners systems scene#1High confidenceSystemsMA
Maids and Housekeeping Cleaners

Building and Grounds Cleaning and MaintenanceOther Services (except Public Administration)

A large share of Maids and Housekeeping Cleaners tasks are currently automatable in All Other Personal Services.

Exposure benchmark: 95% • SOC 37-2012.00

Scheduling workflowOperations assistantReporting automation
Overall Risk95%
Exposure95%
Task avg92%
Human reliance5%
Open role profile
Tree Trimmers and Pruners coordination scene#2High confidenceCoordinationTT
Tree Trimmers and Pruners

Building and Grounds Cleaning and MaintenanceOther Services (except Public Administration)

A large share of Tree Trimmers and Pruners tasks are currently automatable in Labor Unions and Similar Labor Organizations.

Exposure benchmark: 83% • SOC 37-3013.00

Scheduling workflowOperations assistantReporting automation
Overall Risk83%
Exposure83%
Task avg84%
Human reliance17%
Open role profile
Animal Caretakers coordination scene#3High 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
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
Gambling and Sports Book Writers and Runners operations scene#5High 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
Shampooers operations scene#6Low 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
Janitors and Cleaners, Except Maids and Housekeeping Cleaners systems scene#7High confidenceSystemsJA
Janitors and Cleaners, Except Maids and Housekeeping Cleaners

Building and Grounds Cleaning and MaintenanceOther Services (except Public Administration)

Janitors and Cleaners, Except Maids and Housekeeping Cleaners shows high exposure in repetitive digital tasks, with human review still required.

Exposure benchmark: 69% • SOC 37-2011.00

Scheduling workflowOperations assistantReporting automation
Overall Risk69%
Exposure69%
Task avg70%
Human reliance31%
Open role profile
Personal Care and Service Workers, All Other tooling scene#8Low 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#9High 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
Motion Picture Projectionists insight scene#10Medium 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
First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services execution scene#11Medium 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
Hairdressers, Hairstylists, and Cosmetologists systems scene#12High 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
Tour Guides and Escorts analysis scene#13High 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
Residential Advisors operations scene#14High 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
Grounds Maintenance Workers, All Other operations scene#15Low confidenceOperationsGM
Grounds Maintenance Workers, All Other

Building and Grounds Cleaning and MaintenanceOther Services (except Public Administration)

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

Exposure benchmark: 56% • SOC 37-3019.00

Scheduling workflowOperations assistantReporting automation
Overall Risk56%
Exposure56%
Task avg57%
Human reliance44%
Open role profile
Makeup Artists, Theatrical and Performance insight scene#16Medium confidenceInsightMA
Makeup Artists, Theatrical and Performance

Personal Care and ServiceOther Services (except Public Administration)

Makeup Artists, Theatrical and Performance is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 55% • SOC 39-5091.00

CRM automationCommunication copilotWorkflow automation
Overall Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
Skincare Specialists planning scene#17High confidencePlanningSS
Skincare Specialists

Personal Care and ServiceOther Services (except Public Administration)

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

Exposure benchmark: 55% • SOC 39-5094.00

CRM automationCommunication copilotWorkflow automation
Overall Risk55%
Exposure55%
Task avg56%
Human reliance45%
Open role profile
First-Line Supervisors of Personal Service Workers analysis scene#18Low confidenceAnalysisFS
First-Line Supervisors of Personal Service Workers

Personal Care and ServiceOther Services (except Public Administration)

First-Line Supervisors of Personal Service Workers is a hybrid role where automation assists execution but does not fully replace ownership.

Exposure benchmark: 52% • SOC 39-1022.00

CRM automationCommunication copilotWorkflow automation
Overall Risk52%
Exposure52%
Task avg53%
Human reliance48%
Open role profile
Barbers execution scene#19Medium confidenceExecutionB
Barbers

Personal Care and ServiceOther Services (except Public Administration)

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

Exposure benchmark: 48% • SOC 39-5011.00

CRM automationCommunication copilotWorkflow automation
Overall Risk48%
Exposure48%
Task avg49%
Human reliance52%
Open role profile
Recreation Workers workflow scene#20High confidenceWorkflowRW
Recreation Workers

Personal Care and ServiceOther Services (except Public Administration)

Recreation Workers remains mostly human-led, with selective automation opportunities in support work.

Exposure benchmark: 39% • SOC 39-9032.00

CRM automationCommunication copilotWorkflow automation
Overall Risk39%
Exposure39%
Task avg40%
Human reliance61%
Open role profile
Rankings by industry - replaced.fyi